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    <title>GitHub HTML Daily Trending</title>
    <description>Daily Trending of HTML in GitHub</description>
    <pubDate>Fri, 15 May 2026 01:39:21 GMT</pubDate>
    <link>http://mshibanami.github.io/GitHubTrendingRSS</link>
    
    <item>
      <title>CyberAlbSecOP/Awesome_GPT_Super_Prompting</title>
      <link>https://github.com/CyberAlbSecOP/Awesome_GPT_Super_Prompting</link>
      <description>&lt;p&gt;ChatGPT Jailbreaks, GPT Assistants Prompt Leaks, GPTs Prompt Injection, LLM Prompt Security, Super Prompts, Prompt Hack, Prompt Security, Ai Prompt Engineering, Adversarial Machine Learning.&lt;/p&gt;&lt;hr&gt;&lt;p&gt;&lt;img src=&quot;https://i.postimg.cc/HL8hRq2m/1.png&quot; alt=&quot;image&quot; /&gt;&lt;/p&gt; 
&lt;hr /&gt; 
&lt;p&gt;⭐⭐⭐⭐⭐ +3000 STARS | THANK YOU! ⭐⭐⭐⭐⭐&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;What will you find in V.2.0:&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;ChatGPT Jailbreaks&lt;/li&gt; 
 &lt;li&gt;GPT Assistants Prompt Leaks&lt;/li&gt; 
 &lt;li&gt;GPTs Prompt Injection&lt;/li&gt; 
 &lt;li&gt;LLM Prompt Security&lt;/li&gt; 
 &lt;li&gt;Super Prompts&lt;/li&gt; 
 &lt;li&gt;Prompt Hack&lt;/li&gt; 
 &lt;li&gt;Prompt Security&lt;/li&gt; 
 &lt;li&gt;Ai Prompt Engineering&lt;/li&gt; 
 &lt;li&gt;Adversarial Machine Learning&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;ul&gt; 
 &lt;li&gt;⚠️ Into &quot;Latest Jailbreaks&quot; folder, just check latest additions for working Jailbreaks. ⚠️&lt;/li&gt; 
 &lt;li&gt;⚠️ If you find your secret prompts here and want it removed, please let me know ASAP. ⚠️&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;h3&gt;Legend:&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;🌟: Legendary!&lt;/li&gt; 
 &lt;li&gt;🔥: Hot Stuff&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Jailbreak Hall Of Fame:&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;🏆 | /elder-plinius&lt;/li&gt; 
 &lt;li&gt;🏆 | u/yell0wfever92&lt;/li&gt; 
 &lt;li&gt;🏆 | u/HORSELOCKSPACEPIRATE&lt;/li&gt; 
 &lt;li&gt;🏆 | u/FamilyK1ng&lt;/li&gt; 
 &lt;li&gt;🏆 | u/getoffmylawn0014&lt;/li&gt; 
 &lt;li&gt;🏆 | u/Positive_Average_446&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;h2&gt;🚨 Jailbreaks&lt;/h2&gt; 
&lt;p&gt;Explore techniques for bypassing restrictions on GPT models.&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;🌟 | &lt;a href=&quot;https://www.reddit.com/r/ChatGPTJailbreak/&quot;&gt;r/ChatGPTJailbreak/&lt;/a&gt; - Reddit community focused on ChatGPT jailbreaks.&lt;/li&gt; 
 &lt;li&gt;🌟 | &lt;a href=&quot;https://github.com/elder-plinius/L1B3RT45&quot;&gt;elder-plinius/L1B3RT45&lt;/a&gt; - A repository for advanced jailbreak strategies.&lt;/li&gt; 
 &lt;li&gt;🔥 | &lt;a href=&quot;https://github.com/cyberark/FuzzyAI&quot;&gt;cyberark/FuzzyAI&lt;/a&gt; - A powerful tool for automated LLM fuzzing.&lt;/li&gt; 
 &lt;li&gt;🔥 | &lt;a href=&quot;https://github.com/verazuo/jailbreak_llms&quot;&gt;verazuo/jailbreak_llms&lt;/a&gt; - Methods to jailbreak various large language models.&lt;/li&gt; 
 &lt;li&gt;🔥 | &lt;a href=&quot;https://rentry.org/jb-listing&quot;&gt;rentry.org&lt;/a&gt; - Collection of various jailbreak prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/catsanzsh/01preview-jailbreaks&quot;&gt;catsanzsh/01preview-jailbreaks&lt;/a&gt; - A collection of Jailbreaks for o1-preview.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/yueliu1999/Awesome-Jailbreak-on-LLMs&quot;&gt;yueliu1999/Awesome-Jailbreak-on-LLMs&lt;/a&gt; - A curated list of LLM jailbreak techniques.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/0xk1h0/ChatGPT_DAN&quot;&gt;0xk1h0/ChatGPT_DAN&lt;/a&gt; - Jailbreak prompts designed to activate the &quot;DAN&quot; mode in ChatGPT.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/tg12/gpt_jailbreak_status&quot;&gt;tg12/gpt_jailbreak_status&lt;/a&gt; - A tool for monitoring jailbreak status of GPT models.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Cyberlion-Technologies/ChatGPT_DAN&quot;&gt;Cyberlion-Technologies/ChatGPT_DAN&lt;/a&gt; - Another implementation of ChatGPT DAN mode prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/yes133/ChatGPT-Prompts-Jailbreaks-And-More&quot;&gt;yes133/ChatGPT-Prompts-Jailbreaks-And-More&lt;/a&gt; - Collection of various jailbreak prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/THUDM/ChatGLM-6B&quot;&gt;THUDM/ChatGLM-6B&lt;/a&gt; - Collection of various jailbreak prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/GabryB03/ChatGPT-Jailbreaks&quot;&gt;GabryB03/ChatGPT-Jailbreaks&lt;/a&gt; - Repository with different ChatGPT jailbreak techniques.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/jzzjackz/chatgptjailbreaks&quot;&gt;jzzjackz/chatgptjailbreaks&lt;/a&gt; - A simple repository showcasing jailbreak attempts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://huggingface.co/datasets/jackhhao/jailbreak-classification&quot;&gt;jackhhao/jailbreak-classification&lt;/a&gt; - Dataset for classifying jailbreak prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://huggingface.co/datasets/rubend18/ChatGPT-Jailbreak-Prompts&quot;&gt;rubend18/ChatGPT-Jailbreak-Prompts&lt;/a&gt; - A dataset of jailbreak prompts for ChatGPT.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://huggingface.co/datasets/deadbits/vigil-jailbreak-ada-002&quot;&gt;deadbits/vigil-jailbreak-ada-002&lt;/a&gt; - Vigilant dataset for ADA-002 jailbreak attempts.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;h2&gt;🕵️‍♂️ GPT Agents System Prompt Leaks&lt;/h2&gt; 
&lt;p&gt;Find leaked prompts and system information from GPT agents.&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;🌟 | &lt;a href=&quot;https://github.com/0xeb/TheBigPromptLibrary&quot;&gt;0xeb/TheBigPromptLibrary&lt;/a&gt; - Extensive library of system prompts for GPT agents.&lt;/li&gt; 
 &lt;li&gt;🔥 | &lt;a href=&quot;https://github.com/LouisShark/chatgpt_system_prompt&quot;&gt;LouisShark/chatgpt_system_prompt&lt;/a&gt; - Collection of leaked system prompts for ChatGPT.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/gogooing/Awesome-GPTs&quot;&gt;gogooing/Awesome-GPTs&lt;/a&gt; - A collection of useful GPT prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/tjadamlee/GPTs-prompts&quot;&gt;tjadamlee/GPTs-prompts&lt;/a&gt; - Another repository with a variety of GPT prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/linexjlin/GPTs&quot;&gt;linexjlin/GPTs&lt;/a&gt; - Compilation of various GPT prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/B3o/GPTS-Prompt-Collection&quot;&gt;B3o/GPTS-Prompt-Collection&lt;/a&gt; - A rich collection of GPT prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/1003715231/gptstore-prompts&quot;&gt;1003715231/gptstore-prompts&lt;/a&gt; - Repository containing a store of GPT prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/friuns2/Leaked-GPTs&quot;&gt;friuns2/Leaked-GPTs&lt;/a&gt; - Leaked GPT system prompts repository.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/adamidarrha/TopGptPrompts&quot;&gt;adamidarrha/TopGptPrompts&lt;/a&gt; - Top GPT prompts curated from various sources.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/friuns2/BlackFriday-GPTs-Prompts&quot;&gt;friuns2/BlackFriday-GPTs-Prompts&lt;/a&gt; - Special edition leaked GPT prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/parmarjh/Leaked-GPTs&quot;&gt;parmarjh/Leaked-GPTs&lt;/a&gt; - More leaked system prompts for GPT models.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/lxfater/Awesome-GPTs&quot;&gt;lxfater/Awesome-GPTs&lt;/a&gt; - Awesome collection of GPT prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Superdev0909/Awesome-AI-GPTs-main&quot;&gt;Superdev0909/Awesome-AI-GPTs-main&lt;/a&gt; - A main repository for awesome GPT prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/SuperShinyDev/ChatGPTApplication&quot;&gt;SuperShinyDev/ChatGPTApplication&lt;/a&gt; - Application repository for GPT models with prompts.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;h2&gt;🛡️ Prompt Injection&lt;/h2&gt; 
&lt;p&gt;Resources focused on exploiting or defending against prompt injections.&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;🌟 | &lt;a href=&quot;https://github.com/AnthenaMatrix&quot;&gt;AnthenaMatrix&lt;/a&gt; - Comprehensive repository on prompt injection techniques.&lt;/li&gt; 
 &lt;li&gt;🔥 | &lt;a href=&quot;https://github.com/utkusen/promptmap&quot;&gt;utkusen/promptmap&lt;/a&gt; - Tool for mapping and analyzing prompt injections.&lt;/li&gt; 
 &lt;li&gt;🔥 | &lt;a href=&quot;https://github.com/microsoft/promptbench&quot;&gt;microsoft/promptbench&lt;/a&gt; - Benchmarking tool for prompt injection vulnerabilities.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Cranot/chatbot-injections-exploits&quot;&gt;Cranot/chatbot-injections-exploits&lt;/a&gt; - Repository of exploits based on prompt injections in chatbots.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/FonduAI/awesome-prompt-injection&quot;&gt;FonduAI/awesome-prompt-injection&lt;/a&gt; - Awesome list of resources on prompt injection.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/TakSec/Prompt-Injection-Everywhere&quot;&gt;TakSec/Prompt-Injection-Everywhere&lt;/a&gt; - Guide to prompt injection in various systems.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/yunwei37/prompt-hacker-collections&quot;&gt;yunwei37/prompt-hacker-collections&lt;/a&gt; - Collection of prompt hacking methods and exploits.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://prompttrace.airedlab.com&quot;&gt;PromptTrace&lt;/a&gt; is a free, hands-on AI security training platform for practicing prompt injection, RAG poisoning, and tool exploitation against real LLMs.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Moaad-Ben/AdverserialAttack-InjectionPrompt&quot;&gt;AdverserialAttack-InjectionPrompt&lt;/a&gt; - Adversarial attacks through prompt injections.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;h2&gt;🔐 Secure Prompting&lt;/h2&gt; 
&lt;p&gt;Repositories dedicated to securing prompts and mitigating vulnerabilities.&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;🌟 | &lt;a href=&quot;https://github.com/Valhall-ai/prompt-injection-mitigations&quot;&gt;Valhall-ai/prompt-injection-mitigations&lt;/a&gt; - Mitigation strategies for prompt injections.&lt;/li&gt; 
 &lt;li&gt;🔥 | &lt;a href=&quot;https://github.com/cckuailong/awesome-gpt-security&quot;&gt;cckuailong/awesome-gpt-security&lt;/a&gt; - A curated list of GPT security best practices.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/onestardao/WFGY/raw/main/ProblemMap/README.md&quot;&gt;onestardao/WFGY&lt;/a&gt; – 16 failure modes for RAG and agent pipelines (incl. prompt-injection patterns) with concrete mitigation checklists.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/GPTGeeker/securityGPT&quot;&gt;GPTGeeker/securityGPT&lt;/a&gt; - Security-focused prompts for GPT models.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/mykeln/GPTect&quot;&gt;mykeln/GPTect&lt;/a&gt; - GPT security protection techniques.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/gavin-black-dsu/securePrompts&quot;&gt;gavin-black-dsu/securePrompts&lt;/a&gt; - Repository with secure GPT prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/zinccat/PromptSafe&quot;&gt;zinccat/PromptSafe&lt;/a&gt; - Ensuring safe prompts for GPT models.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/BenderScript/PromptGuardian&quot;&gt;BenderScript/PromptGuardian&lt;/a&gt; - Guardian scripts for securing GPT prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/sinanw/llm-security-prompt-injection&quot;&gt;sinanw/llm-security-prompt-injection&lt;/a&gt; - Security-focused prompt injection repository.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;h2&gt;🗂️ GPTs Lists&lt;/h2&gt; 
&lt;p&gt;Collections of various GPT resources and lists.&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;🌟 | &lt;a href=&quot;https://github.com/EmbraceAGI/Awesome-AI-GPTs&quot;&gt;EmbraceAGI/Awesome-AI-GPTs&lt;/a&gt; - Comprehensive list of AI and GPT resources.&lt;/li&gt; 
 &lt;li&gt;🔥 | &lt;a href=&quot;https://github.com/Anil-matcha/Awesome-GPT-Store&quot;&gt;Anil-matcha/Awesome-GPT-Store&lt;/a&gt; - A store of awesome GPT prompts and resources.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://aimlapi.com/app/?utm_source=Awesome_GPT_Super_Prompting&amp;amp;utm_medium=github&amp;amp;utm_campaign=integration&quot;&gt;AI/ML API&lt;/a&gt; - AI/ML API provides 300+ AI models including Deepseek, Gemini, ChatGPT.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/gogooing/Awesome-GPTs&quot;&gt;gogooing/Awesome-GPTs&lt;/a&gt; - General collection of GPT-related resources.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/friuns2/Awesome-GPTs-Big-List&quot;&gt;friuns2/Awesome-GPTs-Big-List&lt;/a&gt; - Big list of awesome GPT prompts and tools.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/AgentOps-AI/BestGPTs&quot;&gt;AgentOps-AI/BestGPTs&lt;/a&gt; - Compilation of the best GPT resources.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/fr0gger/Awesome-GPT-Agents&quot;&gt;fr0gger/Awesome-GPT-Agents&lt;/a&gt; - Focused on GPT agents and their capabilities.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/cckuailong/awesome-gpt-security&quot;&gt;cckuailong/awesome-gpt-security&lt;/a&gt; - Security-centric GPT resources.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/LiLittleCat/awesome-free-chatgpt&quot;&gt;LiLittleCat/awesome-free-chatgpt/tree&lt;/a&gt; - List of free ChatGPT mirror sites, continuously updated.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/cheahjs/free-llm-api-resources&quot;&gt;cheahjs/free-llm-api-resources&lt;/a&gt; - A list of free LLM inference resources accessible via API.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/sindresorhus/awesome-chatgpt&quot;&gt;sindresorhus/awesome-chatgpt&lt;/a&gt; - Awesome list for ChatGPT — an artificial intelligence chatbot developed by OpenAI.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;h2&gt;📚 Prompts Libraries&lt;/h2&gt; 
&lt;p&gt;Explore libraries of GPT prompts for various applications.&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;🌟 | &lt;a href=&quot;https://github.com/ai-boost/awesome-prompts&quot;&gt;ai-boost/awesome-prompts&lt;/a&gt; - A vast library of awesome GPT prompts.&lt;/li&gt; 
 &lt;li&gt;🔥 | &lt;a href=&quot;https://github.com/B3o/GPTS-Prompt-Collection&quot;&gt;B3o/GPTS-Prompt-Collection&lt;/a&gt; - Extensive collection of prompts for GPT models.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/abilzerian/LLM-Prompt-Library&quot;&gt;abilzerian/LLM-Prompt-Library&lt;/a&gt; - Library of prompts for large language models.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/f/awesome-chatgpt-prompts&quot;&gt;f/awesome-chatgpt-prompts&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/yunwei37/prompt-hacker-collections&quot;&gt;yunwei37/prompt-hacker-collections&lt;/a&gt; - Collection of hacking-oriented GPT prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/alphatrait/100000-ai-prompts-by-contentifyai&quot;&gt;alphatrait/100000-ai-prompts-by-contentifyai&lt;/a&gt; - Massive collection of AI prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/DummyKitty/Cyber-Security-chatGPT-prompt&quot;&gt;DummyKitty/Cyber-Security-chatGPT-prompt&lt;/a&gt; - Security-focused ChatGPT prompt library.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.thepromptindex.com/prompt-database.php&quot;&gt;thepromptindex.com&lt;/a&gt; - Online index of GPT prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://snackprompt.com/&quot;&gt;snackprompt.com/&lt;/a&gt; - A snackable collection of GPT prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.usethisprompt.io/&quot;&gt;usethisprompt.io/&lt;/a&gt; - A website to find and share GPT prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://promptbase.com/&quot;&gt;promptbase.com/&lt;/a&gt; - Marketplace for buying and selling GPT prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://prompts.chat/&quot;&gt;prompts.chat/&lt;/a&gt; - World&#39;s First &amp;amp; Most Famous Prompts Directory.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;h2&gt;🛠️ Prompt Engineering&lt;/h2&gt; 
&lt;p&gt;Resources to master the craft of prompt engineering.&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;🌟 | &lt;a href=&quot;https://github.com/snwfdhmp/awesome-gpt-prompt-engineering&quot;&gt;snwfdhmp/awesome-gpt-prompt-engineering&lt;/a&gt; - A list of awesome resources on prompt engineering.&lt;/li&gt; 
 &lt;li&gt;🔥 | &lt;a href=&quot;https://github.com/promptslab/Awesome-Prompt-Engineering&quot;&gt;promptslab/Awesome-Prompt-Engineering&lt;/a&gt; - Another excellent list of prompt engineering resources.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/NirDiamant/Prompt_Engineering&quot;&gt;NirDiamant/Prompt_Engineering&lt;/a&gt; - Comprehensive collection of tutorials and implementations for Prompt Engineering techniques&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/circlestarzero/HackOpenAISystemPrompts&quot;&gt;circlestarzero/HackOpenAISystemPrompts&lt;/a&gt; - Hacking OpenAI system prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dair-ai/Prompt-Engineering-Guide&quot;&gt;dair-ai/Prompt-Engineering-Guide&lt;/a&gt; - A guide to mastering prompt engineering.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/brexhq/prompt-engineering&quot;&gt;brexhq/prompt-engineering&lt;/a&gt; - Comprehensive resource for prompt engineering.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/natnew/Awesome-Prompt-Engineering&quot;&gt;natnew/Awesome-Prompt-Engineering&lt;/a&gt; - More resources on awesome prompt engineering.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/theihtisham/agent-shadow-brain&quot;&gt;Agent Shadow Brain&lt;/a&gt; - Self-evolving AI coding intelligence with infinite memory (TurboQuant), genetic algorithm self-evolution, predictive bug detection, PageRank knowledge graphs, swarm intelligence, and adversarial defense.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/theihtisham/omni-skills-forge&quot;&gt;Omni Skills Forge&lt;/a&gt; - 50,000+ curated AI agent skills for Claude Code, Cursor, Copilot, Windsurf, Cline. Visual dashboard, one-click install, skill doctor, auto-update.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.promptingguide.ai/&quot;&gt;promptingguide.ai&lt;/a&gt; - An online guide to prompt engineering.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://promptdev.ai/&quot;&gt;promptdev.ai&lt;/a&gt; - Platform for developing and sharing prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://learnprompting.org/docs/intro&quot;&gt;learnprompting.org&lt;/a&gt; - Learn the art of prompting from scratch.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://learningprompt.wiki/&quot;&gt;learningprompt.wiki/&lt;/a&gt; - Free Prompt Engineering Online Course.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;h2&gt;🔎 Prompt Sources&lt;/h2&gt; 
&lt;p&gt;Communities and forums for discovering and sharing prompts.&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;🌟 | &lt;a href=&quot;https://www.reddit.com/r/ChatGPTJailbreak/&quot;&gt;r/ChatGPTJailbreak/&lt;/a&gt; - Reddit community for ChatGPT jailbreaks.&lt;/li&gt; 
 &lt;li&gt;🔥 | &lt;a href=&quot;https://www.reddit.com/r/ChatGPTPromptGenius/&quot;&gt;r/ChatGPTPromptGenius/&lt;/a&gt; - Subreddit for sharing and discovering GPT prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.reddit.com/r/chatgpt_promptDesign/&quot;&gt;r/chatgpt_promptDesign/&lt;/a&gt; - Focused on designing effective ChatGPT prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.reddit.com/r/PromptEngineering/&quot;&gt;r/PromptEngineering/&lt;/a&gt; - Subreddit dedicated to prompt engineering discussions.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.reddit.com/r/PromptDesign/&quot;&gt;r/PromptDesign/&lt;/a&gt; - Community for prompt design.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.reddit.com/r/GPT_jailbreaks/&quot;&gt;r/GPT_jailbreaks/&lt;/a&gt; - Discussion on GPT jailbreak methods.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.reddit.com/r/ChatGptDAN/&quot;&gt;r/ChatGptDAN/&lt;/a&gt; - Community for DAN mode and ChatGPT jailbreaks.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.reddit.com/r/PromptSharing/&quot;&gt;r/PromptSharing/&lt;/a&gt; - Share and discover prompts with the community.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.reddit.com/r/PromptWizardry/&quot;&gt;r/PromptWizardry/&lt;/a&gt; - Subreddit for creative and advanced prompting.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.reddit.com/r/PromptWizards/&quot;&gt;r/PromptWizards/&lt;/a&gt; - Community for wizards of prompt engineering.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://altenens.is/forums/chatgpt-tools.469297/&quot;&gt;altenens.is/forums/chatgpt-tools&lt;/a&gt; - Forum for sharing GPT tools and resources.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://onehack.us/search?q=prompt&quot;&gt;onehack.us/prompt&lt;/a&gt; - Another platform for discovering GPT prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.godtierprompts.com&quot;&gt;God Tier Prompts&lt;/a&gt; - A community driven leaderboard where the best prompts rise to the top.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;h2&gt;⚙️ Ai Automation Tools&lt;/h2&gt; 
&lt;p&gt;Tools to create AI Automations.&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.make.com/en&quot;&gt;make.com&lt;/a&gt; - Connect any app, data source, or AI model. Build and manage automations and AI agents – visually, in code, or with a prompt.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://metercall.ai/?v=a&amp;amp;src=github&quot;&gt;patl4588/metercall-launch&lt;/a&gt; - The new layer of the internet. 21M APIs. 727 modules. One prompt.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;h2&gt;🧠 Cyber-Albsecop GPT Agents&lt;/h2&gt; 
&lt;p&gt;Specialized GPT agents focused on cybersecurity and more.&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://flowgpt.com/p/albsecop-cyber-security-master&quot;&gt;ALBSECOP | Cyber Security Master&lt;/a&gt; - GPT agent for mastering cybersecurity.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://flowgpt.com/p/vampire-ultra-prompt-writer&quot;&gt;VAMPIRE | Ultra Prompt Writer&lt;/a&gt; - GPT agent specializing in writing ultra-effective prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://flowgpt.com/p/ork-super-prompt-optimizer&quot;&gt;ORK | Super Prompt Optimizer&lt;/a&gt; - GPT agent for optimizing prompts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://flowgpt.com/p/m1n0t4ur-impossible-security-challenge&quot;&gt;MINOTAUR | Impossible Security Challenge!&lt;/a&gt; - A GPT agent offering challenging security tasks.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://flowgpt.com/p/kevlar-anti-leak-system-prompts&quot;&gt;KEVLAR | Anti-Leak System Prompts&lt;/a&gt; - Agent designed to create anti-leak system prompts.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;h2&gt;To do for V3.00&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;Keep the repo updated and hot&lt;/li&gt; 
 &lt;li&gt;Add more personal prompts&lt;/li&gt; 
 &lt;li&gt;Add more external sources&lt;/li&gt; 
 &lt;li&gt;Add instruction on how to use prompts&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Star History&lt;/h2&gt; 
&lt;a href=&quot;https://star-history.com/#CyberAlbSecOP/Awesome_GPT_Super_Prompting&amp;amp;Date&quot;&gt; 
 &lt;picture&gt; 
  &lt;source media=&quot;(prefers-color-scheme: dark)&quot; srcset=&quot;https://api.star-history.com/svg?repos=CyberAlbSecOP/Awesome_GPT_Super_Prompting&amp;amp;type=Date&amp;amp;theme=dark&quot; /&gt; 
  &lt;source media=&quot;(prefers-color-scheme: light)&quot; srcset=&quot;https://api.star-history.com/svg?repos=CyberAlbSecOP/Awesome_GPT_Super_Prompting&amp;amp;type=Date&quot; /&gt; 
  &lt;img alt=&quot;Star History Chart&quot; src=&quot;https://api.star-history.com/svg?repos=CyberAlbSecOP/Awesome_GPT_Super_Prompting&amp;amp;type=Date&quot; /&gt; 
 &lt;/picture&gt; &lt;/a&gt; 
&lt;hr /&gt; 
&lt;h3&gt;Keywords:&lt;/h3&gt; 
&lt;p&gt;ChatGPT Assistant Leak, Jailbreak Prompts, GPT Hacking, GPT Agents Hack, System Prompt Leaks, Prompt Injection, LLM Security, Super Prompts, AI Adversarial Prompting, Prompt Design, Secure AI, Prompt Security, Prompt Development, Prompt Collection, GPT Prompt Library, Secret System Prompts, Creative Prompts, Prompt Crafting, Prompt Engineering, Prompt Vulnerability, GPT prompt jailbreak, GPT4, GPT4o, GPT3o-mini, GPT4o1, GPT3.5 turbo, Gemini 2.0, Copilot, Grok2, Grok3, MistralAI, Deepseek R1, Deepseek, Cloude 3.5, Cloude Sonnet, Mistral, Qwan, LLama, GPT-3 jailbreak, OpenAI GPT-3 jailbreak, GPT-4 jailbreak, GPT-3 bypass, GPT-3 limitations, GPT-3 restrictions, GPT-3 hack, GPT-3 exploit, GPT-3 security, GPT-3 vulnerabilities, GPT-3 unauthorized access, GPT-3 unauthorized use, GPT-3 unauthorized modifications, GPT-3 restrictions bypass, GPT-3 AI jailbreak, OpenAI jailbreak, GPT-3 security breach, GPT-3 unauthorized alterations, GPT-3 model jailbreak, GPT prompt hack, GPT-3 prompt ideas, GPT-4 prompt examples, AI writing prompts, creative writing prompts, generate text prompts, prompt generator tool, artificial intelligence prompts, text generation prompts, machine learning prompts, writing inspiration prompts, GPT prompt list, advanced prompt techniques, AI content prompts, prompt generation tips, text prompt strategies, GPT writing exercises, prompt brainstorming methods, automated prompt generation, prompt hacking, hacking prompts, prompt hacking tool, prompt generator, writing prompts, creative prompts, prompt ideas, prompt writing, writing inspiration, story prompts, prompt app, prompt challenge, daily prompts, prompt list, prompt examples, writing exercises, prompt website, prompt journal, prompt library, custom prompts, prompt engineer, prompt engineering, prompt software engineer, prompt system engineer, prompt network engineer, prompt support engineer, prompt technical engineer, prompt IT engineer, prompt automation engineer, prompt infrastructure engineer, prompt DevOps engineer, prompt software developer, prompt software development, prompt tech engineer, prompt software architecture, prompt engineer job.&lt;/p&gt;</description>
      
      <media:content url="https://opengraph.githubassets.com/e3b141f190cd04ac38d37f8a74ae0b768448e9e697fa3ea19c54254b22bf8e95/CyberAlbSecOP/Awesome_GPT_Super_Prompting" medium="image" />
      
    </item>
    
    <item>
      <title>trycua/cua</title>
      <link>https://github.com/trycua/cua</link>
      <description>&lt;p&gt;Open-source infrastructure for Computer-Use Agents. Sandboxes, SDKs, and benchmarks to train and evaluate AI agents that can control full desktops (macOS, Linux, Windows).&lt;/p&gt;&lt;hr&gt;&lt;div align=&quot;center&quot;&gt; 
 &lt;a href=&quot;https://cua.ai&quot; target=&quot;_blank&quot; rel=&quot;noopener noreferrer&quot;&gt; 
  &lt;picture&gt; 
   &lt;source media=&quot;(prefers-color-scheme: dark)&quot; alt=&quot;Cua logo&quot; width=&quot;150&quot; srcset=&quot;img/logo_white.svg&quot; /&gt; 
   &lt;source media=&quot;(prefers-color-scheme: light)&quot; alt=&quot;Cua logo&quot; width=&quot;150&quot; srcset=&quot;img/logo_black.svg&quot; /&gt; 
   &lt;img alt=&quot;Cua logo&quot; width=&quot;150&quot; src=&quot;https://raw.githubusercontent.com/trycua/cua/main/img/logo_black.svg?sanitize=true&quot; /&gt; 
  &lt;/picture&gt; &lt;/a&gt; 
 &lt;p align=&quot;center&quot;&gt;Build, benchmark, and deploy agents that use computers&lt;/p&gt; 
 &lt;p align=&quot;center&quot;&gt; &lt;a href=&quot;https://cua.ai&quot; target=&quot;_blank&quot; rel=&quot;noopener noreferrer&quot;&gt;&lt;img src=&quot;https://img.shields.io/badge/cua.ai-0ea5e9&quot; alt=&quot;cua.ai&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://discord.gg/mVnXXpdE85&quot; target=&quot;_blank&quot; rel=&quot;noopener noreferrer&quot;&gt;&lt;img src=&quot;https://img.shields.io/badge/Discord-Join%20Server-10b981?logo=discord&amp;amp;logoColor=white&quot; alt=&quot;Discord&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://x.com/trycua&quot; target=&quot;_blank&quot; rel=&quot;noopener noreferrer&quot;&gt;&lt;img src=&quot;https://img.shields.io/twitter/follow/trycua?style=social&quot; alt=&quot;Twitter&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://cua.ai/docs&quot; target=&quot;_blank&quot; rel=&quot;noopener noreferrer&quot;&gt;&lt;img src=&quot;https://img.shields.io/badge/Docs-0ea5e9.svg?sanitize=true&quot; alt=&quot;Documentation&quot; /&gt;&lt;/a&gt; &lt;br /&gt; &lt;a href=&quot;https://trendshift.io/repositories/13685&quot; target=&quot;_blank&quot;&gt;&lt;img src=&quot;https://trendshift.io/api/badge/repositories/13685&quot; alt=&quot;trycua%2Fcua | Trendshift&quot; style=&quot;width: 250px; height: 55px;&quot; width=&quot;250&quot; height=&quot;55&quot; /&gt;&lt;/a&gt; &lt;/p&gt; 
&lt;/div&gt; 
&lt;h2&gt;Choose Your Path&lt;/h2&gt; 
&lt;div align=&quot;center&quot;&gt; 
 &lt;table&gt; 
  &lt;tbody&gt;
   &lt;tr&gt; 
    &lt;td colspan=&quot;3&quot; align=&quot;center&quot;&gt; &lt;a href=&quot;https://raw.githubusercontent.com/trycua/cua/main/#cua-driver---background-computer-use-on-macos&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/trycua/cua/main/img/card-cua-driver.png&quot; alt=&quot;Cua Driver — The background computer-use agent&quot; width=&quot;888&quot; /&gt; &lt;/a&gt; &lt;/td&gt; 
   &lt;/tr&gt; 
   &lt;tr&gt; 
    &lt;td align=&quot;center&quot;&gt; &lt;a href=&quot;https://raw.githubusercontent.com/trycua/cua/main/#cua---agentic-ui-automation--code-execution&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/trycua/cua/main/img/card-cua-sandbox.png&quot; alt=&quot;Cua &amp;amp; Cua Sandbox&quot; width=&quot;280&quot; /&gt; &lt;/a&gt; &lt;/td&gt; 
    &lt;td align=&quot;center&quot;&gt; &lt;a href=&quot;https://raw.githubusercontent.com/trycua/cua/main/#cua-bench---benchmarks--rl-environments&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/trycua/cua/main/img/card-cua-bench.png&quot; alt=&quot;Cua Bench&quot; width=&quot;280&quot; /&gt; &lt;/a&gt; &lt;/td&gt; 
    &lt;td align=&quot;center&quot;&gt; &lt;a href=&quot;https://raw.githubusercontent.com/trycua/cua/main/#lume---macos-virtualization&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/trycua/cua/main/img/card-cua-lume.png&quot; alt=&quot;Lume&quot; width=&quot;280&quot; /&gt; &lt;/a&gt; &lt;/td&gt; 
   &lt;/tr&gt; 
  &lt;/tbody&gt;
 &lt;/table&gt; 
&lt;/div&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Cua Driver - Background computer-use on macOS&lt;/h2&gt; 
&lt;p&gt;Drive any native macOS app &lt;strong&gt;in the background&lt;/strong&gt; — agents click, type, and verify without stealing the cursor, focus, or Space, even on non-AX surfaces like Chromium web content and canvas-based tools (Blender, Figma, DAWs, game engines). Use with the CLI or MCP server for Claude Code, Cursor, and custom clients. Every session records as a replayable trajectory.&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-sh&quot;&gt;/bin/bash -c &quot;$(curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/cua-driver/scripts/install.sh)&quot;
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;Full tool reference, architecture notes, and the Claude Code skill ship with the package: &lt;a href=&quot;https://raw.githubusercontent.com/trycua/cua/main/libs/cua-driver/README.md&quot;&gt;&lt;code&gt;libs/cua-driver/README.md&lt;/code&gt;&lt;/a&gt;.&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Cua - Agent-Ready Sandboxes for Any OS&lt;/h2&gt; 
&lt;p&gt;Build agents that see screens, click buttons, and complete tasks autonomously. One API for any VM or container image — cloud or local.&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-sh&quot;&gt;pip install cua
&lt;/code&gt;&lt;/pre&gt; 
&lt;!-- &lt;img src=&quot;img/cua-architecture.png&quot; alt=&quot;Cua Architecture&quot; width=&quot;100%&quot;&gt; --&gt; 
&lt;pre&gt;&lt;code class=&quot;language-python&quot;&gt;# Requires Python 3.11 or later
from cua import Sandbox, Image

# Same API regardless of OS or runtime
async with Sandbox.ephemeral(Image.linux()) as sb:   # or .macos() .windows() .android()
    result = await sb.shell.run(&quot;echo hello&quot;)
    screenshot = await sb.screenshot()
    await sb.mouse.click(100, 200)
    await sb.keyboard.type(&quot;Hello from Cua!&quot;)
    await sb.mobile.gesture((100, 500), (100, 200))  # multi-touch gestures
&lt;/code&gt;&lt;/pre&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;&lt;/th&gt; 
   &lt;th&gt;Linux container&lt;/th&gt; 
   &lt;th&gt;Linux VM&lt;/th&gt; 
   &lt;th&gt;macOS&lt;/th&gt; 
   &lt;th&gt;Windows&lt;/th&gt; 
   &lt;th&gt;Android&lt;/th&gt; 
   &lt;th&gt;BYOI (.qcow2, .iso)&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;Cloud (&lt;a href=&quot;http://cua.ai&quot;&gt;cua.ai&lt;/a&gt;)&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;✅&lt;/td&gt; 
   &lt;td&gt;✅&lt;/td&gt; 
   &lt;td&gt;✅&lt;/td&gt; 
   &lt;td&gt;✅&lt;/td&gt; 
   &lt;td&gt;✅&lt;/td&gt; 
   &lt;td&gt;🔜 soon&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;Local (QEMU)&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;✅&lt;/td&gt; 
   &lt;td&gt;✅&lt;/td&gt; 
   &lt;td&gt;✅&lt;/td&gt; 
   &lt;td&gt;✅&lt;/td&gt; 
   &lt;td&gt;✅&lt;/td&gt; 
   &lt;td&gt;✅&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;&lt;strong&gt;&lt;a href=&quot;https://cua.ai/docs/cua/guide/get-started/set-up-sandbox&quot;&gt;Get Started&lt;/a&gt;&lt;/strong&gt; | &lt;strong&gt;&lt;a href=&quot;https://cua.ai/docs/cua/examples&quot;&gt;Examples&lt;/a&gt;&lt;/strong&gt; | &lt;strong&gt;&lt;a href=&quot;https://cua.ai/docs/cua/reference/agent-sdk&quot;&gt;API Reference&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;CuaBot - Co-op computer-use for any agent&lt;/h2&gt; 
&lt;div align=&quot;center&quot;&gt; 
 &lt;img src=&quot;https://raw.githubusercontent.com/trycua/cua/main/img/cuabot-screenshot.png&quot; alt=&quot;cuabot screenshot&quot; width=&quot;720&quot; /&gt; 
&lt;/div&gt; 
&lt;p&gt;&lt;code&gt;cuabot&lt;/code&gt; gives any coding agent a seamless sandbox for computer-use. Individual windows appear natively on your desktop with H.265, shared clipboard, and audio.&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;npx cuabot                 # Setup onboarding
&lt;/code&gt;&lt;/pre&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;# Run any agent in a sandbox
cuabot claude              # Claude Code
cuabot openclaw            # OpenClaw in the sandbox

# Run any GUI workflow in a sandbox
cuabot chromium
cuabot --screenshot
cuabot --type &quot;hello&quot;
cuabot --click &amp;lt;x&amp;gt; &amp;lt;y&amp;gt; [button]
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;Built-in support for &lt;code&gt;agent-browser&lt;/code&gt; and &lt;code&gt;agent-device&lt;/code&gt; (iOS, Android) out of the box.&lt;/p&gt; 
&lt;div align=&quot;center&quot;&gt; 
 &lt;p&gt;&lt;strong&gt;&lt;a href=&quot;https://cua.ai/docs/cuabot/guide/getting-started/introduction&quot;&gt;Get Started&lt;/a&gt;&lt;/strong&gt; | &lt;strong&gt;&lt;a href=&quot;https://cua.ai/docs/cuabot/guide/getting-started/installation&quot;&gt;Installation&lt;/a&gt;&lt;/strong&gt; | First spotted at &lt;a href=&quot;https://www.claw-con.com/&quot;&gt;ClawCon&lt;/a&gt;&lt;/p&gt; 
 &lt;img height=&quot;64&quot; alt=&quot;cuaXclawdbot_nbg&quot; src=&quot;https://github.com/user-attachments/assets/8b92237d-6e9b-4b3a-ae9a-b3560622ec1d&quot; /&gt; 
&lt;/div&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Cua-Bench - Benchmarks &amp;amp; RL Environments&lt;/h2&gt; 
&lt;p&gt;Evaluate computer-use agents on OSWorld, ScreenSpot, Windows Arena, and custom tasks. Export trajectories for training.&lt;/p&gt; 
&lt;!-- &lt;img src=&quot;img/cua-bench-architecture.png&quot; alt=&quot;Cua-Bench Architecture&quot; width=&quot;100%&quot;&gt; --&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;# Install and create base image
cd cua-bench
uv tool install -e . &amp;amp;&amp;amp; cb image create linux-docker

# Run benchmark with agent
cb run dataset datasets/cua-bench-basic --agent cua-agent --max-parallel 4
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;&lt;strong&gt;&lt;a href=&quot;https://cua.ai/docs/cuabench/guide/getting-started/first-steps&quot;&gt;Get Started&lt;/a&gt;&lt;/strong&gt; | &lt;strong&gt;&lt;a href=&quot;https://cuabench.ai/&quot;&gt;Partner With Us&lt;/a&gt;&lt;/strong&gt; | &lt;strong&gt;&lt;a href=&quot;https://cuabench.ai/registry&quot;&gt;Registry&lt;/a&gt;&lt;/strong&gt; | &lt;strong&gt;&lt;a href=&quot;https://cua.ai/docs/cuabench/reference/cli-reference&quot;&gt;CLI Reference&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Lume - macOS Virtualization&lt;/h2&gt; 
&lt;p&gt;Create and manage macOS/Linux VMs with near-native performance on Apple Silicon using Apple&#39;s Virtualization.Framework.&lt;/p&gt; 
&lt;!-- &lt;img src=&quot;img/lume-architecture.png&quot; alt=&quot;Lume Architecture&quot; width=&quot;100%&quot;&gt; --&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;# Install Lume
/bin/bash -c &quot;$(curl -fsSL https://raw.githubusercontent.com/trycua/cua/main/libs/lume/scripts/install.sh)&quot;

# Pull &amp;amp; start a macOS VM
lume run macos-sequoia-vanilla:latest
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;&lt;strong&gt;&lt;a href=&quot;https://cua.ai/docs/lume&quot;&gt;Get Started&lt;/a&gt;&lt;/strong&gt; | &lt;strong&gt;&lt;a href=&quot;https://cua.ai/docs/lume/guide/getting-started/faq&quot;&gt;FAQ&lt;/a&gt;&lt;/strong&gt; | &lt;strong&gt;&lt;a href=&quot;https://cua.ai/docs/lume/reference/cli-reference&quot;&gt;CLI Reference&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Packages&lt;/h2&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Package&lt;/th&gt; 
   &lt;th&gt;Description&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://docs.trycua.com/cuabot/guide/getting-started/introduction&quot;&gt;cuabot&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;Multi-agent computer-use sandbox CLI&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://cua.ai/docs/cua/reference/agent-sdk&quot;&gt;cua-agent&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;AI agent framework for computer-use tasks&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://cua.ai/docs/cua/reference/sandbox-sdk&quot;&gt;cua-sandbox&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;SDK for creating and controlling sandboxes&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://cua.ai/docs/cua/reference/sandbox-sdk&quot;&gt;cua-computer-server&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;Driver for UI interactions and code execution in sandboxes&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://cua.ai/docs/cuabench&quot;&gt;cua-bench&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;Benchmarks and RL environments for computer-use&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://cua.ai/docs/lume&quot;&gt;lume&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;macOS/Linux VM management on Apple Silicon&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://cua.ai/docs/lume/guide/advanced/lumier&quot;&gt;lumier&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;Docker-compatible interface for Lume VMs&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h2&gt;Resources&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://cua.ai/docs&quot;&gt;Documentation&lt;/a&gt; — Guides, examples, and API reference&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.cua.ai/blog&quot;&gt;Blog&lt;/a&gt; — Tutorials, updates, and research&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://discord.com/invite/mVnXXpdE85&quot;&gt;Discord&lt;/a&gt; — Community support and discussions&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/trycua/cua/issues&quot;&gt;GitHub Issues&lt;/a&gt; — Bug reports and feature requests&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Contributing&lt;/h2&gt; 
&lt;p&gt;We welcome contributions! See our &lt;a href=&quot;https://raw.githubusercontent.com/trycua/cua/main/CONTRIBUTING.md&quot;&gt;Contributing Guidelines&lt;/a&gt; for details.&lt;/p&gt; 
&lt;h2&gt;License&lt;/h2&gt; 
&lt;p&gt;MIT License — see &lt;a href=&quot;https://raw.githubusercontent.com/trycua/cua/main/LICENSE.md&quot;&gt;LICENSE&lt;/a&gt; for details.&lt;/p&gt; 
&lt;p&gt;Third-party components have their own licenses:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/trycua/cua/main/libs/kasm/LICENSE&quot;&gt;Kasm&lt;/a&gt; (MIT)&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/microsoft/OmniParser/raw/master/LICENSE&quot;&gt;OmniParser&lt;/a&gt; (CC-BY-4.0)&lt;/li&gt; 
 &lt;li&gt;Optional &lt;code&gt;cua-agent[omni]&lt;/code&gt; includes ultralytics (AGPL-3.0)&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Trademarks&lt;/h2&gt; 
&lt;p&gt;Apple, macOS, Ubuntu, Canonical, and Microsoft are trademarks of their respective owners. This project is not affiliated with or endorsed by these companies.&lt;/p&gt; 
&lt;hr /&gt; 
&lt;div align=&quot;center&quot;&gt; 
 &lt;p&gt;&lt;a href=&quot;https://starchart.cc/trycua/cua&quot;&gt;&lt;img src=&quot;https://starchart.cc/trycua/cua.svg?variant=adaptive&quot; alt=&quot;Stargazers over time&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
 &lt;p&gt;Thank you to all our &lt;a href=&quot;https://github.com/sponsors/trycua&quot;&gt;GitHub Sponsors&lt;/a&gt;!&lt;/p&gt; 
 &lt;img width=&quot;300&quot; alt=&quot;coderabbit-cli&quot; src=&quot;https://github.com/user-attachments/assets/23a98e38-7897-4043-8ef7-eb990520dccc&quot; /&gt; 
&lt;/div&gt;</description>
      
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    </item>
    
    <item>
      <title>wilsonfreitas/awesome-quant</title>
      <link>https://github.com/wilsonfreitas/awesome-quant</link>
      <description>&lt;p&gt;A curated list of insanely awesome libraries, packages and resources for Quants (Quantitative Finance)&lt;/p&gt;&lt;hr&gt;&lt;h1&gt;Awesome Quant&lt;/h1&gt; 
&lt;p&gt;A curated list of insanely awesome libraries, packages and resources for Quants (Quantitative Finance).&lt;/p&gt; 
&lt;p&gt;&lt;a href=&quot;https://awesome.re&quot;&gt;&lt;img src=&quot;https://awesome.re/badge.svg?sanitize=true&quot; alt=&quot;&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;h2&gt;Contents&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/wilsonfreitas/awesome-quant/main/#numerical-libraries-data-structures&quot;&gt;Numerical Libraries &amp;amp; Data Structures&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/wilsonfreitas/awesome-quant/main/#financial-instruments-pricing&quot;&gt;Financial Instruments &amp;amp; Pricing&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/wilsonfreitas/awesome-quant/main/#technical-indicators&quot;&gt;Technical Indicators&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/wilsonfreitas/awesome-quant/main/#trading-backtesting&quot;&gt;Trading &amp;amp; Backtesting&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/wilsonfreitas/awesome-quant/main/#portfolio-optimization-risk-analysis&quot;&gt;Portfolio Optimization &amp;amp; Risk Analysis&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/wilsonfreitas/awesome-quant/main/#factor-analysis&quot;&gt;Factor Analysis&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/wilsonfreitas/awesome-quant/main/#sentiment-analysis-alternative-data&quot;&gt;Sentiment Analysis &amp;amp; Alternative Data&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/wilsonfreitas/awesome-quant/main/#time-series-analysis&quot;&gt;Time Series Analysis&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/wilsonfreitas/awesome-quant/main/#market-data-data-sources&quot;&gt;Market Data &amp;amp; Data Sources&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/wilsonfreitas/awesome-quant/main/#prediction-markets&quot;&gt;Prediction Markets&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/wilsonfreitas/awesome-quant/main/#calendars-market-hours&quot;&gt;Calendars &amp;amp; Market Hours&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/wilsonfreitas/awesome-quant/main/#visualization&quot;&gt;Visualization&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/wilsonfreitas/awesome-quant/main/#excel-spreadsheet-integration&quot;&gt;Excel &amp;amp; Spreadsheet Integration&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/wilsonfreitas/awesome-quant/main/#quant-research-environments&quot;&gt;Quant Research Environments&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/wilsonfreitas/awesome-quant/main/#cross-language-frameworks&quot;&gt;Cross-Language Frameworks&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/wilsonfreitas/awesome-quant/main/#reproducing-works-training-books&quot;&gt;Reproducing Works, Training &amp;amp; Books&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/wilsonfreitas/awesome-quant/main/#commercial-proprietary-services&quot;&gt;Commercial &amp;amp; Proprietary Services&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/wilsonfreitas/awesome-quant/main/#related-lists&quot;&gt;Related Lists&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Numerical Libraries &amp;amp; Data Structures&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.numpy.org&quot;&gt;numpy&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - NumPy is the fundamental package for scientific computing with Python. &lt;a href=&quot;https://github.com/numpy/numpy&quot;&gt;GitHub&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.scipy.org&quot;&gt;scipy&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - SciPy (pronounced “Sigh Pie”) is a Python-based ecosystem of open-source software for mathematics, science, and engineering. &lt;a href=&quot;https://github.com/scipy/scipy&quot;&gt;GitHub&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://pandas.pydata.org&quot;&gt;pandas&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - pandas is an open source, BSD-licensed library providing high-performance, easy-to-use data structures and data analysis tools for the Python programming language. &lt;a href=&quot;https://github.com/pandas-dev/pandas&quot;&gt;GitHub&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://docs.pola.rs/&quot;&gt;polars&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Polars is a blazingly fast DataFrame library for manipulating structured data. &lt;a href=&quot;https://github.com/pola-rs/polars&quot;&gt;GitHub&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/johnbywater/quantdsl&quot;&gt;quantdsl&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Domain specific language for quantitative analytics in finance and trading.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://docs.python.org/3/library/statistics.html&quot;&gt;statistics&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Builtin Python library for all basic statistical calculations.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.sympy.org/&quot;&gt;sympy&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - SymPy is a Python library for symbolic mathematics. &lt;a href=&quot;https://github.com/sympy/sympy&quot;&gt;GitHub&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://docs.pymc.io/&quot;&gt;pymc3&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with Theano. &lt;a href=&quot;https://github.com/pymc-devs/pymc&quot;&gt;GitHub&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://docs.modelx.io/&quot;&gt;modelx&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python reimagination of spreadsheets as formula-centric objects that are interoperable with pandas. &lt;a href=&quot;https://github.com/fumitoh/modelx&quot;&gt;GitHub&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/man-group/ArcticDB&quot;&gt;ArcticDB&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - High performance datastore for time series and tick data.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/brotto/crng&quot;&gt;CRNG&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Contingency Random Number Generator that produces random numbers with real financial market statistical signatures (fat tails, volatility clustering, kurtosis). Matches 86% of real market metrics vs 14% for NumPy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/joshuaulrich/xts&quot;&gt;xts&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - eXtensible Time Series: Provide for uniform handling of R&#39;s different time-based data classes by extending zoo, maximizing native format information preservation and allowing for user level customization and extension, while simplifying cross-class interoperability.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Rdatatable/data.table&quot;&gt;data.table&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Extension of data.frame: Fast aggregation of large data (e.g. 100GB in RAM), fast ordered joins, fast add/modify/delete of columns by group using no copies at all, list columns and a fast file reader (fread). Offers a natural and flexible syntax, for faster development.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dppalomar/sparseEigen&quot;&gt;sparseEigen&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Sparse principal component analysis.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;http://tsdbi.r-forge.r-project.org/&quot;&gt;TSdbi&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Provides a common interface to time series databases.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/tseries/index.html&quot;&gt;tseries&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Time Series Analysis and Computational Finance.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/zoo/index.html&quot;&gt;zoo&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - S3 Infrastructure for Regular and Irregular Time Series (Z&#39;s Ordered Observations).&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/tis/index.html&quot;&gt;tis&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Functions and S3 classes for time indexes and time indexed series, which are compatible with FAME frequencies.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/tfplot/index.html&quot;&gt;tfplot&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Utilities for simple manipulation and quick plotting of time series data.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/tframe/index.html&quot;&gt;tframe&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - A kernel of functions for programming time series methods in a way that is relatively independently of the representation of time.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dysonance/Temporal.jl&quot;&gt;Temporal.jl&lt;/a&gt; - &lt;code&gt;Julia&lt;/code&gt; - Flexible and efficient time series class &amp;amp; methods.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/JuliaData/DataFrames.jl&quot;&gt;DataFrames.jl&lt;/a&gt; - &lt;code&gt;Julia&lt;/code&gt; - In-memory tabular data in Julia.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/xKDR/TSFrames.jl&quot;&gt;TSFrames.jl&lt;/a&gt; - &lt;code&gt;Julia&lt;/code&gt; - Handle timeseries data on top of the powerful and mature DataFrames.jl.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bhftbootcamp/TimeArrays.jl&quot;&gt;TimeArrays.jl&lt;/a&gt; - &lt;code&gt;Julia&lt;/code&gt; - Time series handling for Julia.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Financial Instruments &amp;amp; Pricing&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/enthought/pyql&quot;&gt;PyQL&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - QuantLib&#39;s Python port.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/opendoor-labs/pyfin&quot;&gt;pyfin&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Basic options pricing in Python. &lt;em&gt;ARCHIVED&lt;/em&gt;.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/vollib/vollib&quot;&gt;vollib&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - vollib is a python library for calculating option prices, implied volatility and greeks.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/jsmidt/QuantPy&quot;&gt;QuantPy&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A framework for quantitative finance In python.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/alpha-miner/Finance-Python&quot;&gt;Finance-Python&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python tools for Finance.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/pmorissette/ffn&quot;&gt;ffn&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A financial function library for Python.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/GriffinAustin/pynance&quot;&gt;pynance&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Lightweight Python library for assembling and analyzing financial data.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bpsmith/tia&quot;&gt;tia&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Toolkit for integration and analysis.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/ynouri/pysabr&quot;&gt;pysabr&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - SABR model Python implementation.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/domokane/FinancePy&quot;&gt;FinancePy&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A Python Finance Library that focuses on the pricing and risk-management of Financial Derivatives, including fixed-income, equity, FX and credit derivatives.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/goldmansachs/gs-quant&quot;&gt;gs-quant&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python toolkit for quantitative finance.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/federicomariamassari/willowtree&quot;&gt;willowtree&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Robust and flexible Python implementation of the willow tree lattice for derivatives pricing.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/federicomariamassari/financial-engineering&quot;&gt;financial-engineering&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Applications of Monte Carlo methods to financial engineering projects, in Python.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dbrojas/optlib&quot;&gt;optlib&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A library for financial options pricing written in Python.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/google/tf-quant-finance&quot;&gt;tf-quant-finance&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - High-performance TensorFlow library for quantitative finance.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/RomanMichaelPaolucci/Q-Fin&quot;&gt;Q-Fin&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A Python library for mathematical finance.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/quantsbin/Quantsbin&quot;&gt;Quantsbin&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Tools for pricing and plotting of vanilla option prices, greeks and various other analysis around them.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bbcho/finoptions-dev&quot;&gt;finoptions&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Complete python implementation of R package fOptions with partial implementation of fExoticOptions for pricing various options.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/ymyke/pypme&quot;&gt;pypme&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - PME (Public Market Equivalent) calculation.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/yellowbean/AbsBox&quot;&gt;AbsBox&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A Python based library to model cashflow for structured product like Asset-backed securities (ABS) and Mortgage-backed securities (MBS).&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/akashaero/Intrinsic-Value-Calculator&quot;&gt;Intrinsic-Value-Calculator&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A Python tool for quick calculations of a stock&#39;s fair value using Discounted Cash Flow analysis.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/deltaray-io/kelly-criterion&quot;&gt;Kelly-Criterion&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Kelly Criterion implemented in Python to size portfolios based on J. L. Kelly Jr&#39;s formula.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/attack68/rateslib&quot;&gt;rateslib&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A fixed income library for pricing bonds and bond futures, and derivatives such as IRS, cross-currency and FX swaps.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/jkirkby3/fypy&quot;&gt;fypy&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Vanilla and exotic option pricing library to support quantitative R&amp;amp;D. Focus on pricing interesting/useful models and contracts (including and beyond Black-Scholes), as well as calibration of financial models to market data.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Julian-Beatty/Pyderivatives&quot;&gt;Pyderivatives&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Toolkit for option pricing, implied volatility surfaces, risk-neutral densities, and pricing kernel surfaces with support for advanced models including Heston, Kou, and Bates.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/joseprupi/quantraserver&quot;&gt;quantra&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - High-performance pricing engine built on QuantLib. It exposes QuantLib&#39;s functionality through gRPC and REST APIs, enabling distributed computations with FlatBuffers serialization.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/rgaveiga/optionlab&quot;&gt;optionlab&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A Python library for evaluating option trading strategies.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/FlashAlpha-lab/flashalpha-python&quot;&gt;flashalpha&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python client for the FlashAlpha options analytics API.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/QuantOracledev/quantoracle&quot;&gt;QuantOracle&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Free quant finance API with 63 deterministic endpoints for options pricing, risk analysis, portfolio optimization, Monte Carlo simulation, and technical indicators.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/eddelbuettel/rquantlib&quot;&gt;RQuantLib&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - RQuantLib connects GNU R with QuantLib.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/quantmod/index.html&quot;&gt;quantmod&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Quantitative Financial Modelling Framework. &lt;a href=&quot;https://github.com/joshuaulrich/quantmod&quot;&gt;GitHub&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.rmetrics.org&quot;&gt;Rmetrics&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - The premier open source software solution for teaching and training quantitative finance. 
  &lt;ul&gt; 
   &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/fAsianOptions/index.html&quot;&gt;fAsianOptions&lt;/a&gt; - EBM and Asian Option Valuation.&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/fAssets/index.html&quot;&gt;fAssets&lt;/a&gt; - Analysing and Modelling Financial Assets.&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/fBasics/index.html&quot;&gt;fBasics&lt;/a&gt; - Markets and Basic Statistics.&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/fBonds/index.html&quot;&gt;fBonds&lt;/a&gt; - Bonds and Interest Rate Models.&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/fExoticOptions/index.html&quot;&gt;fExoticOptions&lt;/a&gt; - Exotic Option Valuation.&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/fOptions/index.html&quot;&gt;fOptions&lt;/a&gt; - Pricing and Evaluating Basic Options.&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/fPortfolio/index.html&quot;&gt;fPortfolio&lt;/a&gt; - Portfolio Selection and Optimization.&lt;/li&gt; 
  &lt;/ul&gt; &lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/sde/index.html&quot;&gt;sde&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Simulation and Inference for Stochastic Differential Equations.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/YieldCurve/index.html&quot;&gt;YieldCurve&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Modelling and estimation of the yield curve.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/SmithWilsonYieldCurve/index.html&quot;&gt;SmithWilsonYieldCurve&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Constructs a yield curve by the Smith-Wilson method from a table of LIBOR and SWAP rates.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/ycinterextra/index.html&quot;&gt;ycinterextra&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Yield curve or zero-coupon prices interpolation and extrapolation.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/AmericanCallOpt/index.html&quot;&gt;AmericanCallOpt&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - This package includes pricing function for selected American call options with underlying assets that generate payouts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/VarSwapPrice/index.html&quot;&gt;VarSwapPrice&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Pricing a variance swap on an equity index.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/RND/index.html&quot;&gt;RND&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Risk Neutral Density Extraction Package.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/LSMonteCarlo/index.html&quot;&gt;LSMonteCarlo&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - American options pricing with Least Squares Monte Carlo method.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/OptHedging/index.html&quot;&gt;OptHedging&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Estimation of value and hedging strategy of call and put options.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/tvm/index.html&quot;&gt;tvm&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Time Value of Money Functions.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/OptionPricing/index.html&quot;&gt;OptionPricing&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Option Pricing with Efficient Simulation Algorithms.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/blenezet/credule&quot;&gt;credule&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Credit Default Swap Functions.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/derivmkts/index.html&quot;&gt;derivmkts&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Functions and R Code to Accompany Derivatives Markets. &lt;a href=&quot;https://github.com/rmcd1024/derivmkts&quot;&gt;GitHub&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/felixfan/FinCal&quot;&gt;FinCal&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Package for time value of money calculation, time series analysis and computational finance.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/artyyouth/r-quant&quot;&gt;r-quant&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - R code for quantitative analysis in finance.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/taylorizing/options.studies&quot;&gt;options.studies&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - options trading studies functions for use with options.data package and shiny.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/imanuelcostigan/fmbasics&quot;&gt;fmbasics&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Financial Market Building Blocks.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/wilsonfreitas/R-fixedincome&quot;&gt;R-fixedincome&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Fixed income tools for R.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/pazzo83/QuantLib.jl&quot;&gt;QuantLib.jl&lt;/a&gt; - &lt;code&gt;Julia&lt;/code&gt; - Quantlib implementation in pure Julia.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/aviks/Ito.jl&quot;&gt;Ito.jl&lt;/a&gt; - &lt;code&gt;Julia&lt;/code&gt; - A Julia package for quantitative finance.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/JuliaComputing/Miletus.jl&quot;&gt;Miletus.jl&lt;/a&gt; - &lt;code&gt;Julia&lt;/code&gt; - A financial contract definition, modeling language, and valuation framework.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;http://strata.opengamma.io/&quot;&gt;Strata&lt;/a&gt; - &lt;code&gt;Java&lt;/code&gt; - Modern open-source analytics and market risk library designed and written in Java. &lt;a href=&quot;https://github.com/OpenGamma/Strata&quot;&gt;GitHub&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/frgomes/jquantlib&quot;&gt;JQuantLib&lt;/a&gt; - &lt;code&gt;Java&lt;/code&gt; - JQuantLib is a free, open-source, comprehensive framework for quantitative finance, written in 100% Java.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;http://finmath.net&quot;&gt;finmath.net&lt;/a&gt; - &lt;code&gt;Java&lt;/code&gt; - Java library with algorithms and methodologies related to mathematical finance. &lt;a href=&quot;https://github.com/finmath/finmath-lib&quot;&gt;GitHub&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/lsgro/quantcomponents&quot;&gt;quantcomponents&lt;/a&gt; - &lt;code&gt;Java&lt;/code&gt; - Free Java components for Quantitative Finance and Algorithmic Trading.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://lakshmidrip.github.io/DRIP&quot;&gt;DRIP&lt;/a&gt; - &lt;code&gt;Java&lt;/code&gt; - Fixed Income, Asset Allocation, Transaction Cost Analysis, XVA Metrics Libraries.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/ebradyjobory/finance.js&quot;&gt;finance.js&lt;/a&gt; - &lt;code&gt;JavaScript&lt;/code&gt; - A JavaScript library for common financial calculations.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/boundedvariation/quantfin&quot;&gt;quantfin&lt;/a&gt; - &lt;code&gt;Haskell&lt;/code&gt; - quant finance in pure haskell.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/MarcusRainbow/Haxcel&quot;&gt;Haxcel&lt;/a&gt; - &lt;code&gt;Haskell&lt;/code&gt; - Excel Addin for Haskell.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/MarcusRainbow/Ffinar&quot;&gt;Ffinar&lt;/a&gt; - &lt;code&gt;Haskell&lt;/code&gt; - A financial maths library in Haskell.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/choucrifahed/quantscale&quot;&gt;QuantScale&lt;/a&gt; - &lt;code&gt;Scala&lt;/code&gt; - Scala Quantitative Finance Library.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/frankcash/Scala-Quant&quot;&gt;Scala Quant&lt;/a&gt; - &lt;code&gt;Scala&lt;/code&gt; - Scala library for working with stock data from IFTTT recipes or Google Finance.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/MarcusRainbow/QuantMath&quot;&gt;QuantMath&lt;/a&gt; - &lt;code&gt;Rust&lt;/code&gt; - Financial maths library for risk-neutral pricing and risk.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/avhz/RustQuant&quot;&gt;RustQuant&lt;/a&gt; - &lt;code&gt;Rust&lt;/code&gt; - Quantitative finance library written in Rust.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bboutelje/qox-python-samples&quot;&gt;QoX&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Finite difference pricing library written in Rust.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Technical Indicators&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/femtotrader/pandas_talib&quot;&gt;pandas_talib&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A Python Pandas implementation of technical analysis indicators.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/peerchemist/finta&quot;&gt;finta&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Common financial technical analysis indicators implemented in Pandas.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/cirla/tulipy&quot;&gt;Tulipy&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Financial Technical Analysis Indicator Library (Python bindings for &lt;a href=&quot;https://github.com/TulipCharts/tulipindicators&quot;&gt;tulipindicators&lt;/a&gt;).&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Boulder-Investment-Technologies/lppls&quot;&gt;lppls&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A Python module for fitting the &lt;a href=&quot;https://en.wikipedia.org/wiki/Didier_Sornette#The_JLS_and_LPPLS_models&quot;&gt;Log-Periodic Power Law Singularity (LPPLS)&lt;/a&gt; model.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/nardew/talipp&quot;&gt;talipp&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Incremental technical analysis library for Python.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/mr-easy/streaming_indicators&quot;&gt;streaming_indicators&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A python library for computing technical analysis indicators on streaming data.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/mrjbq7/ta-lib&quot;&gt;TA-Lib&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python wrapper for TA-Lib (&lt;a href=&quot;http://ta-lib.org/&quot;&gt;http://ta-lib.org/&lt;/a&gt;).&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bukosabino/ta&quot;&gt;ta&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Technical Analysis Library using Pandas (Python).&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/mementum/bta-lib&quot;&gt;bta-lib&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Technical Analysis library in pandas for backtesting algotrading and quantitative analysis.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/jmrichardson/tuneta&quot;&gt;TuneTA&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - TuneTA optimizes technical indicators using a distance correlation measure to a user defined target feature such as next day return.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/joshuaulrich/TTR&quot;&gt;TTR&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Technical Trading Rules.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/femtotrader/TALib.jl&quot;&gt;TALib.jl&lt;/a&gt; - &lt;code&gt;Julia&lt;/code&gt; - A Julia wrapper for TA-Lib.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dysonance/Indicators.jl&quot;&gt;Indicators.jl&lt;/a&gt; - &lt;code&gt;Julia&lt;/code&gt; - Financial market technical analysis &amp;amp; indicators on top of Temporal.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/g-gundam/TechnicalIndicatorCharts.jl&quot;&gt;TechnicalIndicatorCharts.jl&lt;/a&gt; - &lt;code&gt;Julia&lt;/code&gt; - Visualize OnlineTechnicalIndicators.jl using LightweightCharts.jl.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/JuliaQuant/MarketTechnicals.jl&quot;&gt;MarketTechnicals.jl&lt;/a&gt; - &lt;code&gt;Julia&lt;/code&gt; - Technical analysis of financial time series on top of TimeSeries.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/femtotrader/OnlineTechnicalIndicators.jl&quot;&gt;OnlineTechnicalIndicators.jl&lt;/a&gt; - &lt;code&gt;Julia&lt;/code&gt; - Julia Technical Analysis Indicators via online algorithms.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/ta4j/ta4j&quot;&gt;ta4j&lt;/a&gt; - &lt;code&gt;Java&lt;/code&gt; - A Java library for technical analysis.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/cinar/indicatorts&quot;&gt;IndicatorTS&lt;/a&gt; - &lt;code&gt;JavaScript&lt;/code&gt; - Indicator is a TypeScript module providing various stock technical analysis indicators, strategies, and a backtest framework for trading.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/focus1691/chart-patterns&quot;&gt;chart-patterns&lt;/a&gt; - &lt;code&gt;JavaScript&lt;/code&gt; - Technical analysis library for Market Profile, Volume Profile, Stacked Imbalances and High Volume Node indicators.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/focus1691/orderflow&quot;&gt;orderflow&lt;/a&gt; - &lt;code&gt;JavaScript&lt;/code&gt; - Orderflow trade aggregator for building Footprint Candles from exchange websocket data.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/cinar/indicator&quot;&gt;IndicatorGo&lt;/a&gt; - &lt;code&gt;Golang&lt;/code&gt; - IndicatorGo is a Golang module providing various stock technical analysis indicators, strategies, and a backtest framework for trading.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/MathisWellmann/trade_aggregation-rs&quot;&gt;TradeAggregation&lt;/a&gt; - &lt;code&gt;Rust&lt;/code&gt; - Aggregate trades into user-defined candles using information driven rules.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/MathisWellmann/sliding_features-rs&quot;&gt;SlidingFeatures&lt;/a&gt; - &lt;code&gt;Rust&lt;/code&gt; - Chainable tree-like sliding windows for signal processing and technical analysis.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Mattbusel/fin-primitives&quot;&gt;fin-primitives&lt;/a&gt; - &lt;code&gt;Rust&lt;/code&gt; - Financial market primitives in Rust: Price/Quantity/Symbol newtypes, BTreeMap order book, OHLCV aggregation, SMA/EMA/RSI indicators, position ledger with PnL, and composable risk monitor.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Trading &amp;amp; Backtesting&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/nitinblue/income-desk&quot;&gt;income-desk&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Systematic options trading intelligence for small accounts with desk-based portfolio management, pre-trade validation, and multi-broker consolidation.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/demandai/ai-quant-agents&quot;&gt;AI Quant Agents&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Multi-agent LLM trading analysis where 12 AI agents (analysts, debaters, risk manager) debate stock picks in real-time, supporting US equities and China A-shares.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/rmbell09-lang/tradesight&quot;&gt;TradeSight&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Self-hosted AI trading platform with strategy evolution, technical analysis, backtesting, and paper trading via Alpaca.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/alex-jb/orallexa-ai-trading-agent&quot;&gt;Orallexa&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - AI trading operating system with 9 ML models (RF, XGBoost, EMAformer, MOIRAI-2, Chronos-2, DDPM, PPO RL, GNN, LR) ranked by Sharpe ratio, Claude AI synthesis with dual-tier routing (~$0.003/analysis), real-time Next.js dashboard, Alpaca paper trading, and 277 automated tests.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/HKUDS/Vibe-Trading&quot;&gt;Vibe-Trading&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Natural-language multi-agent finance research agent with 29 swarm presets, 70 skills, and 28 auto-discovered tools; 7 backtest engines covering A-shares/US/Crypto/Futures/Forex/Options plus a cross-market CompositeEngine with shared capital pool; 5-source auto-fallback data layer (tushare/okx/yfinance/akshare/ccxt); 17-tool MCP server; includes trade-journal behavioral diagnostics for 同花顺/东财/富途 exports.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://deepalphabot.com&quot;&gt;DeepAlpha&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - AI crypto trading bot for Bybit with 70.9% walk-forward validated accuracy on out-of-sample data, LightGBM + XGBoost ensemble with 72 ML features. &lt;a href=&quot;https://github.com/stefanoviana/deepalpha&quot;&gt;GitHub&lt;/a&gt;&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/alexanderwanyoike/the0&quot;&gt;the0&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Self-hosted execution engine for algorithmic trading bots. Write strategies in Python, TypeScript, Rust, C++, C#, Scala, or Haskell and deploy with one command. Each bot runs in an isolated container with scheduled or streaming execution.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/coding-kitties/investing-algorithm-framework&quot;&gt;Investing algorithm framework&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Framework for developing, backtesting, and deploying automated trading algorithms.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/Lumiwealth/lumibot&quot;&gt;Lumibot&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Algorithmic trading framework where the same code runs for backtesting and live trading across stocks, options, crypto, futures, and forex with multiple brokers including Alpaca, Interactive Brokers, Tradier, and Schwab.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/mhallsmoore/qstrader&quot;&gt;QSTrader&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - QSTrader backtesting simulation engine.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/Blankly-Finance/Blankly&quot;&gt;Blankly&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Fully integrated backtesting, paper trading, and live deployment.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/quantopian/zipline&quot;&gt;zipline&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Pythonic algorithmic trading library.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/stefan-jansen/zipline-reloaded&quot;&gt;zipline-reloaded&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Zipline, a Pythonic Algorithmic Trading Library.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/QuantSoftware/QuantSoftwareToolkit&quot;&gt;QuantSoftware Toolkit&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python-based open source software framework designed to support portfolio construction and management.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/jeffrey-liang/quantitative&quot;&gt;quantitative&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Quantitative finance, and backtesting library.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/llazzaro/analyzer&quot;&gt;analyzer&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python framework for real-time financial and backtesting trading strategies.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/pmorissette/bt&quot;&gt;bt&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Flexible Backtesting for Python.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/backtrader/backtrader&quot;&gt;backtrader&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python Backtesting library for trading strategies.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/thalesians/pythalesians&quot;&gt;pythalesians&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python library to backtest trading strategies, plot charts, seamlessly download market data, analyze market patterns etc.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/ematvey/pybacktest&quot;&gt;pybacktest&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Vectorized backtesting framework in Python / pandas, designed to make your backtesting easier.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/gbeced/pyalgotrade&quot;&gt;pyalgotrade&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python Algorithmic Trading Library.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/gbeced/basana&quot;&gt;basana&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A Python async and event driven framework for algorithmic trading, with a focus on crypto currencies.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/joequant/algobroker&quot;&gt;algobroker&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - This is an execution engine for algo trading.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/cuemacro/finmarketpy&quot;&gt;finmarketpy&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python library for backtesting trading strategies and analyzing financial markets.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/metaperl/binary-martingale&quot;&gt;binary-martingale&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Computer program to automatically trade binary options martingale style.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/foolcage/fooltrader&quot;&gt;fooltrader&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - the project using big-data technology to provide an uniform way to analyze the whole market.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/zvtvz/zvt&quot;&gt;zvt&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - the project using sql, pandas to provide an uniform and extendable way to record data, computing factors, select securities, backtesting, realtime trading and it could show all of them in clearly charts in realtime.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/alpacahq/pylivetrader&quot;&gt;pylivetrader&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - zipline-compatible live trading library.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/alpacahq/pipeline-live&quot;&gt;pipeline-live&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - zipline&#39;s pipeline capability with IEX for live trading.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/quantrocket-llc/zipline-extensions&quot;&gt;zipline-extensions&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Zipline extensions and adapters for QuantRocket.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/quantrocket-llc/moonshot&quot;&gt;moonshot&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Vectorized backtester and trading engine for QuantRocket based on Pandas.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/abbass2/pyqstrat&quot;&gt;pyqstrat&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A fast, extensible, transparent python library for backtesting quantitative strategies.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/edouardpoitras/NowTrade&quot;&gt;NowTrade&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python library for backtesting technical/mechanical strategies in the stock and currency markets.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/fja05680/pinkfish&quot;&gt;pinkfish&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A backtester and spreadsheet library for security analysis.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/dragon1086/prism-insight&quot;&gt;PRISM-INSIGHT&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - AI-powered stock analysis system with 13 specialized agents, automated trading via KIS API, supporting Korean &amp;amp; US markets.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/NeuZhou/finclaw&quot;&gt;FinClaw&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - AI-powered financial intelligence engine with 8 master strategies across US, CN, and HK markets. Multi-agent architecture with +29.1% annual alpha. 227 tests.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/timkpaine/aat&quot;&gt;aat&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Async Algorithmic Trading Engine.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://kernc.github.io/backtesting.py/&quot;&gt;Backtesting.py&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Backtest trading strategies in Python.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/enigmampc/catalyst&quot;&gt;catalyst&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - An Algorithmic Trading Library for Crypto-Assets in Python.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/ranaroussi/quantstats&quot;&gt;quantstats&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Portfolio analytics for quants, written in Python.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/Jebel-Quant/jquantstats&quot;&gt;jquantstats&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Modern variation of quantstats, with additional features and performance improvements.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/ranaroussi/qtpylib&quot;&gt;qtpylib&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - QTPyLib, Pythonic Algorithmic Trading &lt;a href=&quot;http://qtpylib.io&quot;&gt;http://qtpylib.io&lt;/a&gt;.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/constverum/Quantdom&quot;&gt;Quantdom&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python-based framework for backtesting trading strategies &amp;amp; analyzing financial markets [GUI &lt;img alt=&quot;neckbeard&quot; src=&quot;https://github.githubassets.com/images/icons/emoji/neckbeard.png?v8&quot; /&gt;).]&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/freqtrade/freqtrade&quot;&gt;freqtrade&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Free, open source crypto trading bot.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/chrisconlan/algorithmic-trading-with-python&quot;&gt;algorithmic-trading-with-python&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Free &lt;code&gt;pandas&lt;/code&gt; and &lt;code&gt;scikit-learn&lt;/code&gt; resources for trading simulation, backtesting, and machine learning on financial data.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/microsoft/qlib&quot;&gt;Qlib&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - An AI-oriented Quantitative Investment Platform by Microsoft. Full ML pipeline of data processing, model training, back-testing; and covers the entire chain of quantitative investment: alpha seeking, risk modeling, portfolio optimization, and order execution.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/stefan-jansen/machine-learning-for-trading&quot;&gt;machine-learning-for-trading&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Code and resources for Machine Learning for Algorithmic Trading.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/ScottfreeLLC/AlphaPy&quot;&gt;AlphaPy&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Automated Machine Learning [AutoML] with Python, scikit-learn, Keras, XGBoost, LightGBM, and CatBoost.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/jesse-ai/jesse&quot;&gt;jesse&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - An advanced crypto trading bot written in Python.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/ricequant/rqalpha&quot;&gt;rqalpha&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A extendable, replaceable Python algorithmic backtest &amp;amp;&amp;amp; trading framework supporting multiple securities.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/AI4Finance-LLC/FinRL-Library&quot;&gt;FinRL-Library&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A Deep Reinforcement Learning Library for Automated Trading in Quantitative Finance. NeurIPS 2020.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/achillesrasquinha/bulbea&quot;&gt;bulbea&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Deep Learning based Python Library for Stock Market Prediction and Modelling.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/ajhpark/ib_nope&quot;&gt;ib_nope&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Automated trading system for NOPE strategy over IBKR TWS.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/Drakkar-Software/OctoBot&quot;&gt;OctoBot&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Open source cryptocurrency trading bot for high frequency, arbitrage, TA and social trading with an advanced web interface.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/cryptoSUN2049/openFinclaw&quot;&gt;OpenFinClaw&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; &lt;code&gt;Rust&lt;/code&gt; - AI-native hedge fund platform: natural language strategy generation, Rust backtesting engine, multi-market execution, and self-evolving strategy pipeline with community leaderboard.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/huseinzol05/Stock-Prediction-Models&quot;&gt;Stock-Prediction-Models&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Gathers machine learning and deep learning models for Stock forecasting including trading bots and simulations.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/kieran-mackle/AutoTrader&quot;&gt;AutoTrader&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A Python-based development platform for automated trading systems - from backtesting to optimization to livetrading.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/jrmeier/fast-trade&quot;&gt;fast-trade&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A library built with backtest portability and performance in mind for backtest trading strategies.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/quarkfin/qf-lib&quot;&gt;qf-lib&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - QF-Lib is a Python library that provides high quality tools for quantitative finance.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/alexgolec/tda-api&quot;&gt;tda-api&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Gather data and trade equities, options, and ETFs via TDAmeritrade.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/polakowo/vectorbt&quot;&gt;vectorbt&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Find your trading edge, using a powerful toolkit for backtesting, algorithmic trading, and research.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/QuantConnect/Lean&quot;&gt;Lean&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; &lt;code&gt;C#&lt;/code&gt; - Lean Algorithmic Trading Engine by QuantConnect (Python, C#).&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/robcarver17/pysystemtrade&quot;&gt;pysystemtrade&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - pysystemtrade is the open source version of Robert Carver&#39;s backtesting and trading engine that implements systems according to the framework outlined in his book &quot;Systematic Trading&quot;, which is further developed on his &lt;a href=&quot;https://qoppac.blogspot.com/&quot;&gt;blog&lt;/a&gt;.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/rafa-rod/pytrendseries&quot;&gt;pytrendseries&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Detect trend in time series, drawdown, drawdown within a constant look-back window , maximum drawdown, time underwater.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/DrAshBooth/PyLOB&quot;&gt;PyLOB&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Fully functioning fast Limit Order Book written in Python.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/edtechre/pybroker&quot;&gt;PyBroker&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Algorithmic Trading with Machine Learning.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/Drakkar-Software/OctoBot-Script&quot;&gt;OctoBot Script&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A quant framework to create cryptocurrencies strategies - from backtesting to optimization to livetrading.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/nkaz001/hftbacktest&quot;&gt;hftbacktest&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A high-frequency trading and market-making backtesting tool accounts for limit orders, queue positions, and latencies, utilizing full tick data for trades and order books.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/vnpy/vnpy&quot;&gt;vnpy&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - VeighNa is a Python-based open source quantitative trading system development framework.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/asavinov/intelligent-trading-bot&quot;&gt;Intelligent Trading Bot&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Automatically generating signals and trading based on machine learning and feature engineering.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/enzoampil/fastquant&quot;&gt;fastquant&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - fastquant allows you to easily backtest investment strategies with as few as 3 lines of python code.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/nautechsystems/nautilus_trader&quot;&gt;nautilus_trader&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; &lt;code&gt;Rust&lt;/code&gt; - A high-performance algorithmic trading platform and event-driven backtester.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/bsdz/yabte&quot;&gt;YABTE&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Yet Another (Python) BackTesting Engine.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/tradingstrategy-ai/getting-started&quot;&gt;Trading Strategy&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - &lt;a href=&quot;http://TradingStrategy.ai&quot;&gt;TradingStrategy.ai&lt;/a&gt; is a market data, backtesting, live trading and investor management framework for decentralised finance.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/fasiondog/hikyuu&quot;&gt;Hikyuu&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; &lt;code&gt;C++&lt;/code&gt; - A base on Python/C++ open source high-performance quant framework for faster analysis and backtesting, contains the complete trading system components for reuse and combination.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/jensnesten/rust_bt&quot;&gt;rust_bt&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A high performance, low-latency backtesting engine for testing quantitative trading strategies on historical and live data in Rust.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/GuntharDeNiro/gunbot-quant&quot;&gt;Gunbot Quant&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Toolkit for quantitative trading analysis. It integrates an advanced market screener, a multi-strategy, multi-asset backtesting engine. Use with built-in GUI or through CLI.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/StrateQueue/StrateQueue&quot;&gt;StrateQueue&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - An open‑source, broker‑agnostic Python library that lets you seamlessly deploy strategies from any major backtesting engine to live (or paper) trading with zero code changes and built‑in safety controls.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/JustinGuese/python_tradingbot_framework&quot;&gt;PythonTradingFramework&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python algorithmic trading bot framework for Kubernetes: backtesting, hyperparameter optimization, 150+ technical analysis indicators (RSI, MACD, Bollinger Bands, ADX), portfolio management, PostgreSQL integration, Helm deployment, CronJob scheduling. Minimal overhead, production-ready, Yahoo Finance data.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/squidKid-deluxe/QTradeX-AI-Agents&quot;&gt;QTradeX-AI-Agents&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Example strategies for the QTradeX platfrom.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/squidKid-deluxe/QTradeX-Algo-Trading-SDK&quot;&gt;QTradeX-Algo-Trading-SDK&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - AI-powered SDK featuring algorithmic trading, backtesting, deployment on 100+ exchanges, and multiple optimization engines.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/ts-kontakt/antback&quot;&gt;antback&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A lightweight, event-loop-style backtest engine that allows a function-driven imperative style using efficient stateful helper functions and data containers.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/augiemazza/varrd&quot;&gt;VARRD&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - AI-powered trading edge discovery platform that validates trading ideas with event studies, statistical tests, and real market data. Web app, MCP server, CLI (&lt;code&gt;pip install varrd&lt;/code&gt;), and Python SDK.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/cloudsealed/JIT-Optimization-Engine&quot;&gt;JIT-Optimization-Engine&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - High-performance analytical core using LLVM JIT (Numba) to process large-scale telemetry for quant diagnostics.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://pypi.org/project/backtester-mcp/&quot;&gt;backtester-mcp&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Local-first backtesting engine with built-in overfitting checks (PBO, deflated Sharpe, bootstrap CI, walk-forward) and a native MCP server for AI agents. &lt;a href=&quot;https://github.com/bcosm/backtester-mcp&quot;&gt;GitHub&lt;/a&gt;&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/backtest/index.html&quot;&gt;backtest&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Exploring Portfolio-Based Conjectures About Financial Instruments.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/pa/index.html&quot;&gt;pa&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Performance Attribution for Equity Portfolios.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://quanttools.bitbucket.io/_site/index.html&quot;&gt;QuantTools&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Enhanced Quantitative Trading Modelling.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/braverock/blotter&quot;&gt;blotter&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Transaction infrastructure for defining instruments, transactions, portfolios and accounts for trading systems and simulation. Provides portfolio support for multi-asset class and multi-currency portfolios. Actively maintained and developed.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/braverock/quantstrat&quot;&gt;quantstrat&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Transaction-oriented infrastructure for constructing trading systems and simulation. Provides support for multi-asset class and multi-currency portfolios for backtesting and other financial research.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/yutiansut/quantaxis&quot;&gt;QUANTAXIS&lt;/a&gt; - &lt;code&gt;Matlab&lt;/code&gt; - Integrated Quantitative Toolbox with Matlab.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/jkirkby3/PROJ_Option_Pricing_Matlab&quot;&gt;PROJ_Option_Pricing_Matlab&lt;/a&gt; - &lt;code&gt;Matlab&lt;/code&gt; - Quant Option Pricing - Exotic/Vanilla: Barrier, Asian, European, American, Parisian, Lookback, Cliquet, Variance Swap, Swing, Forward Starting, Step, Fader.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/rbeeli/Fastback.jl&quot;&gt;Fastback.jl&lt;/a&gt; - &lt;code&gt;Julia&lt;/code&gt; - Blazing fast Julia backtester.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/oliviermilla/Lucky.jl&quot;&gt;Lucky.jl&lt;/a&gt; - &lt;code&gt;Julia&lt;/code&gt; - Modular, asynchronous trading engine in pure Julia.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/dysonance/Strategems.jl&quot;&gt;Strategems.jl&lt;/a&gt; - &lt;code&gt;Julia&lt;/code&gt; - Quantitative systematic trading strategy development and backtesting.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/ccxt/ccxt&quot;&gt;ccxt&lt;/a&gt; - &lt;code&gt;JavaScript&lt;/code&gt; &lt;code&gt;Python&lt;/code&gt; &lt;code&gt;PHP&lt;/code&gt; - A JavaScript / Python / PHP cryptocurrency trading API with support for more than 100 bitcoin/altcoin exchanges.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/naimkatiman/tradeclaw&quot;&gt;TradeClaw&lt;/a&gt; - &lt;code&gt;JavaScript&lt;/code&gt; - Open-source AI trading signal platform with RSI/MACD/EMA confluence scoring, real-time signals for 10+ assets, self-hostable with one Docker command.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/unageanu/jiji2&quot;&gt;Jiji&lt;/a&gt; - &lt;code&gt;Ruby&lt;/code&gt; - Open Source Forex algorithmic trading framework using OANDA REST API.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/fremantle-capital/tai&quot;&gt;Tai&lt;/a&gt; - &lt;code&gt;Elixir/Erlang&lt;/code&gt; - Open Source composable, real time, market data and trade execution toolkit.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/fremantle-industries/workbench&quot;&gt;Workbench&lt;/a&gt; - &lt;code&gt;Elixir/Erlang&lt;/code&gt; - From Idea to Execution - Manage your trading operation across a globally distributed cluster.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/fremantle-industries/prop&quot;&gt;Prop&lt;/a&gt; - &lt;code&gt;Elixir/Erlang&lt;/code&gt; - An open and opinionated trading platform using productive &amp;amp; familiar open source libraries and tools for strategy research, execution and operation.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/stellar/kelp&quot;&gt;Kelp&lt;/a&gt; - &lt;code&gt;Golang&lt;/code&gt; - Kelp is an open-source Golang algorithmic cryptocurrency trading bot that runs on centralized exchanges and Stellar DEX (command-line usage and desktop GUI).&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/rburkholder/trade-frame&quot;&gt;TradeFrame&lt;/a&gt; - &lt;code&gt;CPP&lt;/code&gt; - C++ 17 based framework/library (with sample applications) for testing options based automated trading ideas using DTN IQ real time data feed and Interactive Brokers (TWS API) for trade execution. Comes with built-in &lt;a href=&quot;https://github.com/rburkholder/trade-frame/tree/master/lib/TFOptions&quot;&gt;Option Greeks/IV&lt;/a&gt; calculation library.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/fasiondog/hikyuu&quot;&gt;Hikyuu&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; &lt;code&gt;C++&lt;/code&gt; - A base on Python/C++ open source high-performance quant framework for faster analysis and backtesting, contains the complete trading system components for reuse and combination. You can use python or c++ freely.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/PIYUSH-KUMAR1809/order-matching-engine&quot;&gt;OrderMatchingEngine&lt;/a&gt; - &lt;code&gt;CPP&lt;/code&gt; - A production-grade, lock-free, high-frequency trading matching engine achieving 150M+ orders/sec.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/pegasusTrader/PandoraTrader&quot;&gt;PandoraTrader&lt;/a&gt; - &lt;code&gt;CPP&lt;/code&gt; - A C++ CTP trading framework, with very clear logic.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/SilverstreamsAI/NexusFix&quot;&gt;NexusFix&lt;/a&gt; - &lt;code&gt;CPP&lt;/code&gt; - C++23 FIX protocol engine with zero-copy parsing and SIMD acceleration, 3x faster than QuickFIX.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/QuantConnect/Lean&quot;&gt;QuantConnect&lt;/a&gt; - &lt;code&gt;CSharp&lt;/code&gt; - Lean Engine is an open-source fully managed C# algorithmic trading engine built for desktop and cloud usage.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/StockSharp/StockSharp&quot;&gt;StockSharp&lt;/a&gt; - &lt;code&gt;CSharp&lt;/code&gt; - Algorithmic trading and quantitative trading open source platform to develop trading robots (stock markets, forex, crypto, bitcoins, and options).&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/NVentimiglia/TDAmeritrade.DotNetCore&quot;&gt;TDAmeritrade.DotNetCore&lt;/a&gt; - &lt;code&gt;CSharp&lt;/code&gt; - Free, open-source .NET Client for the TD Ameritrade Trading Platform. Helps developers integrate TD Ameritrade API into custom trading solutions.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/barter-rs/barter-rs&quot;&gt;Barter&lt;/a&gt; - &lt;code&gt;Rust&lt;/code&gt; - Open-source Rust framework for building event-driven live-trading &amp;amp; backtesting systems.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/MathisWellmann/lfest-rs&quot;&gt;LFEST&lt;/a&gt; - &lt;code&gt;Rust&lt;/code&gt; - Simulated perpetual futures exchange to trade your strategy against.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/cryptoSUN2049/openFinclaw&quot;&gt;OpenFinClaw&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; &lt;code&gt;Rust&lt;/code&gt; - AI-native one-person hedge fund platform with Rust trading engine. Natural language → strategy → backtest → execution in 60s. Multi-market (US/HK/CN/Crypto), self-evolving strategy pipeline. Built on OpenClaw (68K+ stars).&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/raphaub-hub/SEXTANT&quot;&gt;Sextant&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Local event-driven backtesting engine with no-code strategy builder and FRED vintage, ALFRED, yFinance support.&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;a href=&quot;https://github.com/naimkatiman/tradeclaw&quot;&gt;TradeClaw&lt;/a&gt; - &lt;code&gt;Node.js&lt;/code&gt; &lt;code&gt;TypeScript&lt;/code&gt; - Open-source self-hosted AI trading signal platform. Generates buy/sell signals using RSI, MACD, EMA, Bollinger Bands for forex, crypto and commodities. Deployable via Docker Compose. (&lt;a href=&quot;https://tradeclaw.win/dashboard&quot;&gt;Demo&lt;/a&gt;)&lt;/p&gt; &lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Portfolio Optimization &amp;amp; Risk Analysis&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/skfolio/skfolio&quot;&gt;skfolio&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python library for portfolio optimization built on top of scikit-learn. It provides a unified interface and sklearn compatible tools to build, tune and cross-validate portfolio models.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/robertmartin8/PyPortfolioOpt&quot;&gt;PyPortfolioOpt&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Financial portfolio optimization in python, including classical efficient frontier and advanced methods.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/tradytics/eiten&quot;&gt;Eiten&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Eiten is an open source toolkit by Tradytics that implements various statistical and algorithmic investing strategies such as Eigen Portfolios, Minimum Variance Portfolios, Maximum Sharpe Ratio Portfolios, and Genetic Algorithms based Portfolios.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dppalomar/riskparity.py&quot;&gt;riskparity.py&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - fast and scalable design of risk parity portfolios with TensorFlow 2.0.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/hudson-and-thames/mlfinlab&quot;&gt;mlfinlab&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Implementations regarding &quot;Advances in Financial Machine Learning&quot; by Marcos Lopez de Prado. (Feature Engineering, Financial Data Structures, Meta-Labeling).&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/jankrepl/deepdow&quot;&gt;DeepDow&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Portfolio optimization with deep learning.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/auto-differentiation/QuantLib-Risks-Py&quot;&gt;QuantLibRisks&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Fast risks with QuantLib.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/auto-differentiation/xad-py&quot;&gt;XAD&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Automatic Differentation (AAD) Library.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/quantopian/pyfolio&quot;&gt;pyfolio&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Portfolio and risk analytics in Python.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/quantopian/empyrical&quot;&gt;empyrical&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Common financial risk and performance metrics.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/rsvp/fecon235&quot;&gt;fecon235&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Computational tools for financial economics include: Gaussian Mixture model of leptokurtotic risk, adaptive Boltzmann portfolios.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://pypi.org/project/finance/&quot;&gt;finance&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Financial Risk Calculations. Optimized for ease of use through class construction and operator overload.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://pypi.org/project/qfrm/&quot;&gt;qfrm&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Quantitative Financial Risk Management: awesome OOP tools for measuring, managing and visualizing risk of financial instruments and portfolios. (Last updated: 2015-12-12).&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/benjaminmgross/visualize-wealth&quot;&gt;visualize-wealth&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Portfolio construction and quantitative analysis.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/wegamekinglc/VisualPortfolio&quot;&gt;VisualPortfolio&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - This tool is used to visualize the performance of a portfolio.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Marigold/universal-portfolios&quot;&gt;universal-portfolios&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Collection of algorithms for online portfolio selection.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/fmilthaler/FinQuant&quot;&gt;FinQuant&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A program for financial portfolio management, analysis and optimization.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/ssantoshp/Empyrial&quot;&gt;Empyrial&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Portfolio&#39;s risk and performance analytics and returns predictions.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bbcho/risktools-dev&quot;&gt;risktools&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Risk tools for use within the crude and crude products trading space with partial implementation of R&#39;s PerformanceAnalytics.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dcajasn/Riskfolio-Lib&quot;&gt;Riskfolio-Lib&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Portfolio Optimization and Quantitative Strategic Asset Allocation in Python.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/stefan-jansen/empyrical-reloaded&quot;&gt;empyrical-reloaded&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Common financial risk and performance metrics. &lt;a href=&quot;https://github.com/quantopian/empyrical&quot;&gt;empyrical&lt;/a&gt; fork.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/stefan-jansen/pyfolio-reloaded&quot;&gt;pyfolio-reloaded&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Portfolio and risk analytics in Python. &lt;a href=&quot;https://github.com/quantopian/pyfolio&quot;&gt;pyfolio&lt;/a&gt; fork.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/fortitudo-tech/fortitudo.tech&quot;&gt;fortitudo.tech&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Conditional Value-at-Risk (CVaR) portfolio optimization and Entropy Pooling views / stress-testing in Python.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/omichauhan-lgtm/quantitative-finance-tools&quot;&gt;quantitative-finance-tools&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Library for portfolio optimization (MVO) and rigorous risk metrics (VaR/CVaR).&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/moxiespirit/MyClone/tree/main/volatility_platform&quot;&gt;curistat&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Futures volatility forecasting platform for ES/NQ. Proprietary CVN rating (1-10), regime detection (CRC composite), 8 directional signals, economic event impact analytics. Includes MCP server for AI agent integration.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://otto-ships.github.io/prop-trader-compass/&quot;&gt;Prop Trader Compass&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Interactive risk and payout calculator for Futures and CFD traders; features one-time fee firm comparisons.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dgerlanc/portfolio&quot;&gt;portfolio&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Analysing equity portfolios.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dppalomar/sparseIndexTracking&quot;&gt;sparseIndexTracking&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Portfolio design to track an index.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dppalomar/riskParityPortfolio&quot;&gt;riskParityPortfolio&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Blazingly fast design of risk parity portfolios.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/braverock/PortfolioAnalytics&quot;&gt;PortfolioAnalytics&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Portfolio Analysis, Including Numerical Methods for Optimizationof Portfolios.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/braverock/PerformanceAnalytics&quot;&gt;PerformanceAnalytics&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Econometric tools for performance and risk analysis.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/femtotrader/OnlinePortfolioAnalytics.jl&quot;&gt;OnlinePortfolioAnalytics.jl&lt;/a&gt; - &lt;code&gt;Julia&lt;/code&gt; - A Julia quantitative portfolio analytics (risk / performance) via online algorithms.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/rbeeli/RiskPerf.jl&quot;&gt;RiskPerf.jl&lt;/a&gt; - &lt;code&gt;Julia&lt;/code&gt; - Quantitative risk and performance analysis package for financial time series powered by the Julia language.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/lequant40/portfolio_allocation_js&quot;&gt;portfolio-allocation&lt;/a&gt; - &lt;code&gt;JavaScript&lt;/code&gt; - PortfolioAllocation is a JavaScript library designed to help constructing financial portfolios made of several assets: bonds, commodities, cryptocurrencies, currencies, exchange traded funds (ETFs), mutual funds, stocks...&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/ghostfolio/ghostfolio&quot;&gt;Ghostfolio&lt;/a&gt; - &lt;code&gt;JavaScript&lt;/code&gt; - Wealth management software to keep track of financial assets like stocks, ETFs or cryptocurrencies and make solid, data-driven investment decisions.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/cjroth/rebalance&quot;&gt;rebalance&lt;/a&gt; - &lt;code&gt;JavaScript&lt;/code&gt; - Interactive portfolio rebalancing tool that imports brokerage CSV data, sets target allocations, and generates trade instructions.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Factor Analysis&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/VernonOY/alpha-skills&quot;&gt;Alpha Skills&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - AI skills for quantitative factor research: discover, evaluate, mine, backtest, and monitor factors through any AI coding assistant. Supports A-share, HK, and US markets.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/quantopian/alphalens&quot;&gt;alphalens&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Performance analysis of predictive alpha factors.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/stefan-jansen/alphalens-reloaded&quot;&gt;alphalens-reloaded&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Performance analysis of predictive (alpha) stock factors.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Heerozh/spectre&quot;&gt;Spectre&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - GPU-accelerated Factors analysis library and Backtester.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/husainm97/quant-lab-alpha&quot;&gt;quant-lab-alpha&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Open-source investment analytics platform bridging academic research and retail finance.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dppalomar/covFactorModel&quot;&gt;covFactorModel&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Covariance matrix estimation via factor models.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/braverock/FactorAnalytics&quot;&gt;FactorAnalytics&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - The FactorAnalytics package contains fitting and analysis methods for the three main types of factor models used in conjunction with portfolio construction, optimization and risk management, namely fundamental factor models, time series factor models and statistical factor models.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/JustinMShea/ExpectedReturns&quot;&gt;Expected Returns&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Solutions for enhancing portfolio diversification and replications of seminal papers with R, most of which are discussed in one of the best investment references of the recent decade, Expected Returns: An Investors Guide to Harvesting Market Rewards by Antti Ilmanen.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Sentiment Analysis &amp;amp; Alternative Data&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/KVignesh122/AssetNewsSentimentAnalyzer&quot;&gt;Asset News Sentiment Analyzer&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Sentiment analysis and report generation package for financial assets and securities utilizing GPT models.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://api.adanos.org/docs&quot;&gt;Social Stock Sentiment API&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - REST API analyzing Reddit and X/Twitter for stock mentions and sentiment, providing buzz scores, trending stocks, and AI-generated trend explanations.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/ZiwayZhao/agent-coworker&quot;&gt;CoWorker Fin-Agent&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - LLM-powered A-share stock analysis via P2P agent collaboration. Technical analysis (MA60, volume-price patterns, golden eye), deep research reports using proprietary methodology, and market state summaries. Analysis logic stays private via Skill-as-API protocol.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://stockkit.net/&quot;&gt;StockKit&lt;/a&gt; - &lt;code&gt;TypeScript&lt;/code&gt; - Free AI-powered stock research reports for US, China &amp;amp; HK using Claude Opus and multi-model AI with 20+ technical indicators. &lt;a href=&quot;https://github.com/kentmswood-ui/stockkit&quot;&gt;GitHub&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Time Series Analysis&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bashtage/arch&quot;&gt;ARCH&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - ARCH models in Python.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;http://statsmodels.sourceforge.net&quot;&gt;statsmodels&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python module that allows users to explore data, estimate statistical models, and perform statistical tests. &lt;a href=&quot;https://github.com/statsmodels/statsmodels&quot;&gt;GitHub&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/quantmind/dynts&quot;&gt;dynts&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python package for timeseries analysis and manipulation.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/RJT1990/pyflux&quot;&gt;PyFlux&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python library for timeseries modelling and inference (frequentist and Bayesian) on models.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/blue-yonder/tsfresh&quot;&gt;tsfresh&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Automatic extraction of relevant features from time series.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/facebook/prophet&quot;&gt;Facebook Prophet&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Tool for producing high quality forecasts for time series data that has multiple seasonality with linear or non-linear growth.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/cerlymarco/tsmoothie&quot;&gt;tsmoothie&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A python library for time-series smoothing and outlier detection in a vectorized way.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/alkaline-ml/pmdarima&quot;&gt;pmdarima&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A statistical library designed to fill the void in Python&#39;s time series analysis capabilities, including the equivalent of R&#39;s auto.arima function.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/awslabs/gluon-ts&quot;&gt;gluon-ts&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - vProbabilistic time series modeling in Python.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/cesabici-bit/omni-oracle&quot;&gt;OmniOracle&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Automatic discovery of non-trivial statistical relationships across 500+ time series from FRED, World Bank, EIA, and NOAA using mutual information screening, lagged MI directional testing, and FDR correction.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/functime-org/functime&quot;&gt;functime&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Time-series machine learning at scale. Built with Polars for embarrassingly parallel feature extraction and forecasts on panel data.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/tseries/index.html&quot;&gt;tseries&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Time Series Analysis and Computational Finance.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/fGarch/index.html&quot;&gt;fGarch&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Rmetrics - Autoregressive Conditional Heteroskedastic Modelling.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/timeSeries/index.html&quot;&gt;timeSeries&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Rmetrics - Financial Time Series Objects.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/alexiosg/rugarch&quot;&gt;rugarch&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Univariate GARCH Models.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/alexiosg/rmgarch&quot;&gt;rmgarch&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Multivariate GARCH Models.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/edgararuiz/tidypredict&quot;&gt;tidypredict&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Run predictions inside the database &lt;a href=&quot;https://tidypredict.netlify.com/&quot;&gt;https://tidypredict.netlify.com/&lt;/a&gt;.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/business-science/tidyquant&quot;&gt;tidyquant&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Bringing financial analysis to the tidyverse.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/business-science/timetk&quot;&gt;timetk&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - A toolkit for working with time series in R.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/business-science/tibbletime&quot;&gt;tibbletime&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Built on top of the tidyverse, tibbletime is an extension that allows for the creation of time aware tibbles through the setting of a time index.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/matrix-profile-foundation/matrixprofile&quot;&gt;matrixprofile&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Time series data mining library built on top of the novel Matrix Profile data structure and algorithms.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/AlbertoAlmuinha/garchmodels&quot;&gt;garchmodels&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - A parsnip backend for GARCH models.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/JuliaStats/TimeSeries.jl&quot;&gt;TimeSeries.jl&lt;/a&gt; - &lt;code&gt;Julia&lt;/code&gt; - Time series toolkit for Julia.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/femtotrader/TimeFrames.jl&quot;&gt;TimeFrames.jl&lt;/a&gt; - &lt;code&gt;Julia&lt;/code&gt; - A Julia library that defines TimeFrame (essentially for resampling TimeSeries).&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Market Data &amp;amp; Data Sources&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/whoareunot/btc-orderbook-research&quot;&gt;BTC Orderbook Microstructure Research&lt;/a&gt; - &lt;code&gt;Jupyter Notebook&lt;/code&gt; - statistical analysis of Binance BTC/USDT orderbook: OBI, CVD, spread.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/OpenBB-finance/OpenBBTerminal&quot;&gt;OpenBB Terminal&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Terminal for investment research for everyone.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Fincept-Corporation/FinceptTerminal&quot;&gt;Fincept Terminal&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Advance Data Based A.I Terminal for all Types of Financial Asset Research.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/ranaroussi/yfinance&quot;&gt;yfinance&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Yahoo! Finance market data downloader (+faster Pandas Datareader).&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/coinpaprika/coinpaprika-api-python-client&quot;&gt;coinpaprika-api-python-client&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Free crypto market data API client. 12,000+ coins, 350+ exchanges, tickers, OHLCV, historical prices. No API key for free tier.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/defeat-beta/defeatbeta-api&quot;&gt;defeatbeta-api&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - An open-source alternative to Yahoo Finance&#39;s market data APIs with higher reliability.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/vdalhambra/financekit-mcp&quot;&gt;financekit-mcp&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - MCP server (Model Context Protocol) exposing 17 tools for AI agents to perform quantitative analysis: real-time stock quotes, full technical analysis (RSI, MACD, Bollinger, ADX, Stochastic, ATR, OBV + pattern detection with structured verdicts), crypto prices via CoinGecko, risk metrics (VaR, Sharpe, Sortino, Beta, Max Drawdown), correlation matrix, options chains, earnings calendar, sector rotation, and portfolio analysis. Works with Claude Desktop, Cursor, Windsurf. No API keys for core tools. FastMCP 3.2.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/coinpaprika/dexpaprika-sdk-python&quot;&gt;dexpaprika-sdk-python&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Free DEX data API client. 34 blockchains, 30M+ pools, 27M+ tokens, real-time SSE streaming, OHLCV. No API key needed.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://heliumtrades.com/mcp-page/&quot;&gt;Helium MCP&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Live stock/ETF/crypto data with AI-generated bull/bear cases and price forecasts, proprietary ML options pricing with probability ITM and fair value, and news bias scoring across 5,000+ sources. Available as MCP server or API. Free tier: 50 queries, no signup. &lt;a href=&quot;https://github.com/connerlambden/helium-mcp&quot;&gt;GitHub&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/cuemacro/findatapy&quot;&gt;findatapy&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python library to download market data via Bloomberg, Quandl, Yahoo etc.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/hongtaocai/googlefinance&quot;&gt;googlefinance&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python module to get real-time stock data from Google Finance API.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/horustechltd/horus-flow-mcp&quot;&gt;Horus Flow&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Sub-second L2 orderflow intelligence MCP server for institutional-grade market microstructure analysis.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/lukaszbanasiak/yahoo-finance&quot;&gt;yahoo-finance&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python module to get stock data from Yahoo! Finance.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/pydata/pandas-datareader&quot;&gt;pandas-datareader&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python module to get data from various sources (Google Finance, Yahoo Finance, FRED, OECD, Fama/French, World Bank, Eurostat...) into Pandas datastructures such as DataFrame, Panel with a caching mechanism.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/davidastephens/pandas-finance&quot;&gt;pandas-finance&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - High level API for access to and analysis of financial data.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/innes213/pyhoofinance&quot;&gt;pyhoofinance&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Rapidly queries Yahoo Finance for multiple tickers and returns typed data for analysis.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Karthik005/yfinanceapi&quot;&gt;yfinanceapi&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Finance API for Python.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/slawek87/yql-finance&quot;&gt;yql-finance&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - yql-finance is simple and fast. API returns stock closing prices for current period of time and current stock ticker (i.e. APPL, GOOGL).&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/cgoldberg/ystockquote&quot;&gt;ystockquote&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Retrieve stock quote data from Yahoo Finance.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/jugaad-py/jugaad-data&quot;&gt;jugaad-data&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Download historical and live stock data from NSE (National Stock Exchange of India), BSE, and RBI.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/vsjha18/nsetools&quot;&gt;nsetools&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python library for extracting real-time data from National Stock Exchange (India).&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/sdrdis/bsedata&quot;&gt;bsedata&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python library for extracting real-time data from Bombay Stock Exchange (India).&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/pratik-choudhari/nse-insights&quot;&gt;nse-insights-api&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Unofficial NSE India API for stock quotes, indices, historical data and more.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/mcdallas/wallstreet&quot;&gt;wallstreet&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Real time stock and option data.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/ZachLiuGIS/stock_extractor&quot;&gt;stock_extractor&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - General Purpose Stock Extractors from Online Resources.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/cttn/Stockex&quot;&gt;Stockex&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python wrapper for Yahoo! Finance API.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://swapapi.dev&quot;&gt;SwapAPI&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Free DEX aggregator API returning executable swap calldata across 46 EVM chains. No API key required. &lt;a href=&quot;https://github.com/swap-api/swap-api&quot;&gt;GitHub&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/skillachie/finsymbols&quot;&gt;finsymbols&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Obtains stock symbols and relating information for SP500, AMEX, NYSE, and NASDAQ.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/avelkoski/FRB&quot;&gt;FRB&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python Client for FRED® API.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/econdb/inquisitor&quot;&gt;inquisitor&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python Interface to &lt;a href=&quot;http://Econdb.com&quot;&gt;Econdb.com&lt;/a&gt; API.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/nickelkr/yfi&quot;&gt;yfi&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Yahoo! YQL library.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://pypi.org/project/chinesestockapi/&quot;&gt;chinesestockapi&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python API to get Chinese stock price. (Last updated: 2015-03-21).&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/akarat/exchange&quot;&gt;exchange&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Get current exchange rate.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/UniRate-API/unirate-api-python&quot;&gt;unirate-api&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Client for UniRateAPI providing real-time and historical exchange rates for 170+ fiat and crypto currencies plus VAT rates, with a free tier and no credit card required.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/grahammccain/chart-library-mcp&quot;&gt;Chart Library&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Historical chart pattern similarity search API. 24M+ pre-computed embeddings across 15K+ symbols and 10 years of data using pgvector. Returns forward returns, regime analysis, and pattern detection. Also available as MCP server. &lt;a href=&quot;https://chartlibrary.io&quot;&gt;Website&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/jamescnowell/ticks&quot;&gt;ticks&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Simple command line tool to get stock ticker data.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bpsmith/pybbg&quot;&gt;pybbg&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python interface to Bloomberg COM APIs.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/lsbardel/ccy&quot;&gt;ccy&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python module for currencies.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://pypi.org/project/tushare/&quot;&gt;tushare&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A utility for crawling historical and Real-time Quotes data of China stocks. (Last updated: 2024-08-27).&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://edinetdb.com/&quot;&gt;edinetdb&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Free API and MCP server for Japanese company financials. Normalizes EDINET XBRL across JP-GAAP, IFRS, and US-GAAP for 3,800+ listed companies with 90 metrics, screening, and securities report text.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/ajtgjmdjp/edinet-mcp&quot;&gt;edinet-mcp&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Parse Japanese XBRL financial statements from EDINET with 161 normalized labels, 26 financial metrics, and multi-company screening.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/ajtgjmdjp/estat-mcp&quot;&gt;estat-mcp&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Access Japanese government statistics (e-Stat) covering population, GDP, CPI, labor, and trade data with MCP integration and Polars export.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/ajtgjmdjp/tdnet-disclosure-mcp&quot;&gt;tdnet-disclosure-mcp&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Access Japanese timely disclosures (TDNet) via MCP. Retrieve earnings, dividends, forecasts, buybacks, and other filings for 4,000+ listed companies. No API key required.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/jealous/cn_stock_src&quot;&gt;cn_stock_src&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Utility for retrieving basic China stock data from different sources.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/barnumbirr/coinmarketcap&quot;&gt;coinmarketcap&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python API for coinmarketcap.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/soutone/coinpulse-python&quot;&gt;coinpulse&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python SDK for cryptocurrency portfolio tracking with real-time prices, P/L calculations, and price alerts. Free tier available.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/datawrestler/after-hours&quot;&gt;after-hours&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Obtain pre market and after hours stock prices for a given symbol.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://pypi.org/project/bronto-python/&quot;&gt;bronto-python&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Bronto API Integration for Python. &lt;a href=&quot;https://github.com/Scotts-Marketplace/bronto-python&quot;&gt;GitHub&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/rainx/pytdx&quot;&gt;pytdx&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python Interface for retrieving chinese stock realtime quote data from TongDaXin Nodes.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/matthewgilbert/pdblp&quot;&gt;pdblp&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A simple interface to integrate pandas and the Bloomberg Open API.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/hydrosquall/tiingo-python&quot;&gt;tiingo&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python interface for daily composite prices/OHLC/Volume + Real-time News Feeds, powered by the Tiingo Data Platform.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/addisonlynch/iexfinance&quot;&gt;iexfinance&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python Interface for retrieving real-time and historical prices and equities data from The Investor&#39;s Exchange.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/timkpaine/pyEX&quot;&gt;pyEX&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python interface to IEX with emphasis on pandas, support for streaming data, premium data, points data (economic, rates, commodities), and technical indicators.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/alpacahq/alpaca-trade-api-python&quot;&gt;alpaca-trade-api&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python interface for retrieving real-time and historical prices from Alpaca API as well as trade execution.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://pypi.org/project/MetaTrader5/&quot;&gt;metatrader5&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - API Connector to MetaTrader 5 Terminal. (Last updated: 2026-02-20).&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/jindaxiang/akshare&quot;&gt;akshare&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - AkShare is an elegant and simple financial data interface library for Python, built for human beings! &lt;a href=&quot;https://akshare.readthedocs.io&quot;&gt;https://akshare.readthedocs.io&lt;/a&gt;.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dpguthrie/yahooquery&quot;&gt;yahooquery&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python interface for retrieving data through unofficial Yahoo Finance API.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/alvarobartt/investpy&quot;&gt;investpy&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Financial Data Extraction from &lt;a href=&quot;http://Investing.com&quot;&gt;Investing.com&lt;/a&gt; with Python! &lt;a href=&quot;https://investpy.readthedocs.io/&quot;&gt;https://investpy.readthedocs.io/&lt;/a&gt;.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/yahoofinancelive/yliveticker&quot;&gt;yliveticker&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Live stream of market data from Yahoo Finance websocket.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/ran404/bbgbridge&quot;&gt;bbgbridge&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Easy to use Bloomberg Desktop API wrapper for Python.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/polygon-io/client-python&quot;&gt;polygon.io&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A python library for &lt;a href=&quot;http://Polygon.io&quot;&gt;Polygon.io&lt;/a&gt; financial data APIs.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/RomelTorres/alpha_vantage&quot;&gt;alpha_vantage&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A python wrapper for Alpha Vantage API for financial data.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/OilpriceAPI/python-sdk&quot;&gt;oilpriceapi&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python SDK for real-time oil and commodity prices (WTI, Brent, Urals, natural gas, coal) with OpenBB integration.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/FinanceData/FinanceDataReader&quot;&gt;FinanceDataReader&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Open Source Financial data reader for U.S, Korean, Japanese, Chinese, Vietnamese Stocks.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/TomasKoutek/pystlouisfed&quot;&gt;pystlouisfed&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python client for Federal Reserve Bank of St. Louis API - FRED, ALFRED, GeoFRED and FRASER.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/wilsonfreitas/python-bcb&quot;&gt;python-bcb&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python interface to Brazilian Central Bank web services.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/EMen11/swiss-finance-data&quot;&gt;swiss-finance-data&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python package for Swiss financial data (SNB Policy Rate, SARON, CHF FX rates, CPI, SMI equities, Confederation bond yields) from official SNB sources.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/maread99/market_prices&quot;&gt;market-prices&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Create meaningful OHLCV datasets from knowledge of &lt;a href=&quot;https://github.com/gerrymanoim/exchange_calendars&quot;&gt;exchange-calendars&lt;/a&gt; (works out-the-box with data from Yahoo Finance).&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/tardis-dev/tardis-python&quot;&gt;tardis-python&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python interface for Tardis.dev high frequency crypto market data.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/crypto-lake/lake-api&quot;&gt;lake-api&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python interface for Crypto Lake high frequency crypto market data.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/ymyke/tessa&quot;&gt;tessa&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - simple, hassle-free access to price information of financial assets (currently based on yfinance and pycoingecko), including search and a symbol class.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dr-leo/pandaSDMX&quot;&gt;pandaSDMX&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python package that implements SDMX 2.1 (ISO 17369:2013), a format for exchange of statistical data and metadata used by national statistical agencies, central banks, and international organisations.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/LenkaV/CIF&quot;&gt;cif&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python package that include few composite indicators, which summarize multidimensional relationships between individual economic indicators.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/theOGognf/finagg&quot;&gt;finagg&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - finagg is a Python package that provides implementations of popular and free financial APIs, tools for aggregating historical data from those APIs into SQL databases, and tools for transforming aggregated data into features useful for analysis and AI/ML.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/JerBouma/FinanceDatabase&quot;&gt;FinanceDatabase&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - This is a database of 300.000+ symbols containing Equities, ETFs, Funds, Indices, Currencies, Cryptocurrencies and Money Markets.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/tradingstrategy-ai/trading-strategy/&quot;&gt;Trading Strategy&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - download price data for decentralised exchanges and lending protocols (DeFi).&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/john-friedman/datamule-python&quot;&gt;datamule-python&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A package to work with SEC data. Incorporates datamule endpoints.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/welcra/fsynth&quot;&gt;fsynth&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Python library for high-fidelity unlimited synthetic financial data generation using Heston Stochastic Volatility and Merton Jump Diffusion.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://nikhilxsunder.github.io/fedfred/&quot;&gt;fedfred&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - FRED &amp;amp; GeoFRED Economic data API with preprocessed dataframe output in pandas/geopandas, polars/polars_st, and dask dataframes/geodataframes.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://nikhilxsunder.github.io/edgar-sec/&quot;&gt;edgar-sec&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - EDGAR Financial data API with preprocessed dataclass outputs.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dgunning/edgartools&quot;&gt;edgartools&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - AI-native SEC EDGAR library with XBRL financials, clean text extraction, 17+ typed forms, and pandas DataFrames.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://fxmacrodata.com/&quot;&gt;FXMacroData&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Real-time forex macroeconomic API for all major currency pairs sourced from central bank announcements. &lt;a href=&quot;https://github.com/fxmacrodata/fxmacrodata&quot;&gt;GitHub&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/borschai/uk-sic-codes&quot;&gt;uk-sic-codes&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - UK SIC 2007 industry classification code lookup, search, and validation. 731 codes, 21 sections. &lt;a href=&quot;https://pypi.org/project/uk-sic-codes/&quot;&gt;PyPI&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/borschai/uk-company-number&quot;&gt;uk-company-number&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Validate, format, and identify UK Companies House company numbers. Supports all 27 prefixes. &lt;a href=&quot;https://pypi.org/project/uk-company-number/&quot;&gt;PyPI&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Veroq-api/veroq-python&quot;&gt;veroq-python&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Financial intelligence API with verified market data, trading signals, sentiment analysis, and fact-checking across 1,061+ tickers. &lt;a href=&quot;https://pypi.org/project/veroq/&quot;&gt;PyPI&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/IBrokers/index.html&quot;&gt;IBrokers&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Provides native R access to Interactive Brokers Trader Workstation API.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Rblp/Rblpapi&quot;&gt;Rblpapi&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - An R Interface to &#39;Bloomberg&#39; is provided via the &#39;Blp API&#39;.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/jangorecki/Rbitcoin&quot;&gt;Rbitcoin&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Unified markets API interface (bitstamp, kraken, btce, bitmarket).&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/msperlin/GetTDData&quot;&gt;GetTDData&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Downloads and aggregates data for Brazilian government issued bonds directly from the website of Tesouro Direto.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/msperlin/GetHFData&quot;&gt;GetHFData&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Downloads and aggregates high frequency trading data for Brazilian instruments directly from Bovespa ftp site.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/eddelbuettel/td&quot;&gt;td&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Interfaces the &#39;twelvedata&#39; API for stocks and (digital and standard) currencies.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/wilsonfreitas/rbcb&quot;&gt;rbcb&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - R interface to Brazilian Central Bank web services.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/ropensci/rb3&quot;&gt;rb3&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - A bunch of downloaders and parsers for data delivered from B3.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/matthiasgomolka/simfinapi&quot;&gt;simfinapi&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Makes &#39;SimFin&#39; data (&lt;a href=&quot;https://simfin.com/&quot;&gt;https://simfin.com/&lt;/a&gt;) easily accessible in R.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/tidy-finance/r-tidyfinance&quot;&gt;tidyfinance&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Tidy Finance helper functions to download financial data and process the raw data into a structured Format (tidy data), including.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bhftbootcamp/CcyConv.jl&quot;&gt;CcyConv.jl&lt;/a&gt; - &lt;code&gt;Julia&lt;/code&gt; - Currency conversion library for Julia.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bhftbootcamp/CryptoExchangeAPIs.jl&quot;&gt;CryptoExchangeAPIs.jl&lt;/a&gt; - &lt;code&gt;Julia&lt;/code&gt; - A Julia library for cryptocurrency exchange APIs.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/JuliaQuant/MarketData.jl&quot;&gt;MarketData.jl&lt;/a&gt; - &lt;code&gt;Julia&lt;/code&gt; - Time series market data.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/femtotrader/OnlineResamplers.jl&quot;&gt;OnlineResamplers.jl&lt;/a&gt; - &lt;code&gt;Julia&lt;/code&gt; - High-performance Julia package for real-time resampling of financial market data.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/CompendiumFi/PENDAX-SDK&quot;&gt;PENDAX&lt;/a&gt; - &lt;code&gt;JavaScript&lt;/code&gt; - Javascript SDK for Trading/Data API and Websockets for FTX, FTXUS, OKX, Bybit, &amp;amp; More.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/PreReason/mcp&quot;&gt;PreReason&lt;/a&gt; - &lt;code&gt;JavaScript&lt;/code&gt; - Pre-analyzed Bitcoin and macro market briefings for AI agents. 17 contexts with trend signals, confidence scores, and regime classification via REST API and MCP.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/alpacahq/marketstore&quot;&gt;marketstore&lt;/a&gt; - &lt;code&gt;Golang&lt;/code&gt; - DataFrame Server for Financial Timeseries Data.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Mattbusel/fin-stream&quot;&gt;fin-stream&lt;/a&gt; - &lt;code&gt;Rust&lt;/code&gt; - Real-time market data streaming in Rust: lock-free SPSC ring buffer, 100K+ ticks/second ingestion, multi-timeframe OHLCV construction, and Lorentz transforms on financial time series.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Nnamdi-sys/finalytics&quot;&gt;finalytics&lt;/a&gt; - &lt;code&gt;Rust&lt;/code&gt; - A rust library for financial data analysis.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://coinugget.com&quot;&gt;Coinugget&lt;/a&gt; - &lt;code&gt;Web&lt;/code&gt; - Real-time RSI signals, price action &amp;amp; volume spikes dashboard across multiple exchanges. Free, no sign-up required.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Prediction Markets&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/pmxt-dev/pmxt&quot;&gt;pmxt&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; &lt;code&gt;JavaScript&lt;/code&gt; - The CCXT for prediction markets. A unified API for trading on Polymarket, Kalshi, and more.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/al1enjesus/polymarket-whales&quot;&gt;polymarket-whales&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Real-time whale trade tracker for Polymarket — terminal alerts + Telegram notifications when large orders hit the book.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/vesper-astrena/polymarket-scanner-api&quot;&gt;Polymarket Scanner API&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Real-time arbitrage detection API for Polymarket prediction markets, scanning 12,000+ markets for mispricings.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/spfunctions/simplefunctions-cli&quot;&gt;SimpleFunctions&lt;/a&gt; - &lt;code&gt;JavaScript&lt;/code&gt; - Prediction market intelligence CLI for Kalshi and Polymarket. Causal thesis models, edge detection, 24/7 orderbook monitoring, what-if scenarios, and trade execution. MCP server for AI agent integration.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/pmxt-dev/pmxt&quot;&gt;pmxt&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; &lt;code&gt;JavaScript&lt;/code&gt; - The CCXT for prediction markets. A unified API for trading on Polymarket, Kalshi, and more.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://polyminds.netlify.app/&quot;&gt;PolyMind&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Real-time Polymarket trading alerts with multi-AI analysis (Groq, Claude, Gemini). Track whale bets, volume spikes, coordinated wallets, and 12 signal types. Free tier available. &lt;a href=&quot;https://github.com/samirasadov28-code/PolyMind&quot;&gt;GitHub&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/octavi42/prediction-market-maker&quot;&gt;prediction-market-maker&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Open-source market-making strategy that placed #2 in Paradigm&#39;s prediction market challenge, with full strategy evolution and analysis.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Calendars &amp;amp; Market Hours&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/gerrymanoim/exchange_calendars&quot;&gt;exchange_calendars&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Stock Exchange Trading Calendars.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/wilsonfreitas/python-bizdays&quot;&gt;bizdays&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Business days calculations and utilities.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/rsheftel/pandas_market_calendars&quot;&gt;pandas_market_calendars&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Exchange calendars to use with pandas for trading applications.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://cran.r-project.org/web/packages/timeDate/index.html&quot;&gt;timeDate&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Chronological and Calendar Objects.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/wilsonfreitas/R-bizdays&quot;&gt;bizdays&lt;/a&gt; - &lt;code&gt;R&lt;/code&gt; - Business days calculations and utilities.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Visualization&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/man-group/dtale&quot;&gt;D-Tale&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Visualizer for pandas dataframes and xarray datasets.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/matplotlib/mplfinance&quot;&gt;mplfinance&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - matplotlib utilities for the visualization, and visual analysis, of financial data.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/highfestiva/finplot&quot;&gt;finplot&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Performant and effortless finance plotting for Python.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/lit26/finvizfinance&quot;&gt;finvizfinance&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Finviz analysis python library.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/maread99/market_analy&quot;&gt;market-analy&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Analysis and interactive charting using &lt;a href=&quot;https://github.com/maread99/market_prices&quot;&gt;market-prices&lt;/a&gt; and bqplot.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/ArturSepp/QuantInvestStrats&quot;&gt;QuantInvestStrats&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Quantitative Investment Strategies (QIS) package implements Python analytics for visualisation of financial data, performance reporting, analysis of quantitative strategies.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bhftbootcamp/LightweightCharts.jl&quot;&gt;LightweightCharts.jl&lt;/a&gt; - &lt;code&gt;Julia&lt;/code&gt; - Julia wrapper for Lightweight Charts™ by TradingView.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/yutiansut/QUANTAXIS_Webkit&quot;&gt;QUANTAXIS_Webkit&lt;/a&gt; - &lt;code&gt;JavaScript&lt;/code&gt; - An awesome visualization center based on quantaxis.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Excel &amp;amp; Spreadsheet Integration&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.xlwings.org/&quot;&gt;xlwings&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Make Excel fly with Python. &lt;a href=&quot;https://github.com/xlwings/xlwings&quot;&gt;GitHub&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://openpyxl.readthedocs.io/en/latest/&quot;&gt;openpyxl&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Read/Write Excel 2007 xlsx/xlsm files.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/python-excel/xlrd&quot;&gt;xlrd&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Library for developers to extract data from Microsoft Excel spreadsheet files.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://xlsxwriter.readthedocs.io/&quot;&gt;xlsxwriter&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Write files in the Excel 2007+ XLSX file format. &lt;a href=&quot;https://github.com/jmcnamara/XlsxWriter&quot;&gt;GitHub&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/python-excel/xlwt&quot;&gt;xlwt&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - Library to create spreadsheet files compatible with MS Excel 97/2000/XP/2003 XLS files, on any platform.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;http://xlloop.sourceforge.net&quot;&gt;xlloop&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - XLLoop is an open source framework for implementing Excel user-defined functions (UDFs) on a centralised server (a function server). &lt;a href=&quot;https://github.com/poidasmith/xlloop&quot;&gt;GitHub&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;http://www.bnikolic.co.uk/expy/expy.html&quot;&gt;expy&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - The ExPy add-in allows easy use of Python directly from within an Microsoft Excel spreadsheet, both to execute arbitrary code and to define new Excel functions.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.pyxll.com&quot;&gt;pyxll&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - PyXLL is an Excel add-in that enables you to extend Excel using nothing but Python code.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Quant Research Environments&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/gnzsnz/jupyter-quant&quot;&gt;Jupyter Quant&lt;/a&gt; - &lt;code&gt;Python&lt;/code&gt; - A dockerized Jupyter quant research environment with preloaded tools for quant analysis, statsmodels, pymc, arch, py_vollib, zipline-reloaded, PyPortfolioOpt, etc.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Cross-Language Frameworks&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://runmat.org&quot;&gt;RunMat&lt;/a&gt; - High performance, Open Source, MATLAB syntax runtime. &lt;a href=&quot;https://github.com/runmat-org/runmat&quot;&gt;GitHub&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/lballabio/QuantLib&quot;&gt;QuantLib&lt;/a&gt; - The QuantLib project is aimed at providing a comprehensive software framework for quantitative finance.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/auto-differentiation/QuantLib-Risks-Cpp&quot;&gt;QuantLibRisks&lt;/a&gt; - Fast risks with QuantLib in C++.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/auto-differentiation/xad&quot;&gt;XAD&lt;/a&gt; - Automatic Differentation (AAD) Library.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/lballabio/QuantLib&quot;&gt;QuantLib&lt;/a&gt; - The QuantLib project is aimed at providing a comprehensive software framework for quantitative finance. 
  &lt;ul&gt; 
   &lt;li&gt;QuantLibRisks - Fast risks with QuantLib in &lt;a href=&quot;https://pypi.org/project/QuantLib-Risks/&quot;&gt;Python&lt;/a&gt; and &lt;a href=&quot;https://github.com/auto-differentiation/QuantLib-Risks-Cpp&quot;&gt;C++&lt;/a&gt;&lt;/li&gt; 
   &lt;li&gt;XAD - Automatic Differentiation (AAD) Library in &lt;a href=&quot;https://pypi.org/project/xad/&quot;&gt;Python&lt;/a&gt; and &lt;a href=&quot;https://github.com/auto-differentiation/xad/&quot;&gt;C++&lt;/a&gt;&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://github.com/frgomes/jquantlib&quot;&gt;JQuantLib&lt;/a&gt; - Java port.&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://github.com/eddelbuettel/rquantlib&quot;&gt;RQuantLib&lt;/a&gt; - R port.&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://www.quantlib.org/quantlibaddin/&quot;&gt;QuantLibAddin&lt;/a&gt; - Excel support.&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://www.quantlib.org/quantlibxl/&quot;&gt;QuantLibXL&lt;/a&gt; - Excel support.&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://github.com/amaggiulli/qlnet&quot;&gt;QLNet&lt;/a&gt; - .Net port.&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://github.com/enthought/pyql&quot;&gt;PyQL&lt;/a&gt; - Python port.&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://github.com/pazzo83/QuantLib.jl&quot;&gt;QuantLib.jl&lt;/a&gt; - Julia port.&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://quantlib-python-docs.readthedocs.io/&quot;&gt;QuantLib-Python Documentation&lt;/a&gt; - Documentation for the Python bindings for the QuantLib library.&lt;/li&gt; 
  &lt;/ul&gt; &lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://ta-lib.org&quot;&gt;TA-Lib&lt;/a&gt; - perform technical analysis of financial market data. &lt;a href=&quot;https://github.com/TA-Lib/ta-lib&quot;&gt;GitHub&lt;/a&gt; 
  &lt;ul&gt; 
   &lt;li&gt;&lt;a href=&quot;https://github.com/TA-Lib/ta-lib-python&quot;&gt;ta-lib-python&lt;/a&gt;&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://github.com/TA-Lib/ta-lib&quot;&gt;ta-lib&lt;/a&gt;&lt;/li&gt; 
  &lt;/ul&gt; &lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/runmat-org/runmat&quot;&gt;RunMat&lt;/a&gt; - Rust runtime for MATLAB-syntax array math with automatic CPU/GPU execution and fused kernels for quant simulations.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Reproducing Works, Training &amp;amp; Books&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Mattbusel/Special-Relativity-in-Financial-Modeling&quot;&gt;Special-Relativity-in-Financial-Modeling&lt;/a&gt; - C++20 implementation of special-relativistic geometry applied to OHLCV data: Lorentz factors, spacetime intervals, Christoffel symbols, and geodesic deviation signals from live market data. DOI: 10.5281/zenodo.18639919.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://auto-differentiation.github.io/&quot;&gt;Auto-Differentiation Website&lt;/a&gt; - Background and resources on Automatic Differentiation (AD) / Adjoint Algorithmic Differentitation (AAD).&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/MarcosCarreira/DermanPapers&quot;&gt;Derman Papers&lt;/a&gt; - Notebooks that replicate original quantitative finance papers from Emanuel Derman.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/jasonstrimpel/volatility-trading&quot;&gt;volatility-trading&lt;/a&gt; - A complete set of volatility estimators based on Euan Sinclair&#39;s Volatility Trading.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/paulperry/quant&quot;&gt;quant&lt;/a&gt; - Quantitative Finance and Algorithmic Trading exhaust; mostly ipython notebooks based on Quantopian, Zipline, or Pandas.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/rsvp/fecon235&quot;&gt;fecon235&lt;/a&gt; - Open source project for software tools in financial economics. Many jupyter notebook to verify theoretical ideas and practical methods interactively.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/LongOnly/Quantitative-Notebooks&quot;&gt;Quantitative-Notebooks&lt;/a&gt; - Educational notebooks on quantitative finance, algorithmic trading, financial modelling and investment strategy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://quantecon.org/&quot;&gt;QuantEcon&lt;/a&gt; - Lecture series on economics, finance, econometrics and data science; &lt;a href=&quot;http://QuantEcon.py&quot;&gt;QuantEcon.py&lt;/a&gt;, QuantEcon.jl, notebooks.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Finance-Hub/FinanceHub&quot;&gt;FinanceHub&lt;/a&gt; - Resources for Quantitative Finance.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dedwards25/Python_Option_Pricing&quot;&gt;Python_Option_Pricing&lt;/a&gt; - An library to price financial options written in Python. Includes: Black Scholes, Black 76, Implied Volatility, American, European, Asian, Spread Options.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/jpmorganchase/python-training&quot;&gt;python-training&lt;/a&gt; - J.P. Morgan&#39;s Python training for business analysts and traders.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/LastAncientOne/Stock_Analysis_For_Quant&quot;&gt;Stock_Analysis_For_Quant&lt;/a&gt; - Different Types of Stock Analysis in Excel, Matlab, Power BI, Python, R, and Tableau.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/chrisconlan/algorithmic-trading-with-python&quot;&gt;algorithmic-trading-with-python&lt;/a&gt; - Source code for Algorithmic Trading with Python (2020) by Chris Conlan.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/cerlymarco/MEDIUM_NoteBook&quot;&gt;MEDIUM_NoteBook&lt;/a&gt; - Repository containing notebooks of &lt;a href=&quot;https://github.com/cerlymarco&quot;&gt;cerlymarco&lt;/a&gt;&#39;s posts on Medium.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/PythonCharmers/QuantFinance&quot;&gt;QuantFinance&lt;/a&gt; - Training materials in quantitative finance.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/mgroncki/IPythonScripts&quot;&gt;IPythonScripts&lt;/a&gt; - Tutorials about Quantitative Finance in Python and QuantLib: Pricing, xVAs, Hedging, Portfolio Optimisation, Machine Learning and Deep Learning.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/LechGrzelak/Computational-Finance-Course&quot;&gt;Computational-Finance-Course&lt;/a&gt; - Materials for the course of Computational Finance.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/emoen/Machine-Learning-for-Asset-Managers&quot;&gt;Machine-Learning-for-Asset-Managers&lt;/a&gt; - Implementation of code snippets, exercises and application to live data from Machine Learning for Asset Managers (Elements in Quantitative Finance) written by Prof. Marcos López de Prado.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/PacktPublishing/Python-for-Finance-Cookbook&quot;&gt;Python-for-Finance-Cookbook&lt;/a&gt; - Python for Finance Cookbook, published by Packt.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/ysaporito/modelos_vol_derivativos&quot;&gt;modelos_vol_derivativos&lt;/a&gt; - &quot;Modelos de Volatilidade para Derivativos&quot; book&#39;s Jupyter notebooks.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/enricoschumann/NMOF&quot;&gt;NMOF&lt;/a&gt; - Functions, examples and data from the first and the second edition of &quot;Numerical Methods and Optimization in Finance&quot; by M. Gilli, D. Maringer and E. Schumann (2019, ISBN:978-0128150658).&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/yhilpisch/py4fi2nd&quot;&gt;py4fi2nd&lt;/a&gt; - Jupyter Notebooks and code for Python for Finance (2nd ed., O&#39;Reilly) by Yves Hilpisch.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/yhilpisch/aiif&quot;&gt;aiif&lt;/a&gt; - Jupyter Notebooks and code for the book Artificial Intelligence in Finance (O&#39;Reilly) by Yves Hilpisch.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/yhilpisch/py4at&quot;&gt;py4at&lt;/a&gt; - Jupyter Notebooks and code for the book Python for Algorithmic Trading (O&#39;Reilly) by Yves Hilpisch.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/yhilpisch/dawp&quot;&gt;dawp&lt;/a&gt; - Jupyter Notebooks and code for Derivatives Analytics with Python (Wiley Finance) by Yves Hilpisch.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/yhilpisch/dx&quot;&gt;dx&lt;/a&gt; - DX Analytics | Financial and Derivatives Analytics with Python.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/LechGrzelak/QuantFinanceBook&quot;&gt;QuantFinanceBook&lt;/a&gt; - Quantitative Finance book.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/ryanmccrickerd/rough_bergomi&quot;&gt;rough_bergomi&lt;/a&gt; - A Python implementation of the rough Bergomi model.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/ryanmccrickerd/frh-fx&quot;&gt;frh-fx&lt;/a&gt; - A python implementation of the fast-reversion Heston model of Mechkov for FX purposes.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/euclidjda/value-investing-studies&quot;&gt;Value Investing Studies&lt;/a&gt; - A collection of data analysis studies that examine the performance and characteristics of value investing over long periods of time.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/firmai/machine-learning-asset-management&quot;&gt;Machine Learning Asset Management&lt;/a&gt; - Machine Learning in Asset Management (by @firmai).&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/LastAncientOne/Deep-Learning-Machine-Learning-Stock&quot;&gt;Deep Learning Machine Learning Stock&lt;/a&gt; - Deep Learning and Machine Learning stocks represent a promising long-term or short-term opportunity for investors and traders.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/jo-cho/Technical_Analysis_and_Feature_Engineering&quot;&gt;Technical Analysis and Feature Engineering&lt;/a&gt; - Feature Engineering and Feature Importance of Machine Learning in Financial Market.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/differential-machine-learning/notebooks&quot;&gt;Differential Machine Learning and Axes that matter by Brian Huge and Antoine Savine&lt;/a&gt; - Implement, demonstrate, reproduce and extend the results of the Risk articles &#39;Differential Machine Learning&#39; (2020) and &#39;PCA with a Difference&#39; (2021) by Huge and Savine, and cover implementation details left out from the papers.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/robcarver17/systematictradingexamples&quot;&gt;systematictradingexamples&lt;/a&gt; - Examples of code related to book &lt;a href=&quot;https://raw.githubusercontent.com/wilsonfreitas/awesome-quant/main/www.systematictrading.org&quot;&gt;Systematic Trading&lt;/a&gt; and &lt;a href=&quot;http://qoppac.blogspot.com&quot;&gt;blog&lt;/a&gt;.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/robcarver17/pysystemtrade_examples&quot;&gt;pysystemtrade_examples&lt;/a&gt; - Examples using pysystemtrade for Robert Carver&#39;s &lt;a href=&quot;http://qoppac.blogspot.com&quot;&gt;blog&lt;/a&gt;.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/mfrdixon/ML_Finance_Codes&quot;&gt;ML_Finance_Codes&lt;/a&gt; - Machine Learning in Finance: From Theory to Practice Book.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/cryptomotifs/cipher-starter&quot;&gt;cipher-starter&lt;/a&gt; — Solo crypto quant starter kit: 12 playbooks covering trading strategy, risk rails, 3-tier wallet architecture, MEV mitigation, Canadian NI 31-103 compliance, Oracle Cloud Always Free infra, and a 7-day MVP calendar for a Solana signal engine + autonomous trading bot.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/packtpublishing/hands-on-machine-learning-for-algorithmic-trading&quot;&gt;Hands-On Machine Learning for Algorithmic Trading&lt;/a&gt; - Hands-On Machine Learning for Algorithmic Trading, published by Packt.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/financialnoob/misc&quot;&gt;financialnoob-misc&lt;/a&gt; - Codes from @financialnoob&#39;s posts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/deltaray-io/strategy-library&quot;&gt;MesoSim Options Trading Strategy Library&lt;/a&gt; - Free and public Options Trading strategy library for MesoSim.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/lingyixu/Quant-Finance-With-Python-Code&quot;&gt;Quant-Finance-With-Python-Code&lt;/a&gt; - Repo for code examples in Quantitative Finance with Python by Chris Kelliher.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/JoaoJungblut/QuantFinanceTraining&quot;&gt;QuantFinanceTraining&lt;/a&gt; - This repository contains codes that were executed during my training in the CQF (Certificate in Quantitative Finance). The codes are organized by class, facilitating navigation and reference.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/YannickKae/Statistical-Learning-based-Portfolio-Optimization&quot;&gt;Statistical-Learning-based-Portfolio-Optimization&lt;/a&gt; - This R Shiny App utilizes the Hierarchical Equal Risk Contribution (HERC) approach, a modern portfolio optimization method developed by Raffinot (2018).&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/attack68/book_irds3&quot;&gt;book_irds3&lt;/a&gt; - Code repository for Pricing and Trading Interest Rate Derivatives.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/RichardS0268/Autoencoder-Asset-Pricing-Models&quot;&gt;Autoencoder-Asset-Pricing-Models&lt;/a&gt; - Reimplementation of Autoencoder Asset Pricing Models (&lt;a href=&quot;https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3335536&quot;&gt;GKX, 2019&lt;/a&gt;).&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/shashankvemuri/Finance&quot;&gt;Finance&lt;/a&gt; - 150+ quantitative finance Python programs to help you gather, manipulate, and analyze stock market data.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/ram-ki/101_formulaic_alphas&quot;&gt;101_formulaic_alphas&lt;/a&gt; - Implementation of &lt;a href=&quot;https://arxiv.org/ftp/arxiv/papers/1601/1601.00991.pdf&quot;&gt;101 formulaic alphas&lt;/a&gt; using qstrader.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.tidy-finance.org/&quot;&gt;Tidy Finance&lt;/a&gt; - An opinionated approach to empirical research in financial economics - a fully transparent, open-source code base in multiple programming languages (Python and R) to enable the reproducible implementation of financial research projects for students and practitioners.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/jgatheral/RoughVolatilityWorkshop&quot;&gt;RoughVolatilityWorkshop&lt;/a&gt; - 2024 QuantMind&#39;s Rough Volatility Workshop lectures.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/boyboi86/AFML&quot;&gt;AFML&lt;/a&gt; - All the answers for exercises from Advances in Financial Machine Learning by Dr Marco Lopez de Parodo.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/usdaud/algotradinglib.github.io&quot;&gt;AlgoTradingLib&lt;/a&gt; - A catalog of algorithmic trading libraries, frameworks, strategies, and educational materials.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://portfoliooptimizationbook.com/&quot;&gt;Portfolio Optimization Book&lt;/a&gt; - Prof. Daniel Palomar&#39;s Portfolio Optimization Book. &lt;a href=&quot;https://github.com/dppalomar/pob&quot;&gt;GitHub&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Commercial &amp;amp; Proprietary Services&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://chartscout.io&quot;&gt;Chartscout&lt;/a&gt; - Real-time cryptocurrency chart pattern detection with automated alerts across multiple exchanges.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://daytradingbench.com&quot;&gt;DayTradingBench&lt;/a&gt; - Live autonomous benchmark that evaluates LLM trading performance on DAX and Nasdaq indices using identical strategies and real-time market data. API access available.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://cointester.io&quot;&gt;CoinTester&lt;/a&gt; - No-code crypto backtesting platform with 100+ indicators, AI sentiment signals, and 5+ years of historical data across 1,000+ trading pairs.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://gomacro.ai&quot;&gt;goMacro.ai&lt;/a&gt; - AI-powered economic calendar with institutional-grade insights, bull/bear/base case scenario planning for NFP, CPI, PPI and other macro data releases.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://stockainsights.com&quot;&gt;StockAInsights&lt;/a&gt; - AI-extracted financial statements API covering SEC filings including foreign filers (20-F, 6-K, 40-F), normalized quarterly and annual data from 2014+.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://usebolsai.com&quot;&gt;bolsai&lt;/a&gt; - REST API and MCP server for Brazilian stock market data (B3). Covers 350+ stocks, 400+ FIIs with fundamentals (27+ indicators), dividends, historical prices, financials, and macro indicators sourced from B3, CVM, and BCB.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://brapi.dev/&quot;&gt;brapi.dev&lt;/a&gt; - Brazilian stock market data API for B3/Bovespa quotes, historical OHLCV, dividends, and fundamentals.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://13finsight.com/&quot;&gt;13F Insight&lt;/a&gt; - Track institutional investor 13F holdings with AI-powered analysis, position change alerts, and filing summaries.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://earningsfeed.com/api&quot;&gt;Earnings Feed&lt;/a&gt; - Real-time SEC filings, insider trades, and institutional holdings API.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://financialdata.net/&quot;&gt;Financial Data&lt;/a&gt; - Stock Market and Financial Data API.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://agent-gateway-kappa.vercel.app&quot;&gt;Frostbyte&lt;/a&gt; - Real-time crypto prices for 500+ tokens via REST API with free tier, DeFi swap routing and portfolio tracking.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.developer.saxo/&quot;&gt;SaxoOpenAPI&lt;/a&gt; - Saxo Bank financial data API.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://rtpr.io&quot;&gt;RTPR&lt;/a&gt; - Real-time press release API delivering news from Business Wire, PR Newswire, and GlobeNewswire with sub-500ms latency. REST and WebSocket APIs for financial applications. Python and Node.js SDKs available.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://data.nasdaq.com/tools/full-list&quot;&gt;Nasdaq Data Link&lt;/a&gt; - Financial data API with support for R, Python, Excel, Ruby, and many other languages (formerly Quandl).&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://parsecfinance.com&quot;&gt;Parsec&lt;/a&gt; - Prediction market API with Python SDK for normalized data and execution across 5 prediction market exchanges. Free tier: 10K requests/month.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://portfoliooptimizer.io/&quot;&gt;Portfolio Optimizer&lt;/a&gt; - Portfolio Optimizer is a Web API for portfolio analysis and optimization.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://dashboard.nbshare.io/apps/reddit/api/&quot;&gt;Reddit WallstreetBets API&lt;/a&gt; - Provides daily top 50 stocks from reddit (subreddit) Wallstreetbets and their sentiments via the API.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://agents.systemr.ai&quot;&gt;System R&lt;/a&gt; - AI-native risk intelligence API for trading agents. Position sizing, risk validation, and system health in one call.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://telonex.io&quot;&gt;Telonex&lt;/a&gt; - Tick-level prediction market data (trades, quotes, orderbooks, on-chain fills) via REST API and Python SDK.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.valueray.com/api&quot;&gt;ValueRay&lt;/a&gt; - Technical, quantitative and sentiment data for stocks and ETFs with risk metrics, peer percentiles and market regime signals. Optimized for AI/LLM agents.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://vertdata.com&quot;&gt;VertData&lt;/a&gt; - Institutional-grade financial intelligence platform. Track 43K+ congressional trades (STOCK Act), SEC insider Form 4 filings, 25 superinvestor 13F portfolios, CFTC futures positioning, ARK ETF holdings, and short interest — all scored by AI for signal strength.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://keeprule.com/&quot;&gt;KeepRule&lt;/a&gt; - Curated library of decision-making principles and investment wisdom from masters like Buffett and Munger, featuring mental models for better investment thinking.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.ml-quant.com/&quot;&gt;ML-Quant&lt;/a&gt; - Top Quant resources like ArXiv (sanity), SSRN, RePec, Journals, Podcasts, Videos, and Blogs.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://realmarketapi.com/&quot;&gt;RealMarketAPI&lt;/a&gt; - Provides ultra-low latency market data for gold, forex, crypto, and stocks via REST, WebSocket, and MCP—built for speed, reliability, and scale.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://webb-database.com/&quot;&gt;Webb Database&lt;/a&gt; - Aggregates public financial data from HKEX, the SFC, the Hong Law Society, UK Companies House and other sources, has searchable datasets on listed companies, many in machine-readable formats.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://gitdealflow.com&quot;&gt;GitDealFlow&lt;/a&gt; - Alternative-data signal platform ranking early-stage private companies by GitHub stars-per-day, hiring velocity, and package-registry adoption. Free weekly signal report, Chrome extension overlay on Crunchbase/AngelList, and MCP server on npm for LLM agent access.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Related Lists&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/vibeyclaw/awesome-sec-filings&quot;&gt;awesome-sec-filings&lt;/a&gt; - A curated list of tools, data sources, libraries, and resources for working with SEC filings (13F, 10-K, 10-Q, 8-K).&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/convexfi&quot;&gt;CONVEXFI&lt;/a&gt; - Official GitHub organization for the convex research group at the Hong Kong University of Science and Technology (HKUST).&lt;/li&gt; 
&lt;/ul&gt;</description>
      
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    </item>
    
    <item>
      <title>tractorjuice/arc-kit</title>
      <link>https://github.com/tractorjuice/arc-kit</link>
      <description>&lt;p&gt;Enterprise Architecture Governance &amp; Vendor Procurement Toolkit&lt;/p&gt;&lt;hr&gt;&lt;h1&gt;ArcKit - Enterprise Architecture Governance Toolkit&lt;/h1&gt; 
&lt;p&gt;&lt;a href=&quot;https://github.com/tractorjuice/arc-kit/stargazers&quot;&gt;&lt;img src=&quot;https://img.shields.io/github/stars/tractorjuice/arc-kit?style=flat&amp;amp;logo=github&quot; alt=&quot;GitHub Stars&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://github.com/tractorjuice/arc-kit/network/members&quot;&gt;&lt;img src=&quot;https://img.shields.io/github/forks/tractorjuice/arc-kit?style=flat&amp;amp;logo=github&quot; alt=&quot;GitHub Forks&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/LICENSE&quot;&gt;&lt;img src=&quot;https://img.shields.io/github/license/tractorjuice/arc-kit&quot; alt=&quot;License: MIT&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://github.com/tractorjuice/arc-kit/releases&quot;&gt;&lt;img src=&quot;https://img.shields.io/github/v/release/tractorjuice/arc-kit&quot; alt=&quot;Latest Release&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://github.com/tractorjuice/arc-kit/issues&quot;&gt;&lt;img src=&quot;https://img.shields.io/github/issues/tractorjuice/arc-kit&quot; alt=&quot;GitHub Issues&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://deepwiki.com/tractorjuice/arc-kit&quot;&gt;&lt;img src=&quot;https://deepwiki.com/badge.svg?sanitize=true&quot; alt=&quot;Ask DeepWiki&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/docs/assets/arckit-banner-light.svg?sanitize=true&quot; alt=&quot;ArcKit - Enterprise Architecture Governance Toolkit&quot; /&gt;&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;Build better enterprise architecture through structured governance, vendor procurement, and design review workflows.&lt;/strong&gt;&lt;/p&gt; 
&lt;p&gt;ArcKit is a toolkit for enterprise architects that transforms architecture governance from scattered documents into a systematic, AI-assisted workflow for:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;🏛️ Establishing and enforcing architecture principles&lt;/li&gt; 
 &lt;li&gt;👥 Analyzing stakeholder drivers, goals, and outcomes&lt;/li&gt; 
 &lt;li&gt;🛡️ Risk management (HM Treasury Orange Book)&lt;/li&gt; 
 &lt;li&gt;💼 Business case justification (HM Treasury Green Book SOBC)&lt;/li&gt; 
 &lt;li&gt;📋 Creating comprehensive requirements documents&lt;/li&gt; 
 &lt;li&gt;🗄️ Data modeling with ERD, GDPR compliance, and data governance&lt;/li&gt; 
 &lt;li&gt;🔬 Technology research with build vs buy analysis (web search powered)&lt;/li&gt; 
 &lt;li&gt;☁️ Azure-specific research using Microsoft Learn MCP for authoritative documentation&lt;/li&gt; 
 &lt;li&gt;🗺️ Strategic planning with Wardley Mapping&lt;/li&gt; 
 &lt;li&gt;📊 Generating visual architecture diagrams (Mermaid)&lt;/li&gt; 
 &lt;li&gt;🤝 Managing vendor RFP and selection processes&lt;/li&gt; 
 &lt;li&gt;✅ Conducting formal design reviews (HLD/DLD)&lt;/li&gt; 
 &lt;li&gt;🔧 ServiceNow service management design&lt;/li&gt; 
 &lt;li&gt;🔗 Maintaining requirements traceability&lt;/li&gt; 
 &lt;li&gt;📎 Citation traceability for external documents (inline &lt;code&gt;[DOC-CN]&lt;/code&gt; markers with source quotes)&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;📖 The ArcKit Book&lt;/h2&gt; 
&lt;p&gt;A comprehensive book-length guide to ArcKit — covering every subsystem (commands, agents, hooks, skills, MCP servers, multi-AI distribution, templates, autoresearch) — now lives in its own repository: &lt;strong&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-book&quot;&gt;tractorjuice/arckit-book&lt;/a&gt;&lt;/strong&gt;.&lt;/p&gt; 
&lt;h2&gt;Star History&lt;/h2&gt; 
&lt;a href=&quot;https://www.star-history.com/?repos=tractorjuice%2Farc-kit&amp;amp;type=date&amp;amp;legend=top-left&quot;&gt; 
 &lt;picture&gt; 
  &lt;source media=&quot;(prefers-color-scheme: dark)&quot; srcset=&quot;https://api.star-history.com/chart?repos=tractorjuice/arc-kit&amp;amp;type=date&amp;amp;theme=dark&amp;amp;legend=top-left&amp;amp;v=20260420&quot; /&gt; 
  &lt;source media=&quot;(prefers-color-scheme: light)&quot; srcset=&quot;https://api.star-history.com/chart?repos=tractorjuice/arc-kit&amp;amp;type=date&amp;amp;legend=top-left&amp;amp;v=20260420&quot; /&gt; 
  &lt;img alt=&quot;Star History Chart&quot; src=&quot;https://api.star-history.com/chart?repos=tractorjuice/arc-kit&amp;amp;type=date&amp;amp;legend=top-left&amp;amp;v=20260420&quot; /&gt; 
 &lt;/picture&gt; &lt;/a&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Quick Start&lt;/h2&gt; 
&lt;h3&gt;Installation&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;Claude Code&lt;/strong&gt; (premier experience) — install the ArcKit plugin (requires &lt;strong&gt;v2.1.129+&lt;/strong&gt;):&lt;/p&gt; 
&lt;p&gt;First, make sure Claude Code is on the latest version:&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;claude install latest
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;Then in Claude Code:&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-text&quot;&gt;/plugin marketplace add tractorjuice/arc-kit
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;Then install from the Discover tab.&lt;/p&gt; 
&lt;blockquote&gt; 
 &lt;p&gt;&lt;strong&gt;Tip: lighter marketplace clone.&lt;/strong&gt; The command above clones the full arc-kit monorepo (~100 MB) because it hosts five other AI-assistant distributions, 147 vendored Wardley maps, and research docs you don&#39;t need. To fetch just the plugin&#39;s directories, add the marketplace via the CLI with &lt;code&gt;--sparse&lt;/code&gt;:&lt;/p&gt; 
 &lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;claude plugin marketplace add tractorjuice/arc-kit --sparse .claude-plugin arckit-claude
&lt;/code&gt;&lt;/pre&gt; 
 &lt;p&gt;This uses &lt;code&gt;git sparse-checkout&lt;/code&gt; to limit the clone to &lt;code&gt;.claude-plugin/&lt;/code&gt; (the marketplace catalog) and &lt;code&gt;arckit-claude/&lt;/code&gt; (the plugin itself). Works with Claude Code&#39;s documented marketplace sparse flag. Claude Code is the &lt;strong&gt;primary development platform&lt;/strong&gt; for ArcKit and provides the most complete experience: all 70 official commands (plus 46 community-contributed), 10 autonomous research agents, 5 automation hooks (session init, project context injection, filename enforcement, output validation, impact scan), bundled MCP servers (AWS Knowledge, Microsoft Learn, Google Developer Knowledge, govreposcrape), and automatic updates via the marketplace. See &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/#why-claude-code&quot;&gt;Why Claude Code?&lt;/a&gt; below.&lt;/p&gt; 
&lt;/blockquote&gt; 
&lt;blockquote&gt; 
 &lt;p&gt;&lt;strong&gt;Why v2.1.129?&lt;/strong&gt; Claude Code v2.1.129 moved the plugin manifest&#39;s &lt;code&gt;monitors&lt;/code&gt; (and &lt;code&gt;themes&lt;/code&gt;) keys under a top-level &lt;code&gt;experimental&lt;/code&gt; block — ArcKit&#39;s &lt;code&gt;stale-artifact-scan&lt;/code&gt; background monitor (which warns when &lt;code&gt;projects/&lt;/code&gt; artefacts are past their &lt;code&gt;Next Review Date&lt;/code&gt; or stuck in &lt;code&gt;DRAFT&lt;/code&gt; for 14+ days) is declared via that key and will not load on older clients. The same release also fixed a regression that was silently downgrading the &lt;code&gt;ENABLE_PROMPT_CACHING_1H&lt;/code&gt; 1-hour prompt cache TTL back to 5 minutes — the autoresearch + multi-command workflow guidance documented in this repo only delivers the promised 1h TTL on v2.1.129+. Carries forward the v2.1.121 unlocks: MCP &lt;code&gt;alwaysLoad&lt;/code&gt; eager-loads AWS Knowledge and Microsoft Learn tools at session start (skips a discovery round-trip on &lt;code&gt;/arckit:aws-research&lt;/code&gt; and &lt;code&gt;/arckit:azure-research&lt;/code&gt;), and PostToolUse &lt;code&gt;hookSpecificOutput.updatedToolOutput&lt;/code&gt; so provenance-stamp and manifest hooks surface their effects to the model in-band; the v2.1.118–119 release-flow unlocks: &lt;code&gt;claude plugin tag --dry-run&lt;/code&gt; validates plugin/marketplace version agreement, and the session-telemetry hook records &lt;code&gt;duration_ms&lt;/code&gt; on every tool call; the v2.1.117 unlocks: Opus 4.7 &lt;code&gt;/context&lt;/code&gt; correctly sized to 1M instead of 200K (long research sessions no longer autocompact early) and agent frontmatter &lt;code&gt;mcpServers&lt;/code&gt; loading for &lt;code&gt;--agent&lt;/code&gt; sessions; the v2.1.111+ unlocks: Opus 4.7 &lt;code&gt;xhigh&lt;/code&gt; effort tier, Auto mode without &lt;code&gt;--enable-auto-mode&lt;/code&gt;, read-only bash glob patterns without permission prompts; and the v2.1.97 fixes: &lt;code&gt;claude plugin update&lt;/code&gt; correctly detects new commits for git-based plugins (critical for ArcKit distribution), MCP HTTP/SSE memory leak fix (~50 MB/hr, affects ArcKit&#39;s 5 bundled servers), proper 429 exponential backoff (benefits 10 research agents), Stop/SubagentStop hooks no longer fail on long sessions (affects session-learner), and subagent working directory leak fix.&lt;/p&gt; 
&lt;/blockquote&gt; 
&lt;p&gt;&lt;strong&gt;Gemini CLI&lt;/strong&gt; — install the ArcKit extension:&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;gemini extensions install https://github.com/tractorjuice/arckit-gemini
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;Zero-config: all 70 official commands (plus 46 community-contributed overlays), templates, scripts, and bundled MCP servers (AWS Knowledge, Microsoft Learn). Updates via &lt;code&gt;gemini extensions update arckit&lt;/code&gt;.&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;GitHub Copilot&lt;/strong&gt; (VS Code) — install the ArcKit CLI and scaffold prompt files:&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;# Install with pip
pip install git+https://github.com/tractorjuice/arc-kit.git

# Scaffold a project with Copilot prompt files
arckit init my-project --ai copilot
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;Creates &lt;code&gt;.github/prompts/arckit-*.prompt.md&lt;/code&gt; (80 prompt files), &lt;code&gt;.github/agents/arckit-*.agent.md&lt;/code&gt; (10 custom agents), and &lt;code&gt;.github/copilot-instructions.md&lt;/code&gt; (repo-wide context). Invoke commands in Copilot Chat as &lt;code&gt;/arckit-requirements&lt;/code&gt;, &lt;code&gt;/arckit-stakeholders&lt;/code&gt;, etc.&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;Codex CLI&lt;/strong&gt; — install the ArcKit CLI:&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;# Install with pip
pip install git+https://github.com/tractorjuice/arc-kit.git

# Or with uv
uv tool install arckit-cli --from git+https://github.com/tractorjuice/arc-kit.git

# Or run without installing
uvx --from git+https://github.com/tractorjuice/arc-kit.git arckit init my-project
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;&lt;strong&gt;Latest Release&lt;/strong&gt;: &lt;a href=&quot;https://github.com/tractorjuice/arc-kit/releases/tag/v4.20.3&quot;&gt;v4.20.3&lt;/a&gt;&lt;/p&gt; 
&lt;h3&gt;Platform Support&lt;/h3&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Platform&lt;/th&gt; 
   &lt;th&gt;Claude Code Plugin&lt;/th&gt; 
   &lt;th&gt;Gemini CLI Extension&lt;/th&gt; 
   &lt;th&gt;GitHub Copilot&lt;/th&gt; 
   &lt;th&gt;Codex / OpenCode CLI&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;macOS&lt;/td&gt; 
   &lt;td&gt;Full support&lt;/td&gt; 
   &lt;td&gt;Full support&lt;/td&gt; 
   &lt;td&gt;Full support&lt;/td&gt; 
   &lt;td&gt;Full support&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;Linux&lt;/td&gt; 
   &lt;td&gt;Full support&lt;/td&gt; 
   &lt;td&gt;Full support&lt;/td&gt; 
   &lt;td&gt;Full support&lt;/td&gt; 
   &lt;td&gt;Full support&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;Windows (WSL2)&lt;/td&gt; 
   &lt;td&gt;Full support&lt;/td&gt; 
   &lt;td&gt;Full support&lt;/td&gt; 
   &lt;td&gt;Full support&lt;/td&gt; 
   &lt;td&gt;Full support&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;Windows (native)&lt;/td&gt; 
   &lt;td&gt;Full support&lt;/td&gt; 
   &lt;td&gt;Full support&lt;/td&gt; 
   &lt;td&gt;Full support&lt;/td&gt; 
   &lt;td&gt;Partial&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;&lt;strong&gt;Windows users&lt;/strong&gt;: The Claude Code plugin, Gemini CLI extension, and GitHub Copilot prompt files work natively on all platforms. For Codex CLI / OpenCode CLI on native Windows (without WSL), some commands containing inline bash snippets may require &lt;a href=&quot;https://git-scm.com/downloads/win&quot;&gt;Git Bash&lt;/a&gt; or &lt;a href=&quot;https://learn.microsoft.com/en-us/windows/wsl/install&quot;&gt;WSL2&lt;/a&gt;. We recommend WSL2 for the best experience.&lt;/p&gt; 
&lt;h3&gt;Initialize a Project&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;Claude Code&lt;/strong&gt;: No initialization needed — the plugin provides everything.&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;GitHub Copilot&lt;/strong&gt; (VS Code):&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;# Create a new architecture governance project
arckit init payment-modernization --ai copilot

# Or initialize in current directory
arckit init . --ai copilot
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;&lt;strong&gt;OpenCode CLI&lt;/strong&gt;:&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;# Create a new architecture governance project
arckit init payment-modernization --ai opencode

# Or initialize in current directory
arckit init . --ai opencode
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;&lt;strong&gt;Codex CLI&lt;/strong&gt;:&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;# Create a new architecture governance project
arckit init payment-modernization --ai codex

# Minimal install (skip docs and guides)
arckit init payment-modernization --ai codex --minimal

# Or initialize in current directory
arckit init . --ai codex
&lt;/code&gt;&lt;/pre&gt; 
&lt;h3&gt;Start Using ArcKit&lt;/h3&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;# GitHub Copilot (VS Code)
cd payment-modernization &amp;amp;&amp;amp; code .
# In Copilot Chat, use ArcKit commands:
/arckit-principles Create principles for a financial services company
/arckit-requirements Build a payment processing system...

# Codex CLI
cd payment-modernization
codex
# Inside your AI assistant, use ArcKit commands:
/arckit.principles Create principles for a financial services company
/arckit.requirements Build a payment processing system...
/arckit.sow Generate RFP for vendor selection
&lt;/code&gt;&lt;/pre&gt; 
&lt;h3&gt;Upgrading&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;Claude Code plugin&lt;/strong&gt;: Updates are automatic via the marketplace — no action needed.&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;Gemini CLI extension&lt;/strong&gt;: Updates via &lt;code&gt;gemini extensions update arckit&lt;/code&gt;.&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;GitHub Copilot&lt;/strong&gt;: Re-run &lt;code&gt;arckit init --here --ai copilot&lt;/code&gt; to update prompt files, agents, and instructions.&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;Codex CLI&lt;/strong&gt;:&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;# Step 1: Upgrade the CLI tool
pip install --upgrade git+https://github.com/tractorjuice/arc-kit.git
# Or with uv:
uv tool upgrade arckit-cli --from git+https://github.com/tractorjuice/arc-kit.git

# Step 2: Update your existing project (re-run init in place)
cd /path/to/your-existing-project
arckit init --here --ai codex
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;This updates commands, templates, scripts, and agents while &lt;strong&gt;preserving&lt;/strong&gt; your project data (&lt;code&gt;projects/&lt;/code&gt;) and custom templates (&lt;code&gt;.arckit/templates-custom/&lt;/code&gt;).&lt;/p&gt; 
&lt;p&gt;If upgrading from v0.x, you may also need to migrate legacy filenames — see the &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/docs/guides/upgrading.md&quot;&gt;upgrading guide&lt;/a&gt; for full details.&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h3&gt;Explore Example Outputs&lt;/h3&gt; 
&lt;p&gt;Public demonstration repositories showcase complete ArcKit deliverables:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;NHS Appointment Booking&lt;/strong&gt; — &lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v7-nhs-appointment&quot;&gt;arckit-test-project-v7-nhs-appointment&lt;/a&gt;: Digital health platform with NHS Spine integration and GDPR safeguards.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;M365 GCC-H Migration&lt;/strong&gt; — &lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v1-m365&quot;&gt;arckit-test-project-v1-m365&lt;/a&gt;: Government cloud migration with compliance mapping and change management.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;HMRC Tax Assistant&lt;/strong&gt; — &lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v2-hmrc-chatbot&quot;&gt;arckit-test-project-v2-hmrc-chatbot&lt;/a&gt;: Conversational AI service covering PII protection and bilingual support.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Windows 11 Deployment&lt;/strong&gt; — &lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v3-windows11&quot;&gt;arckit-test-project-v3-windows11&lt;/a&gt;: Enterprise OS rollout with policy migration and security baselines.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Patent Application System&lt;/strong&gt; — &lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v6-patent-system&quot;&gt;arckit-test-project-v6-patent-system&lt;/a&gt;: Intellectual property workflow automation using &lt;a href=&quot;http://GOV.UK&quot;&gt;GOV.UK&lt;/a&gt; Pay and Notify.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;ONS Data Platform&lt;/strong&gt; — &lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v8-ons-data-platform&quot;&gt;arckit-test-project-v8-ons-data-platform&lt;/a&gt;: Official statistics analytics environment with Five Safes governance.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Cabinet Office GenAI Platform&lt;/strong&gt; — &lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v9-cabinet-office-genai&quot;&gt;arckit-test-project-v9-cabinet-office-genai&lt;/a&gt;: Cross-government GenAI platform with responsible AI guardrails.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;UK Government Training Marketplace&lt;/strong&gt; — &lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v10-training-marketplace&quot;&gt;arckit-test-project-v10-training-marketplace&lt;/a&gt;: AI training procurement platform with multi-sided marketplace design.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;National Highways Data Architecture&lt;/strong&gt; — &lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v11-national-highways-data&quot;&gt;arckit-test-project-v11-national-highways-data&lt;/a&gt;: Strategic road network data platform modernization.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Scottish Courts GenAI&lt;/strong&gt; — &lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v14-scottish-courts&quot;&gt;arckit-test-project-v14-scottish-courts&lt;/a&gt;: Scottish Courts and Tribunals Service GenAI strategy with comprehensive MLOps and FinOps.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Doctors Appointment System&lt;/strong&gt; — &lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v16-doctors-appointment&quot;&gt;arckit-test-project-v16-doctors-appointment&lt;/a&gt;: Online appointment booking system with NHS integration.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;UK Fuel Price Transparency&lt;/strong&gt; — &lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v17-fuel-prices&quot;&gt;arckit-test-project-v17-fuel-prices&lt;/a&gt;: UK Government fuel price transparency service with real-time pricing data.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Smart Meter Consumer App&lt;/strong&gt; — &lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v18-smart-meter&quot;&gt;arckit-test-project-v18-smart-meter&lt;/a&gt;: UK Smart Meter data consumer mobile app with DCC/SMIP integration.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;UK Government API Aggregator&lt;/strong&gt; — &lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v19-gov-api-aggregator&quot;&gt;arckit-test-project-v19-gov-api-aggregator&lt;/a&gt;: Unified access to 240+ UK Government APIs across 34+ departments.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Why ArcKit?&lt;/h2&gt; 
&lt;h3&gt;Problem: Architecture Governance is Broken&lt;/h3&gt; 
&lt;p&gt;Traditional enterprise architecture suffers from:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;❌ Scattered documents across tools (Word, Confluence, PowerPoint)&lt;/li&gt; 
 &lt;li&gt;❌ Inconsistent governance enforcement&lt;/li&gt; 
 &lt;li&gt;❌ Manual vendor evaluation with bias&lt;/li&gt; 
 &lt;li&gt;❌ Lost traceability between requirements and design&lt;/li&gt; 
 &lt;li&gt;❌ Stale documentation that doesn&#39;t match reality&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Solution: Structured, AI-Assisted Governance&lt;/h3&gt; 
&lt;p&gt;ArcKit provides:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;✅ &lt;strong&gt;Template-Driven Quality&lt;/strong&gt;: Comprehensive templates ensure nothing is forgotten&lt;/li&gt; 
 &lt;li&gt;✅ &lt;strong&gt;Systematic Workflows&lt;/strong&gt;: Clear processes from requirements → procurement → design review&lt;/li&gt; 
 &lt;li&gt;✅ &lt;strong&gt;AI Assistance&lt;/strong&gt;: Let AI handle document generation, you focus on decisions&lt;/li&gt; 
 &lt;li&gt;✅ &lt;strong&gt;Enforced Traceability&lt;/strong&gt;: Automatic gap detection and coverage analysis&lt;/li&gt; 
 &lt;li&gt;✅ &lt;strong&gt;Version Control&lt;/strong&gt;: Git-based workflow for all architecture artifacts&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;h2&gt;UK Government Compliance&lt;/h2&gt; 
&lt;p&gt;ArcKit includes dedicated commands for UK public sector delivery:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.tcop&lt;/code&gt; — Assess all 13 Technology Code of Practice points across delivery phases.&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.ai-playbook&lt;/code&gt; — Produce responsible AI assessments aligned to the UK Government AI Playbook and ATRS.&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.secure&lt;/code&gt; — Generate Secure by Design artefacts covering NCSC CAF, Cyber Essentials, and UK GDPR controls.&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.mod-secure&lt;/code&gt; — Map MOD Secure by Design requirements (JSP 440, IAMM, clearance pathways).&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.jsp-936&lt;/code&gt; — Deliver JSP 936 AI assurance packs for defence AI systems.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;See the demo repositories for end-to-end examples, especially &lt;code&gt;arckit-test-project-v7-nhs-appointment&lt;/code&gt; (civilian services) and &lt;code&gt;arckit-test-project-v9-cabinet-office-genai&lt;/code&gt; (AI governance).&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;EU, French &amp;amp; Austrian Regulatory Compliance (Community)&lt;/h2&gt; 
&lt;blockquote&gt; 
 &lt;p&gt;⚠️ &lt;strong&gt;Community-contributed.&lt;/strong&gt; EU and French commands are domain-maintained by &lt;a href=&quot;https://github.com/thomas-jardinet&quot;&gt;@thomas-jardinet&lt;/a&gt;; Austrian commands are a seed contribution inviting an Austrian domain maintainer. The 21 commands below cover EU regulations (GDPR, NIS2, AI Act, DORA, CRA, DSA, Data Act), French government standards (SecNumCloud, ANSSI, EBIOS, CNIL, DINUM, etc.), and Austrian government standards (DSG, NISG 2024, BVergG 2018). They are not part of the officially-maintained baseline — output should be reviewed by qualified DPO / CISO / Vergabejurist / legal counsel before reliance, and citations may lag current source text. Each command surfaces with a &lt;code&gt;[COMMUNITY]&lt;/code&gt; prefix in &lt;code&gt;/help&lt;/code&gt; listings and renders a warning banner before generating.&lt;/p&gt; 
&lt;/blockquote&gt; 
&lt;p&gt;&lt;strong&gt;EU regulations&lt;/strong&gt; (member-state-neutral baselines, applicable across EU/EEA):&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.eu-rgpd&lt;/code&gt; — GDPR (EU 2016/679) compliance assessment — legal basis, data subject rights, transfers, DPIA screening, breach notification&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.eu-nis2&lt;/code&gt; — NIS2 Directive — operators of essential / important entities, Article 21 measures, incident reporting timelines&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.eu-ai-act&lt;/code&gt; — EU AI Act (Regulation 2024/1689) — risk classification (prohibited / high-risk / GPAI), conformity routes&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.eu-dora&lt;/code&gt; — Digital Operational Resilience Act (EU 2022/2554) — financial sector ICT risk, TLPT, third-party register&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.eu-cra&lt;/code&gt; — Cyber Resilience Act (Regulation 2024/2847) — products with digital elements, SBOM, VDP, CE marking&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.eu-dsa&lt;/code&gt; — Digital Services Act (Regulation 2022/2065) — intermediaries, platforms, VLOPs, ARCOM&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.eu-data-act&lt;/code&gt; — Data Act (Regulation 2023/2854) — connected products, B2B FRAND, cloud switching, Article 27&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;French government&lt;/strong&gt; (apply on top of the EU baseline for French deployments):&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.fr-secnumcloud&lt;/code&gt; — SecNumCloud 3.2 qualification (sovereign cloud, OIV/OSE, extraterritorial risk)&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.fr-dinum&lt;/code&gt; — DINUM standards: RGI, RGAA, RGESN, RGS, doctrine cloud de l&#39;État, FranceConnect, DSFR&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.fr-marche-public&lt;/code&gt; — French public procurement (code de la commande publique, UGAP, sovereignty clauses)&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.fr-rgpd&lt;/code&gt; — CNIL-specific GDPR layer (cookies Délibération 2020-091, HDS, age 15, DPO registration)&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.fr-ebios&lt;/code&gt; — EBIOS Risk Manager — 5-workshop study (VM/ER/SR/CO/SS/SO/MS IDs, MITRE ATT&amp;amp;CK, homologation)&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.fr-anssi&lt;/code&gt; — ANSSI Guide d&#39;hygiène informatique (42 measures) + cloud security recommendations&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.fr-anssi-carto&lt;/code&gt; — ANSSI SI cartography across business / application / system / network levels&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.fr-dr&lt;/code&gt; — Diffusion Restreinte handling under II 901 / SGDSN / ANSSI&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.fr-algorithme-public&lt;/code&gt; — Public algorithm transparency notice (Article L311-3-1 CRPA, Loi République Numérique)&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.fr-pssi&lt;/code&gt; — Information System Security Policy (PSSI) per ANSSI / RGS&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.fr-code-reuse&lt;/code&gt; — Public code reuse assessment (&lt;a href=&quot;http://code.gouv.fr&quot;&gt;code.gouv.fr&lt;/a&gt;, SILL, EUPL) — build-vs-reuse decision matrix&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;Austrian government&lt;/strong&gt; (apply on top of the EU baseline for Austrian deployments — seed contribution pending a domain maintainer):&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.at-dsgvo&lt;/code&gt; — Austrian DSG layer on GDPR (§§12–13 image processing, ELGA/GTelG health, §96a ArbVG employee monitoring, age 14 consent, DSB enforcement)&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.at-nisg&lt;/code&gt; — Austrian NISG 2024 (NIS2 transposition) — Essential/Important designation, GovCERT reporting, KSÖ, AT sectoral authorities&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.at-bvergg&lt;/code&gt; — Bundesvergabegesetz 2018 procurement — Oberschwellen/Unterschwellen, ANKÖ publication, Bestbieterprinzip, BVwG review&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;These layer cleanly on the existing baseline — &lt;code&gt;fr-rgpd&lt;/code&gt; / &lt;code&gt;at-dsgvo&lt;/code&gt; extend &lt;code&gt;eu-rgpd&lt;/code&gt;, &lt;code&gt;fr-pssi&lt;/code&gt; / &lt;code&gt;at-nisg&lt;/code&gt; reference &lt;code&gt;eu-nis2&lt;/code&gt;, and &lt;code&gt;fr-secnumcloud&lt;/code&gt; integrates with &lt;code&gt;arckit.research&lt;/code&gt; and &lt;code&gt;arckit.evaluate&lt;/code&gt; for procurement workflows. Austrian commands carry extra &lt;code&gt;[NEEDS VERIFICATION]&lt;/code&gt; markers reflecting their seed status — a future domain maintainer is expected to tighten the citations.&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Canada Federal Overlay (12 commands)&lt;/h2&gt; 
&lt;p&gt;Federal Canadian regulatory baseline as a &lt;code&gt;[COMMUNITY]&lt;/code&gt; overlay — covering FITAA (Bill C-70 2024), federal privacy and access (Privacy Act, ATI Act), Treasury Board Directive on Automated Decision-Making, Charter rights design review, ITSG-33 + Standard on Security Categorization, Security of Information Act handling, GC Cloud sovereign residency, GC Digital Standards conformance, Official Languages Act, federal procurement (PSPC + PSAB), and First Nations OCAP® data sovereignty.&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Command&lt;/th&gt; 
   &lt;th&gt;Type code&lt;/th&gt; 
   &lt;th&gt;Purpose&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit:ca-fitaa&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;FITAA&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Foreign Influence Transparency and Accountability Act compliance assessment&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit:ca-pia&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;PIA&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Privacy Impact Assessment per Privacy Act + TBS Directive on PIA&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit:ca-atip&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;ATIP&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Access to Information / Privacy Act reconciliation and severance design&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit:ca-aia&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;AIA&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Algorithmic Impact Assessment per TBS Directive on Automated Decision-Making (Levels I–IV)&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit:ca-charter&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;CHRT&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Charter rights design review (s.2 / s.7 / s.8 / s.15) with Oakes proportionality&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit:ca-itsg-33&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;ITSG&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;ITSG-33 Statement of Applicability + Standard on Security Categorization&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit:ca-soia&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;SOIA&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Security of Information Act handling plan for SECRET / TOP SECRET systems&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit:ca-cloud-residency&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;CACR&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;GC Cloud sovereign residency assessment with CLOUD-Act analysis&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit:ca-gc-digital-standards&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;DIGSTD&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Government of Canada Digital Standards conformance scorecard&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit:ca-ola&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;OLA&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Official Languages Act review (Parts IV / V / VI)&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit:ca-pspc&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;PROC&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Federal procurement strategy (PSPC Supply Manual + PSAB 5%)&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit:ca-ocap&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;OCAP&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;First Nations OCAP® sovereignty assessment with FNIGC pre-engagement gate&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;blockquote&gt; 
 &lt;p&gt;&lt;strong&gt;Help wanted&lt;/strong&gt;: looking for a Canadian federal enterprise architect to co-maintain this overlay. Open an issue or DM @tractorjuice.&lt;/p&gt; 
&lt;/blockquote&gt; 
&lt;hr /&gt; 
&lt;h2&gt;UAE Federal Overlay (Community-contributed)&lt;/h2&gt; 
&lt;blockquote&gt; 
 &lt;p&gt;⚠️ &lt;strong&gt;Community-contributed overlay.&lt;/strong&gt; The 12 commands below cover UAE federal regulatory and digital-government instruments and ship as a &lt;strong&gt;community-contributed overlay&lt;/strong&gt; (not part of the officially-maintained baseline of 68). They are anchored on the UAE Cabinet decree of 23 April 2026 mandating that 50% of federal services run on agentic AI by April 2028, and on the federal data, identity, AI governance, and procurement frameworks the decree references. The overlay is currently solo-maintained by @tractorjuice; a UAE domain co-maintainer is being recruited before the overlay can be re-evaluated for official-baseline promotion. Six citations are flagged &lt;code&gt;[NEEDS VERIFICATION]&lt;/code&gt; pending Executive Regulations and authority confirmations — see &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/docs/guides/uae-overlay-maintenance.md&quot;&gt;&lt;code&gt;docs/guides/uae-overlay-maintenance.md&lt;/code&gt;&lt;/a&gt;. Output should be reviewed by qualified UAE federal compliance counsel before reliance.&lt;/p&gt; 
&lt;/blockquote&gt; 
&lt;p&gt;Set &lt;code&gt;governance_framework: UAE Federal&lt;/code&gt; and &lt;code&gt;classification_scheme: UAE Smart Data&lt;/code&gt; in plugin userConfig to switch the Document Control header into UAE Smart Data classification rendering across every artefact.&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;Federal data and security&lt;/strong&gt;:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.uae-classification&lt;/code&gt; — UAE Smart Data Classification Register (Open / Shared / Confidential / Secret / Top Secret) with handling rules and declassification schedule&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.uae-pdpl&lt;/code&gt; — Federal Decree-Law No. 45 of 2021 (PDPL) compliance assessment — DPIA, lawful-basis register, data-subject-rights procedure, cross-border transfer log&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.uae-ias&lt;/code&gt; — UAE Cybersecurity Council Information Assurance Standard v2 — Statement of Applicability against 188 controls (60 management M1–M6, 128 technical T1–T9), priority-tiered P1–P4&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.uae-cloud-residency&lt;/code&gt; — National Cloud Security Policy v2 sovereign cloud assessment — per-classification residency, approved CSPs (Core42 / G42, Microsoft UAE North/Central, TDRA FedNet, e&amp;amp; Sovereign Launchpad on AWS), shared-responsibility matrix, exit/portability plan&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;Federal identity&lt;/strong&gt;:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.uae-uaepass&lt;/code&gt; — UAE Pass integration design (OIDC/OAuth flow, claim mapping, Basic vs Verified profile selection, Service Provider onboarding, e-signature audit trail)&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;Cabinet instruments&lt;/strong&gt;:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.uae-zero-bureaucracy&lt;/code&gt; — Service Catalogue review under the UAE Code for Government Services and Zero Bureaucracy programme&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.uae-digital-records&lt;/code&gt; — Digital Records Plan under the UAE Government Services Digital Records Policy (source-of-truth register per service, retention schedule, official-source designation)&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.uae-data-sharing&lt;/code&gt; — Data Sharing Agreement under the UAE Government Services Data Sharing Policy (&quot;collect once, use securely&quot;) with PDPL lawful basis per share&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.uae-priorities-alignment&lt;/code&gt; — National Priorities Alignment Statement under the UAE Federal Government Guide — reuse-vs-build, capability-reuse register (UAE Pass, FedNet), strategy alignment to NIS 2031 / AI 2031 / We the UAE 2031&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;AI governance&lt;/strong&gt;:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.uae-ai-charter&lt;/code&gt; — UAE Charter for the Development and Use of AI compliance assessment (12 principles)&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.uae-ai-autonomy-tier&lt;/code&gt; — Three-tier AI autonomy posture (Tier 1 internal-productivity, Tier 2 investor-facing-with-approval, Tier 3 regulated/financial) with per-tier guard-rails, approval gates, audit obligations, tier-promotion criteria&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;Procurement&lt;/strong&gt;:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;code&gt;/arckit.uae-procurement&lt;/code&gt; — Federal procurement strategy under Federal Decree-Law No. 11 of 2023 — ITT/RFP packs against MoF Digital Procurement Platform templates, In-Country Value (ICV) plan, evaluation report structure, contract register&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;The commands chain together in a canonical order from &lt;code&gt;principles → uae-classification → uae-pdpl → uae-ias → uae-cloud-residency → uae-uaepass → uae-zero-bureaucracy → uae-digital-records → uae-data-sharing → uae-ai-charter → uae-ai-autonomy-tier → uae-priorities-alignment → uae-procurement → sobc → wardley → framework&lt;/code&gt;. The reference implementation is the &lt;code&gt;arckit-test-project-v20-uae-moi-ipad&lt;/code&gt; test repo. Full guide: &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/docs/guides/uae-overlay.md&quot;&gt;&lt;code&gt;docs/guides/uae-overlay.md&lt;/code&gt;&lt;/a&gt;.&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;The ArcKit Workflow&lt;/h2&gt; 
&lt;p&gt;ArcKit guides you through the enterprise architecture lifecycle:&lt;/p&gt; 
&lt;h3&gt;Phase 0: Project Planning&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.plan&lt;/code&gt;&lt;/strong&gt; → Create project plan with timeline, phases, and gates&lt;/p&gt; 
&lt;p&gt;Visualize your entire project delivery:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;GDS Agile Delivery phases (Discovery → Alpha → Beta → Live)&lt;/li&gt; 
 &lt;li&gt;Mermaid Gantt chart with timeline, dependencies, and milestones&lt;/li&gt; 
 &lt;li&gt;Workflow diagram showing gates and decision points&lt;/li&gt; 
 &lt;li&gt;Tailored timeline based on project complexity&lt;/li&gt; 
 &lt;li&gt;Integration of all ArcKit commands into schedule&lt;/li&gt; 
 &lt;li&gt;Gate approval criteria for governance&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Phase 1: Establish Governance&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.principles&lt;/code&gt;&lt;/strong&gt; → Create enterprise architecture principles&lt;/p&gt; 
&lt;p&gt;Define your organisation&#39;s architecture standards:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Cloud strategy (AWS/Azure/GCP)&lt;/li&gt; 
 &lt;li&gt;Security frameworks (Zero Trust, compliance)&lt;/li&gt; 
 &lt;li&gt;Technology standards&lt;/li&gt; 
 &lt;li&gt;FinOps and cost governance&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Phase 2: Stakeholder Analysis&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.stakeholders&lt;/code&gt;&lt;/strong&gt; → Analyze stakeholder drivers, goals, and outcomes&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;Do this BEFORE business case&lt;/strong&gt; to understand who cares about the project and why:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Identify all stakeholders (internal and external)&lt;/li&gt; 
 &lt;li&gt;Document underlying drivers (strategic, operational, financial, compliance, risk, personal)&lt;/li&gt; 
 &lt;li&gt;Map drivers to SMART goals&lt;/li&gt; 
 &lt;li&gt;Map goals to measurable outcomes&lt;/li&gt; 
 &lt;li&gt;Create Stakeholder → Driver → Goal → Outcome traceability&lt;/li&gt; 
 &lt;li&gt;Identify conflicts and synergies&lt;/li&gt; 
 &lt;li&gt;Define engagement and communication strategies&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Phase 3: Risk Assessment&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.risk&lt;/code&gt;&lt;/strong&gt; → Create comprehensive risk register (Orange Book)&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;Do this BEFORE business case&lt;/strong&gt; to identify and assess risks systematically:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Follow HM Treasury Orange Book 2023 framework&lt;/li&gt; 
 &lt;li&gt;Identify risks across 6 categories (Strategic, Operational, Financial, Compliance, Reputational, Technology)&lt;/li&gt; 
 &lt;li&gt;Assess inherent risk (before controls) and residual risk (after controls)&lt;/li&gt; 
 &lt;li&gt;Apply 4Ts response framework (Tolerate, Treat, Transfer, Terminate)&lt;/li&gt; 
 &lt;li&gt;Link every risk to stakeholder from RACI matrix&lt;/li&gt; 
 &lt;li&gt;Monitor risk appetite compliance&lt;/li&gt; 
 &lt;li&gt;Feed into SOBC Management Case Part E&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Phase 4: Business Case Justification&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.sobc&lt;/code&gt;&lt;/strong&gt; → Create Strategic Outline Business Case (SOBC)&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;Do this BEFORE requirements&lt;/strong&gt; to justify investment and secure approval:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Use HM Treasury Green Book 5-case model (Strategic, Economic, Commercial, Financial, Management)&lt;/li&gt; 
 &lt;li&gt;Analyze strategic options (Do Nothing, Minimal, Balanced, Comprehensive)&lt;/li&gt; 
 &lt;li&gt;Map benefits to stakeholder goals (complete traceability)&lt;/li&gt; 
 &lt;li&gt;Provide high-level cost estimates (Rough Order of Magnitude)&lt;/li&gt; 
 &lt;li&gt;Economic appraisal (ROI range, payback period)&lt;/li&gt; 
 &lt;li&gt;Procurement and funding strategy&lt;/li&gt; 
 &lt;li&gt;Governance and risk management (uses risk register)&lt;/li&gt; 
 &lt;li&gt;Enable go/no-go decision BEFORE detailed requirements work&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Phase 5: Define Requirements&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.requirements&lt;/code&gt;&lt;/strong&gt; → Document comprehensive requirements&lt;/p&gt; 
&lt;p&gt;Create detailed requirements &lt;strong&gt;informed by stakeholder goals&lt;/strong&gt; (if SOBC approved):&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Business requirements with rationale&lt;/li&gt; 
 &lt;li&gt;Functional requirements with acceptance criteria&lt;/li&gt; 
 &lt;li&gt;Non-functional requirements (performance, security, scalability, compliance)&lt;/li&gt; 
 &lt;li&gt;Integration requirements (upstream/downstream systems)&lt;/li&gt; 
 &lt;li&gt;Data requirements (DR-xxx)&lt;/li&gt; 
 &lt;li&gt;Success criteria and KPIs&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Phase 5.3: Platform Strategy Design (Optional - for Multi-Sided Platforms)&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.platform-design&lt;/code&gt;&lt;/strong&gt; → Design multi-sided platform strategy using Platform Design Toolkit&lt;/p&gt; 
&lt;p&gt;Use this phase when designing &lt;strong&gt;ecosystem-based platforms&lt;/strong&gt; (Government as a Platform, marketplaces, data platforms):&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;Ecosystem Canvas&lt;/strong&gt;: Map supply side, demand side, supporting entities with relationship diagrams&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Entity-Role Portraits&lt;/strong&gt;: Deep dive into 3-5 key entities (context, pressures, goals, gains)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Motivations Matrix&lt;/strong&gt;: Identify synergies and conflicts across entities with mitigation strategies&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Transactions Board&lt;/strong&gt;: Design 10-20 transactions with cost reduction analysis (search, information, negotiation, coordination, enforcement)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Learning Engine Canvas&lt;/strong&gt;: 5+ services that help participants improve (data, feedback loops, network effects)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Platform Experience Canvas&lt;/strong&gt;: Journey maps with business model and unit economics&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;MVP Canvas&lt;/strong&gt;: Liquidity bootstrapping strategy to solve chicken-and-egg problem&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Platform Design Canvas&lt;/strong&gt;: Synthesize all 8 canvases into cohesive platform strategy&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;UK Government Context&lt;/strong&gt;: Aligns with Government as a Platform (GaaP), TCoP Point 8 (share/reuse), Digital Marketplace&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;Use Cases&lt;/strong&gt;: NHS appointment booking, local authority data marketplaces, training procurement platforms, citizen services portals&lt;/p&gt; 
&lt;h3&gt;Phase 5.5: Data Modeling&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.data-model&lt;/code&gt;&lt;/strong&gt; → Create comprehensive data model with ERD&lt;/p&gt; 
&lt;p&gt;Create data model based on Data Requirements (DR-xxx):&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Visual Entity-Relationship Diagram (ERD) using Mermaid&lt;/li&gt; 
 &lt;li&gt;Detailed entity catalog with attributes, types, validation rules&lt;/li&gt; 
 &lt;li&gt;PII identification and GDPR/DPA 2018 compliance&lt;/li&gt; 
 &lt;li&gt;Data governance matrix (business owners, stewards, custodians)&lt;/li&gt; 
 &lt;li&gt;CRUD matrix showing component access patterns&lt;/li&gt; 
 &lt;li&gt;Data integration mapping (upstream sources, downstream consumers)&lt;/li&gt; 
 &lt;li&gt;Data quality framework with measurable metrics&lt;/li&gt; 
 &lt;li&gt;Requirements traceability (DR-xxx → Entity → Attribute)&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Phase 5.7: Data Protection Impact Assessment&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.dpia&lt;/code&gt;&lt;/strong&gt; → Generate &lt;a href=&quot;https://ico.org.uk/for-organisations/uk-gdpr-guidance-and-resources/accountability-and-governance/data-protection-impact-assessments-dpias/&quot;&gt;DPIA&lt;/a&gt; for UK GDPR Article 35 compliance&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;MANDATORY for high-risk processing&lt;/strong&gt; - assess privacy risks before technology selection:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;ICO 9-criteria automated screening (sensitive data, large scale, vulnerable subjects, AI/ML, etc.)&lt;/li&gt; 
 &lt;li&gt;Auto-populated from data model (entities, PII, special category data, lawful basis)&lt;/li&gt; 
 &lt;li&gt;Risk assessment focused on impact on individuals (privacy harm, discrimination)&lt;/li&gt; 
 &lt;li&gt;Data subject rights implementation checklist (SAR, deletion, portability)&lt;/li&gt; 
 &lt;li&gt;Children&#39;s data assessment (age verification, parental consent)&lt;/li&gt; 
 &lt;li&gt;AI/ML algorithmic processing assessment (bias, explainability, human oversight)&lt;/li&gt; 
 &lt;li&gt;ICO prior consultation flagging for high residual risks&lt;/li&gt; 
 &lt;li&gt;International transfer safeguards (SCCs, BCRs, adequacy decisions)&lt;/li&gt; 
 &lt;li&gt;Bidirectional links to risk register (DPIA-xxx risk IDs)&lt;/li&gt; 
 &lt;li&gt;Links mitigations to Secure by Design security controls&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Phase 5.8: Data Source Discovery&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.datascout&lt;/code&gt;&lt;/strong&gt; → Discover external data sources&lt;/p&gt; 
&lt;p&gt;Discover and evaluate external data sources to fulfil project data requirements:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Data needs extraction from DR/FR/INT/NFR requirements&lt;/li&gt; 
 &lt;li&gt;UK Government open data portals (&lt;a href=&quot;http://data.gov.uk&quot;&gt;data.gov.uk&lt;/a&gt;, ONS, NHS Digital, Companies House, OS Data Hub)&lt;/li&gt; 
 &lt;li&gt;Commercial API providers and data marketplaces&lt;/li&gt; 
 &lt;li&gt;Free/freemium APIs and open source datasets&lt;/li&gt; 
 &lt;li&gt;Weighted evaluation scoring (Requirements Fit, Data Quality, License &amp;amp; Cost, API Quality, Compliance, Reliability)&lt;/li&gt; 
 &lt;li&gt;Gap analysis for unmet data needs&lt;/li&gt; 
 &lt;li&gt;Data model impact assessment (new entities, attributes, sync strategy)&lt;/li&gt; 
 &lt;li&gt;Requirements traceability (every DR-xxx mapped to a source or flagged as gap)&lt;/li&gt; 
 &lt;li&gt;TCoP Point 10 compliance (Make Better Use of Data)&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Phase 6: Technology Research&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.research&lt;/code&gt;&lt;/strong&gt; → Research technology, services, and products&lt;/p&gt; 
&lt;p&gt;Research available solutions to meet requirements with build vs buy analysis:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Dynamic category detection from requirements (authentication, payments, databases, etc.)&lt;/li&gt; 
 &lt;li&gt;Commercial SaaS options with pricing, reviews, and ratings (WebSearch)&lt;/li&gt; 
 &lt;li&gt;Open source alternatives with GitHub stats and community maturity&lt;/li&gt; 
 &lt;li&gt;UK Government &lt;a href=&quot;http://GOV.UK&quot;&gt;GOV.UK&lt;/a&gt; platforms (One Login, Pay, Notify, Forms)&lt;/li&gt; 
 &lt;li&gt;Digital Marketplace suppliers (G-Cloud, DOS)&lt;/li&gt; 
 &lt;li&gt;Total Cost of Ownership (TCO) comparison (3-year)&lt;/li&gt; 
 &lt;li&gt;Build vs Buy vs Adopt recommendations&lt;/li&gt; 
 &lt;li&gt;Vendor shortlisting for deeper evaluation&lt;/li&gt; 
 &lt;li&gt;Integration with Wardley mapping (evolution positioning)&lt;/li&gt; 
 &lt;li&gt;Feeds into SOBC Economic Case (cost data, options analysis)&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Phase 6.5: Grants &amp;amp; Funding Research&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.grants&lt;/code&gt;&lt;/strong&gt; → Research UK government grants, charitable funding, and accelerator programmes&lt;/p&gt; 
&lt;p&gt;Identify and evaluate funding opportunities with eligibility scoring:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;UK Innovate UK grants and R&amp;amp;D funding (e.g. Smart Grants, KTP, SBRI)&lt;/li&gt; 
 &lt;li&gt;UK Research and Innovation (UKRI) funding calls&lt;/li&gt; 
 &lt;li&gt;Charitable foundations and philanthropic funding (e.g. National Lottery Heritage Fund, Wellcome Trust)&lt;/li&gt; 
 &lt;li&gt;Accelerator and incubator programmes (e.g. DCMS, DSIT-backed cohorts)&lt;/li&gt; 
 &lt;li&gt;EU Horizon Europe successor funding open to UK entities&lt;/li&gt; 
 &lt;li&gt;Eligibility scoring matrix against project requirements and stakeholder profile&lt;/li&gt; 
 &lt;li&gt;Application timeline, deadlines, and award values&lt;/li&gt; 
 &lt;li&gt;Strategic fit assessment (alignment with project goals and public sector context)&lt;/li&gt; 
 &lt;li&gt;Outputs a structured GRNT funding opportunity register&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Phase 7: Strategic Planning with Wardley Mapping&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.wardley&lt;/code&gt;&lt;/strong&gt; → Create strategic Wardley Maps&lt;/p&gt; 
&lt;p&gt;Visualize strategic positioning with:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Component evolution analysis (Genesis → Custom → Product → Commodity)&lt;/li&gt; 
 &lt;li&gt;Build vs Buy decision framework&lt;/li&gt; 
 &lt;li&gt;Vendor comparison and procurement strategy&lt;/li&gt; 
 &lt;li&gt;UK Government Digital Marketplace mapping&lt;/li&gt; 
 &lt;li&gt;Evolution predictions and strategic gameplay&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Phase 7.5: Strategic Roadmap&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.roadmap&lt;/code&gt;&lt;/strong&gt; → Create multi-year architecture roadmap&lt;/p&gt; 
&lt;p&gt;Create strategic roadmap for multi-year transformation programs:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;Multi-year timeline&lt;/strong&gt;: 3-5 year roadmap with Mermaid Gantt chart aligned to financial years (FY 2024/25, etc.)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Strategic themes&lt;/strong&gt;: Cloud migration, data modernization, security &amp;amp; compliance, DevOps transformation&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Capability evolution&lt;/strong&gt;: Maturity progression from L1 (Initial) to L5 (Optimized) over time&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Investment planning&lt;/strong&gt;: CAPEX/OPEX budget by financial year, ROI projections, benefits realization&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Governance framework&lt;/strong&gt;: ARB monthly, Programme Board monthly, Steering Committee quarterly&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Service Standard gates&lt;/strong&gt;: Alpha/Beta/Live assessment milestones (UK Government)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Dependencies&lt;/strong&gt;: Mermaid flowchart showing initiative sequencing and critical path&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Success metrics&lt;/strong&gt;: Cloud adoption %, technical debt reduction, deployment frequency, time to market&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Traceability&lt;/strong&gt;: Links roadmap themes to stakeholder drivers, architecture principles, requirements&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;UK Government specifics&lt;/strong&gt;: Spending Review alignment, TCoP compliance timeline, NCSC CAF progression&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;Use this when&lt;/strong&gt;: You have a multi-year transformation program with multiple initiatives running in parallel. Roadmaps are strategic (multi-year, multi-initiative, executive communication) vs project plans which are tactical (single initiative, detailed tasks, team execution).&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;Roadmap feeds into&lt;/strong&gt;: &lt;code&gt;/arckit.plan&lt;/code&gt; for detailed phase execution, &lt;code&gt;/arckit.sobc&lt;/code&gt; for investment business case, &lt;code&gt;/arckit.backlog&lt;/code&gt; for prioritized user stories, &lt;code&gt;/arckit.strategy&lt;/code&gt; for executive-level synthesis.&lt;/p&gt; 
&lt;h3&gt;Phase 7.6: Architecture Strategy Synthesis&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.strategy&lt;/code&gt;&lt;/strong&gt; → Synthesise strategic artifacts into executive-level Architecture Strategy&lt;/p&gt; 
&lt;p&gt;Create a comprehensive Architecture Strategy document that synthesises multiple strategic artifacts into a single coherent narrative:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;Strategic vision&lt;/strong&gt;: 2-3 paragraphs articulating the transformation vision and success definition&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Strategic drivers&lt;/strong&gt;: Summarised from stakeholder analysis with external drivers (regulatory, market, technology)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Guiding principles&lt;/strong&gt;: Key principles with strategic implications, compliance summary&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Current state assessment&lt;/strong&gt;: Technology landscape, capability maturity baseline (L1-L5), technical debt, SWOT&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Target state vision&lt;/strong&gt;: Future architecture, capability maturity targets, architecture vision diagram&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Technology evolution&lt;/strong&gt;: Build vs buy decisions, technology radar (Adopt/Trial/Assess/Hold) from Wardley maps&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Strategic themes&lt;/strong&gt;: 3-5 investment themes with objectives, initiatives, success criteria, principles alignment&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Delivery roadmap summary&lt;/strong&gt;: Timeline, phases, milestones from roadmap artifact&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Investment summary&lt;/strong&gt;: CAPEX/OPEX, NPV, IRR, payback period, benefits realisation from SOBC&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Strategic risks&lt;/strong&gt;: Top risks with heat map, assumptions, constraints from risk register&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Success metrics&lt;/strong&gt;: KPIs with baselines and year-over-year targets&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Governance model&lt;/strong&gt;: Forums, decision rights, review cadence&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Traceability&lt;/strong&gt;: Driver → Goal → Outcome → Theme → Principle → KPI chain&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;Use this when&lt;/strong&gt;: You have multiple strategic artifacts (principles, stakeholders, wardley, roadmap, sobc) and need to create a single executive-level document that synthesises them into a coherent strategy. Ideal for Strategy Board presentations, executive briefings, or stakeholder communication.&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;Unique requirement&lt;/strong&gt;: This is the only ArcKit command with TWO mandatory inputs (principles AND stakeholders). Strategy cannot be created without understanding both the decision framework and the stakeholder drivers.&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;Strategy feeds into&lt;/strong&gt;: &lt;code&gt;/arckit.requirements&lt;/code&gt; for detailed requirements, &lt;code&gt;/arckit.roadmap&lt;/code&gt; for expanded timeline, &lt;code&gt;/arckit.plan&lt;/code&gt; for project delivery.&lt;/p&gt; 
&lt;h3&gt;Phase 7.7: Architecture Decision Records&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.adr&lt;/code&gt;&lt;/strong&gt; → Document architectural decisions&lt;/p&gt; 
&lt;p&gt;Create Architecture Decision Records (ADRs) following MADR v4.0 format enhanced with UK Government requirements:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;Decision metadata&lt;/strong&gt;: Sequential numbering (ADR-001, ADR-002), status (Proposed/Accepted/Superseded), escalation level (Team/Cross-team/Department/Cross-government)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Stakeholder RACI&lt;/strong&gt;: Deciders (accountable), Consulted (SMEs, two-way), Informed (one-way communication)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Context and problem statement&lt;/strong&gt;: Why this decision is needed, business/technical/regulatory drivers&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Decision drivers&lt;/strong&gt;: Technical forces (performance, security, scalability), business forces (cost, time), compliance forces (GDS Service Standard, TCoP, NCSC, UK GDPR)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Options analysis&lt;/strong&gt;: Minimum 2-3 options plus &quot;Do Nothing&quot; baseline, each with pros/cons, cost (CAPEX/OPEX/TCO), GDS Service Standard impact, Wardley evolution stage&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Y-Statement&lt;/strong&gt;: Structured justification - &quot;In the context of X, facing Y, we decided for Z to achieve A, accepting B&quot;&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Consequences&lt;/strong&gt;: Positive (benefits, capabilities), Negative (trade-offs, technical debt), Neutral (training, infrastructure), Risks and mitigations&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Validation&lt;/strong&gt;: How implementation will be verified (design reviews, code reviews, testing, monitoring)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Traceability&lt;/strong&gt;: Links to requirements, principles, stakeholders, research, Wardley maps, diagrams, risk register&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;UK Government specifics&lt;/strong&gt;: Escalation levels (Team → Cross-team → Department → Cross-government), governance forums (ARB, TDA, Programme Board), Service Standard/TCoP compliance documentation&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;Use this when&lt;/strong&gt;: Making significant architectural decisions that affect system structure, quality attributes, or behavior - technology choices (databases, frameworks, cloud services), integration patterns, security approaches, deployment strategies, data management.&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;ADR feeds into&lt;/strong&gt;: &lt;code&gt;/arckit.diagram&lt;/code&gt; (architecture diagrams reflect decisions), &lt;code&gt;/arckit.hld-review&lt;/code&gt; and &lt;code&gt;/arckit.dld-review&lt;/code&gt; (reviews verify decisions implemented), &lt;code&gt;/arckit.traceability&lt;/code&gt; (decisions are key traceability artifacts).&lt;/p&gt; 
&lt;h3&gt;Phase 8: Vendor Procurement (if needed)&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.sow&lt;/code&gt;&lt;/strong&gt; → Generate Statement of Work (RFP)&lt;/p&gt; 
&lt;p&gt;Create RFP-ready documents with:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Scope of work and deliverables&lt;/li&gt; 
 &lt;li&gt;Technical requirements&lt;/li&gt; 
 &lt;li&gt;Vendor qualifications&lt;/li&gt; 
 &lt;li&gt;Evaluation criteria&lt;/li&gt; 
 &lt;li&gt;Contract terms&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.dos&lt;/code&gt;&lt;/strong&gt; → Digital Outcomes and Specialists (DOS) procurement 🇬🇧&lt;/p&gt; 
&lt;p&gt;For UK public sector organizations needing custom development:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Generate DOS-compliant procurement documentation&lt;/li&gt; 
 &lt;li&gt;Extract requirements from project artifacts (BR/FR/NFR/INT/DR)&lt;/li&gt; 
 &lt;li&gt;Essential vs desirable skills from requirements&lt;/li&gt; 
 &lt;li&gt;Success criteria (technology-agnostic)&lt;/li&gt; 
 &lt;li&gt;Evaluation framework (40% Technical, 30% Team, 20% Quality, 10% Value)&lt;/li&gt; 
 &lt;li&gt;Audit-ready documentation for Digital Marketplace&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.gcloud-search&lt;/code&gt;&lt;/strong&gt; → G-Cloud service search with live marketplace search 🇬🇧&lt;/p&gt; 
&lt;p&gt;For UK public sector organizations needing off-the-shelf cloud services:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Generate G-Cloud requirements document&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Live Digital Marketplace search&lt;/strong&gt; using WebSearch&lt;/li&gt; 
 &lt;li&gt;Find actual services with suppliers, prices, features, links&lt;/li&gt; 
 &lt;li&gt;Service comparison table with recommendations&lt;/li&gt; 
 &lt;li&gt;Shortlist top 3-5 matching services&lt;/li&gt; 
 &lt;li&gt;Links to Digital Marketplace guidance (&lt;a href=&quot;http://gov.uk&quot;&gt;gov.uk&lt;/a&gt;)&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.gcloud-clarify&lt;/code&gt;&lt;/strong&gt; → G-Cloud service validation and gap analysis 🇬🇧&lt;/p&gt; 
&lt;p&gt;Validate G-Cloud services and generate supplier clarification questions:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;Systematic gap analysis&lt;/strong&gt; (MUST/SHOULD requirements vs service descriptions)&lt;/li&gt; 
 &lt;li&gt;Detect gaps: ✅ Confirmed, ⚠️ Ambiguous, ❌ Not mentioned&lt;/li&gt; 
 &lt;li&gt;Generate prioritised questions (🔴 Critical / 🟠 High / 🔵 Medium / 🟢 Low)&lt;/li&gt; 
 &lt;li&gt;Risk assessment matrix for each service&lt;/li&gt; 
 &lt;li&gt;Email templates for supplier engagement&lt;/li&gt; 
 &lt;li&gt;Evidence requirements specification&lt;/li&gt; 
 &lt;li&gt;Next steps checklist&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.evaluate&lt;/code&gt;&lt;/strong&gt; → Create vendor evaluation framework&lt;/p&gt; 
&lt;p&gt;Set up systematic scoring:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Technical evaluation criteria (100 points)&lt;/li&gt; 
 &lt;li&gt;Cost evaluation methodology&lt;/li&gt; 
 &lt;li&gt;Reference check templates&lt;/li&gt; 
 &lt;li&gt;Decision matrix&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.evaluate&lt;/code&gt;&lt;/strong&gt; (compare mode) → Compare vendor proposals&lt;/p&gt; 
&lt;p&gt;Side-by-side analysis of:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Technical approaches&lt;/li&gt; 
 &lt;li&gt;Cost breakdowns&lt;/li&gt; 
 &lt;li&gt;Risk assessments&lt;/li&gt; 
 &lt;li&gt;Value propositions&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Phase 9: Design Review&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.hld-review&lt;/code&gt;&lt;/strong&gt; → Review High-Level Design&lt;/p&gt; 
&lt;p&gt;Validate designs against:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Architecture principles compliance&lt;/li&gt; 
 &lt;li&gt;Requirements coverage&lt;/li&gt; 
 &lt;li&gt;Security and compliance&lt;/li&gt; 
 &lt;li&gt;Scalability and resilience&lt;/li&gt; 
 &lt;li&gt;Operational readiness&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.dld-review&lt;/code&gt;&lt;/strong&gt; → Review Detailed Design&lt;/p&gt; 
&lt;p&gt;Implementation-ready validation:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Component specifications&lt;/li&gt; 
 &lt;li&gt;API contracts (OpenAPI)&lt;/li&gt; 
 &lt;li&gt;Database schemas&lt;/li&gt; 
 &lt;li&gt;Security implementation&lt;/li&gt; 
 &lt;li&gt;Test strategy&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Phase 10: Sprint Planning&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.backlog&lt;/code&gt;&lt;/strong&gt; → Generate prioritised product backlog&lt;/p&gt; 
&lt;p&gt;Transform requirements into sprint-ready user stories:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Convert requirements (BR/FR/NFR/INT/DR) to GDS-format user stories&lt;/li&gt; 
 &lt;li&gt;Multi-factor prioritization (MoSCoW + risk + value + dependencies)&lt;/li&gt; 
 &lt;li&gt;Organise into sprint plan with capacity balancing&lt;/li&gt; 
 &lt;li&gt;Generate traceability matrix (requirements → stories → sprints)&lt;/li&gt; 
 &lt;li&gt;Export to Jira/Azure DevOps (CSV) or custom tools (JSON)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Time savings&lt;/strong&gt;: 75%+ (4-6 weeks → 3-5 days)&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;When to run&lt;/strong&gt;: After HLD approval, before Sprint 1 (Alpha → Beta transition)&lt;/p&gt; 
&lt;h3&gt;Phase 10.5: Backlog Export&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.trello&lt;/code&gt;&lt;/strong&gt; → Export product backlog to Trello&lt;/p&gt; 
&lt;p&gt;Push your backlog directly to Trello for sprint execution:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Create Trello board with sprint-based lists (Product Backlog + per-sprint + In Progress + Done)&lt;/li&gt; 
 &lt;li&gt;Cards with priority labels, story points, and acceptance criteria checklists&lt;/li&gt; 
 &lt;li&gt;Colour-coded labels by MoSCoW priority and requirement type&lt;/li&gt; 
 &lt;li&gt;Rate-limit-aware Trello API integration&lt;/li&gt; 
 &lt;li&gt;Requires &lt;code&gt;TRELLO_API_KEY&lt;/code&gt; and &lt;code&gt;TRELLO_TOKEN&lt;/code&gt; environment variables&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;When to run&lt;/strong&gt;: After &lt;code&gt;/arckit.backlog&lt;/code&gt; generates the product backlog (requires JSON export)&lt;/p&gt; 
&lt;h3&gt;Phase 11: ServiceNow Service Management Design&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.servicenow&lt;/code&gt;&lt;/strong&gt; → Generate ServiceNow service design&lt;/p&gt; 
&lt;p&gt;Bridge architecture to operations:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;CMDB design (derived from architecture diagrams)&lt;/li&gt; 
 &lt;li&gt;SLA definitions (derived from NFRs)&lt;/li&gt; 
 &lt;li&gt;Incident management design&lt;/li&gt; 
 &lt;li&gt;Change management plan&lt;/li&gt; 
 &lt;li&gt;Monitoring and alerting plan&lt;/li&gt; 
 &lt;li&gt;Service transition plan&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Phase 12: Traceability&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.traceability&lt;/code&gt;&lt;/strong&gt; → Generate traceability matrix&lt;/p&gt; 
&lt;p&gt;Ensure complete coverage:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Requirements → Design mapping&lt;/li&gt; 
 &lt;li&gt;Design → Test mapping&lt;/li&gt; 
 &lt;li&gt;Gap analysis and orphan detection&lt;/li&gt; 
 &lt;li&gt;Change impact tracking&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Phase 13: Quality Assurance&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.analyze&lt;/code&gt;&lt;/strong&gt; → Comprehensive governance quality analysis&lt;/p&gt; 
&lt;p&gt;Periodically assess governance quality across all artifacts:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Architecture principles compliance&lt;/li&gt; 
 &lt;li&gt;Requirements coverage and traceability&lt;/li&gt; 
 &lt;li&gt;Stakeholder alignment verification&lt;/li&gt; 
 &lt;li&gt;Risk management completeness&lt;/li&gt; 
 &lt;li&gt;Design review quality&lt;/li&gt; 
 &lt;li&gt;Documentation completeness and quality&lt;/li&gt; 
 &lt;li&gt;Gap identification and recommendations&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;When to use&lt;/strong&gt;: Run periodically (before milestones, design reviews, or procurement decisions) to identify gaps and ensure governance standards are maintained.&lt;/p&gt; 
&lt;h3&gt;Phase 14: Compliance Assessment (UK Government)&lt;/h3&gt; 
&lt;p&gt;For UK Government and public sector projects:&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.service-assessment&lt;/code&gt;&lt;/strong&gt; → &lt;a href=&quot;https://www.gov.uk/service-manual/service-assessments&quot;&gt;GDS Service Standard&lt;/a&gt; assessment preparation&lt;/p&gt; 
&lt;p&gt;Prepare for mandatory GDS Service Standard assessments:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Analyze evidence against all 14 Service Standard points&lt;/li&gt; 
 &lt;li&gt;Identify gaps for alpha, beta, or live assessments&lt;/li&gt; 
 &lt;li&gt;Generate RAG (Red/Amber/Green) ratings and overall readiness score&lt;/li&gt; 
 &lt;li&gt;Provide actionable recommendations with priorities and timelines&lt;/li&gt; 
 &lt;li&gt;Include assessment day preparation guidance&lt;/li&gt; 
 &lt;li&gt;Map ArcKit artifacts to Service Standard evidence requirements&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;Run at end of Discovery (for alpha prep), mid-Beta (for beta prep), or before Live to ensure readiness.&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.tcop&lt;/code&gt;&lt;/strong&gt; → &lt;a href=&quot;https://www.gov.uk/guidance/the-technology-code-of-practice&quot;&gt;Technology Code of Practice&lt;/a&gt; assessment&lt;/p&gt; 
&lt;p&gt;Assess compliance with all 13 TCoP points:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Point 1: Define user needs&lt;/li&gt; 
 &lt;li&gt;Point 2: Make things accessible&lt;/li&gt; 
 &lt;li&gt;Point 3: Be open and use open source&lt;/li&gt; 
 &lt;li&gt;Point 4: Make use of open standards&lt;/li&gt; 
 &lt;li&gt;Point 5: Use cloud first&lt;/li&gt; 
 &lt;li&gt;Point 6: Make things secure&lt;/li&gt; 
 &lt;li&gt;Point 7: Make privacy integral&lt;/li&gt; 
 &lt;li&gt;Point 8: Share, reuse and collaborate&lt;/li&gt; 
 &lt;li&gt;Point 9: Integrate and adapt technology&lt;/li&gt; 
 &lt;li&gt;Point 10: Make better use of data&lt;/li&gt; 
 &lt;li&gt;Point 11: Define your purchasing strategy&lt;/li&gt; 
 &lt;li&gt;Point 12: Meet the Digital Spend Controls&lt;/li&gt; 
 &lt;li&gt;Point 13: Define your responsible AI use&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.secure&lt;/code&gt;&lt;/strong&gt; → UK Government Secure by Design assessment&lt;/p&gt; 
&lt;p&gt;Security compliance assessment:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;NCSC Cloud Security Principles&lt;/li&gt; 
 &lt;li&gt;NCSC Cyber Assessment Framework (CAF)&lt;/li&gt; 
 &lt;li&gt;Cyber Essentials / Cyber Essentials Plus&lt;/li&gt; 
 &lt;li&gt;UK GDPR and DPA 2018 compliance&lt;/li&gt; 
 &lt;li&gt;Security architecture review&lt;/li&gt; 
 &lt;li&gt;Threat modeling&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.ai-playbook&lt;/code&gt;&lt;/strong&gt; → &lt;a href=&quot;https://www.gov.uk/government/publications/ai-playbook-for-the-uk-government&quot;&gt;UK Government AI Playbook&lt;/a&gt; compliance (for AI systems)&lt;/p&gt; 
&lt;p&gt;Responsible AI assessment:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;AI ethics principles&lt;/li&gt; 
 &lt;li&gt;Transparency and explainability&lt;/li&gt; 
 &lt;li&gt;Fairness and bias mitigation&lt;/li&gt; 
 &lt;li&gt;Data governance for AI&lt;/li&gt; 
 &lt;li&gt;Human oversight mechanisms&lt;/li&gt; 
 &lt;li&gt;Impact assessment&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.atrs&lt;/code&gt;&lt;/strong&gt; → &lt;a href=&quot;https://www.gov.uk/government/collections/algorithmic-transparency-recording-standard-hub&quot;&gt;Algorithmic Transparency Recording Standard&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;Generate ATRS record for algorithmic decision-making:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Algorithm details and logic&lt;/li&gt; 
 &lt;li&gt;Purpose and use case&lt;/li&gt; 
 &lt;li&gt;Data sources and data quality&lt;/li&gt; 
 &lt;li&gt;Performance metrics and monitoring&lt;/li&gt; 
 &lt;li&gt;Impact assessment and mitigation&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;For MOD Projects&lt;/strong&gt;:&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.mod-secure&lt;/code&gt;&lt;/strong&gt; → MOD Secure by Design assessment&lt;/p&gt; 
&lt;p&gt;MOD-specific security compliance:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;JSP 440 (Defence Project &amp;amp; Programme Management)&lt;/li&gt; 
 &lt;li&gt;Information Assurance Maturity Model (IAMM)&lt;/li&gt; 
 &lt;li&gt;MOD Security clearances and vetting&lt;/li&gt; 
 &lt;li&gt;STRAP classification handling&lt;/li&gt; 
 &lt;li&gt;Security Operating Procedures (SyOPs)&lt;/li&gt; 
 &lt;li&gt;Supplier attestation requirements&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.jsp-936&lt;/code&gt;&lt;/strong&gt; → &lt;a href=&quot;https://www.gov.uk/government/publications/jsp-936-dependable-artificial-intelligence-ai-in-defence-part-1-directive&quot;&gt;MOD JSP 936&lt;/a&gt; AI Assurance Documentation&lt;/p&gt; 
&lt;p&gt;For defence projects using AI/ML systems:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;JSP 936 (Dependable Artificial Intelligence in Defence)&lt;/li&gt; 
 &lt;li&gt;5 Ethical Principles (Human-Centricity, Responsibility, Understanding, Bias &amp;amp; Harm Mitigation, Reliability)&lt;/li&gt; 
 &lt;li&gt;5 Risk Classification Levels (Critical to Minor)&lt;/li&gt; 
 &lt;li&gt;8 AI Lifecycle Phases (Planning to Quality Assurance)&lt;/li&gt; 
 &lt;li&gt;Approval pathways (2PUS/Ministerial → Defence-Level → TLB-Level)&lt;/li&gt; 
 &lt;li&gt;RAISOs and Ethics Manager governance&lt;/li&gt; 
 &lt;li&gt;Human-AI teaming strategy and continuous monitoring&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Phase 14.5: Compliance Assessment (EU and French Government)&lt;/h3&gt; 
&lt;p&gt;ArcKit includes commands for EU regulatory compliance and French public sector governance. These commands are applicable to organisations operating in the EU or under French jurisdiction — whether public sector or private.&lt;/p&gt; 
&lt;h4&gt;EU Regulations&lt;/h4&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.eu-rgpd&lt;/code&gt;&lt;/strong&gt; → GDPR compliance assessment (Regulation 2016/679)&lt;/p&gt; 
&lt;p&gt;Assess personal data processing obligations:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Legal basis determination (consent, contract, legitimate interest, legal obligation)&lt;/li&gt; 
 &lt;li&gt;Data subject rights implementation (access, erasure, portability, objection)&lt;/li&gt; 
 &lt;li&gt;CNIL registration and DPO obligations (France)&lt;/li&gt; 
 &lt;li&gt;Cross-border transfer safeguards (SCCs, BCRs, adequacy decisions)&lt;/li&gt; 
 &lt;li&gt;Integration with DPIA (&lt;code&gt;/arckit.dpia&lt;/code&gt;) for high-risk processing&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.eu-ai-act&lt;/code&gt;&lt;/strong&gt; → EU AI Act compliance (Regulation 2024/1689)&lt;/p&gt; 
&lt;p&gt;Assess AI system obligations under the EU&#39;s risk-based AI framework:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Risk classification (unacceptable / high-risk / limited-risk / minimal)&lt;/li&gt; 
 &lt;li&gt;High-risk system obligations: conformity assessment, CE marking, EUDB registration&lt;/li&gt; 
 &lt;li&gt;GPAI model obligations for providers of general-purpose AI&lt;/li&gt; 
 &lt;li&gt;Human oversight, transparency, and fundamental rights impact assessment&lt;/li&gt; 
 &lt;li&gt;Prohibited practices (social scoring, real-time biometric surveillance)&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.eu-nis2&lt;/code&gt;&lt;/strong&gt; → NIS2 Directive compliance (Directive 2022/2555)&lt;/p&gt; 
&lt;p&gt;Assess cybersecurity obligations for essential and important entities:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Sector classification (Annex I Essential vs Annex II Important)&lt;/li&gt; 
 &lt;li&gt;OIV/OSE designation under French transposition (LPM/LCEN)&lt;/li&gt; 
 &lt;li&gt;Governance, risk management, and incident reporting obligations&lt;/li&gt; 
 &lt;li&gt;Supply chain security and vulnerability disclosure&lt;/li&gt; 
 &lt;li&gt;ANSSI notification timeline (24h → 72h → 30-day final report)&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.eu-dora&lt;/code&gt;&lt;/strong&gt; → DORA compliance (Regulation 2022/2554) for financial entities&lt;/p&gt; 
&lt;p&gt;Digital Operational Resilience Act obligations for banks, insurers, and investment firms:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;ICT risk management framework (5 pillars)&lt;/li&gt; 
 &lt;li&gt;Major ICT-related incident classification and reporting (4h → 72h → monthly final)&lt;/li&gt; 
 &lt;li&gt;TLPT (Threat-Led Penetration Testing) requirements for significant institutions&lt;/li&gt; 
 &lt;li&gt;Third-party ICT provider management and critical provider designation&lt;/li&gt; 
 &lt;li&gt;Contractual requirements for ICT service agreements&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.eu-cra&lt;/code&gt;&lt;/strong&gt; → Cyber Resilience Act compliance (Regulation 2024/2847)&lt;/p&gt; 
&lt;p&gt;Mandatory cybersecurity requirements for products with digital elements (hardware + software):&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Product classification (Default / Important Class I / Critical Class II)&lt;/li&gt; 
 &lt;li&gt;12 Annex I Part I security-by-design requirements&lt;/li&gt; 
 &lt;li&gt;SBOM in SPDX or CycloneDX format (mandatory)&lt;/li&gt; 
 &lt;li&gt;Vulnerability Disclosure Policy and 24h ENISA reporting&lt;/li&gt; 
 &lt;li&gt;Conformity assessment route (internal control vs notified body)&lt;/li&gt; 
 &lt;li&gt;Full application deadline: 11 December 2027&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.eu-dsa&lt;/code&gt;&lt;/strong&gt; → EU Digital Services Act compliance (Regulation 2022/2065)&lt;/p&gt; 
&lt;p&gt;Tiered obligations for online intermediary services:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Provider classification (mere conduit / hosting / platform / VLOP / VLOSE)&lt;/li&gt; 
 &lt;li&gt;VLOP/VLOSE designation threshold: 45M monthly active EU users&lt;/li&gt; 
 &lt;li&gt;Content moderation, recommender system transparency, advertising obligations&lt;/li&gt; 
 &lt;li&gt;ARCOM as French Digital Services Coordinator (DSC)&lt;/li&gt; 
 &lt;li&gt;Systemic risk assessment and independent audit for VLOPs&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.eu-data-act&lt;/code&gt;&lt;/strong&gt; → EU Data Act compliance (Regulation 2023/2854)&lt;/p&gt; 
&lt;p&gt;Data sharing obligations for connected products and cloud providers:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Role determination: manufacturer / data holder / DAPS / public sector body&lt;/li&gt; 
 &lt;li&gt;User data access rights (Chapter II) and B2B sharing (Chapter III)&lt;/li&gt; 
 &lt;li&gt;Cloud switching obligations (Chapter VI) — egress fee elimination by September 2027&lt;/li&gt; 
 &lt;li&gt;International data transfer restrictions (Article 27)&lt;/li&gt; 
 &lt;li&gt;Application date: 12 September 2025&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h4&gt;French Public Sector Governance&lt;/h4&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.fr-rgpd&lt;/code&gt;&lt;/strong&gt; → French GDPR compliance with CNIL-specific requirements&lt;/p&gt; 
&lt;p&gt;Extends EU GDPR with French context:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;CNIL enforcement priorities and sector-specific guidelines&lt;/li&gt; 
 &lt;li&gt;French DPO registration and CNIL prior consultation obligations&lt;/li&gt; 
 &lt;li&gt;Biometric data processing under French law (CNIL authorisation required)&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.fr-ebios&lt;/code&gt;&lt;/strong&gt; → EBIOS Risk Manager methodology (ANSSI 2018)&lt;/p&gt; 
&lt;p&gt;French standard risk analysis for IS homologation:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;5-workshop structure (Framework, Risk Sources, Strategic Scenarios, Operational Scenarios, Risk Treatment)&lt;/li&gt; 
 &lt;li&gt;OIV/OSE/public sector IS homologation evidence&lt;/li&gt; 
 &lt;li&gt;Attack path modelling and feared events&lt;/li&gt; 
 &lt;li&gt;Integration with PSSI and SecNumCloud qualification&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.fr-anssi&lt;/code&gt;&lt;/strong&gt; → ANSSI 42 Cybersecurity Hygiene Measures assessment&lt;/p&gt; 
&lt;p&gt;Assess compliance with ANSSI&#39;s foundational hygiene guide:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;7 themes: administration, authentication, updates, monitoring, backups, network, workstations&lt;/li&gt; 
 &lt;li&gt;Cloud security recommendations (ANSSI cloud qualification matrix)&lt;/li&gt; 
 &lt;li&gt;Gap analysis with prioritised remediation (P1–P3)&lt;/li&gt; 
 &lt;li&gt;Integration with EBIOS and PSSI&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.fr-anssi-carto&lt;/code&gt;&lt;/strong&gt; → ANSSI SI Cartography (4-level IS mapping)&lt;/p&gt; 
&lt;p&gt;Generate structured IS cartography following ANSSI&#39;s 4-level methodology:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Level 1: Business processes and core missions&lt;/li&gt; 
 &lt;li&gt;Level 2: Application and data mapping&lt;/li&gt; 
 &lt;li&gt;Level 3: Server, database, and system inventory&lt;/li&gt; 
 &lt;li&gt;Level 4: Network topology, firewall rules, interconnections&lt;/li&gt; 
 &lt;li&gt;Attack surface summary and sensitive flow identification&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.fr-secnumcloud&lt;/code&gt;&lt;/strong&gt; → SecNumCloud qualification assessment&lt;/p&gt; 
&lt;p&gt;Assess cloud provider and customer obligations under ANSSI&#39;s SecNumCloud referential:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Visa vs qualification distinction (only full qualification satisfies OIV/ministerial use)&lt;/li&gt; 
 &lt;li&gt;IS homologation prerequisites for SecNumCloud deployment&lt;/li&gt; 
 &lt;li&gt;SecNumCloud-compatible architecture requirements&lt;/li&gt; 
 &lt;li&gt;Procurement clauses for public-cloud contracts&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.fr-dinum&lt;/code&gt;&lt;/strong&gt; → DINUM digital doctrine assessment&lt;/p&gt; 
&lt;p&gt;Assess compliance with French digital government doctrine:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;RGI (Référentiel Général d&#39;Interopérabilité) — interoperability standards&lt;/li&gt; 
 &lt;li&gt;RGAA (Référentiel Général d&#39;Amélioration de l&#39;Accessibilité) — accessibility&lt;/li&gt; 
 &lt;li&gt;Doctrine cloud (cloud native, cloud first, SecNumCloud for sensitive data)&lt;/li&gt; 
 &lt;li&gt;SILL (Socle Interministériel de Logiciels Libres) — recommended open source stack&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.fr-marche-public&lt;/code&gt;&lt;/strong&gt; → French public procurement (Code de la Commande Publique)&lt;/p&gt; 
&lt;p&gt;Generate procurement documentation compliant with French public contract law:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Marché public thresholds and procedures (below/above EU thresholds)&lt;/li&gt; 
 &lt;li&gt;CCAP, CCTP, RC documentation templates&lt;/li&gt; 
 &lt;li&gt;ANSSI-qualified provider requirements (PASSI, PRIS, PDIS)&lt;/li&gt; 
 &lt;li&gt;Achat public durable obligations (environmental and social clauses)&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.fr-pssi&lt;/code&gt;&lt;/strong&gt; → PSSI (Politique de Sécurité des Systèmes d&#39;Information)&lt;/p&gt; 
&lt;p&gt;Generate IS security policy for French public sector entities:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;9-section structure approved by the Highest Authority (AA)&lt;/li&gt; 
 &lt;li&gt;7 security domains (network, workstations, applications, IS management, physical, personnel, continuity)&lt;/li&gt; 
 &lt;li&gt;RSSI, DPO, DSI, and FSSI roles&lt;/li&gt; 
 &lt;li&gt;Review cycle and integration with EBIOS and homologation&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.fr-dr&lt;/code&gt;&lt;/strong&gt; → Diffusion Restreinte (DR) handling compliance&lt;/p&gt; 
&lt;p&gt;Assess document and IS handling requirements under the DR administrative classification:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;II 901/SGDSN rules for DR document lifecycle&lt;/li&gt; 
 &lt;li&gt;Electronic storage, transmission, and physical handling obligations&lt;/li&gt; 
 &lt;li&gt;IS homologation for DR-processing systems&lt;/li&gt; 
 &lt;li&gt;Scope explicitly bounded: DR only — IGI 1300 (Confidentiel Défense and above) is out of scope&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.fr-algorithme-public&lt;/code&gt;&lt;/strong&gt; → French Public Algorithm Transparency Notice&lt;/p&gt; 
&lt;p&gt;Generate mandatory transparency notice under CRPA Art. L311-3-1:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Scope determination: which automated decisions are covered&lt;/li&gt; 
 &lt;li&gt;Plain-language description per algorithm, parameters, and weights&lt;/li&gt; 
 &lt;li&gt;Human oversight mechanisms and appeal rights&lt;/li&gt; 
 &lt;li&gt;GDPR Art. 22 intersection (automated individual decisions)&lt;/li&gt; 
 &lt;li&gt;EU AI Act flagging for ML-based systems&lt;/li&gt; 
 &lt;li&gt;More legally binding than the UK ATRS equivalent&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.fr-code-reuse&lt;/code&gt;&lt;/strong&gt; → French Public Code Reuse Assessment (Circulaire 2021-1524)&lt;/p&gt; 
&lt;p&gt;Assess code reuse obligations before building or procuring:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;http://code.gouv.fr&quot;&gt;code.gouv.fr&lt;/a&gt; search (French public code catalogue)&lt;/li&gt; 
 &lt;li&gt;SILL (Socle Interministériel de Logiciels Libres) — ministerially recommended open source&lt;/li&gt; 
 &lt;li&gt;EU public code alternatives (Joinup, European Commission repositories)&lt;/li&gt; 
 &lt;li&gt;Licence compatibility matrix (EUPL-1.2 recommended for public code publication)&lt;/li&gt; 
 &lt;li&gt;Decision matrix: reuse / fork / SILL adoption / procure / build&lt;/li&gt; 
 &lt;li&gt;Circulaire 2021 publication obligation: modified public code must be released back&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;h3&gt;Phase 15: Project Story &amp;amp; Reporting&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.story&lt;/code&gt;&lt;/strong&gt; → Generate comprehensive project story&lt;/p&gt; 
&lt;p&gt;Create narrative historical record with complete timeline analysis:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;Timeline Analysis&lt;/strong&gt;: 4 visualization types (Gantt chart, linear flowchart, detailed table, phase duration pie chart)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Timeline Metrics&lt;/strong&gt;: Project duration, velocity, phase analysis, critical path identification&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Complete Timeline&lt;/strong&gt;: All events from git log or file modification dates with days-from-start&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;8 Narrative Chapters&lt;/strong&gt;: Foundation → Business Case → Requirements → Research → Procurement → Design → Delivery → Compliance&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Traceability Demonstration&lt;/strong&gt;: End-to-end chains with Mermaid diagrams showing stakeholder → goals → requirements → stories → sprints&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Governance Achievements&lt;/strong&gt;: Showcase compliance (TCoP, Service Standard, NCSC CAF), risk management, decision rationale&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Strategic Context&lt;/strong&gt;: Wardley Map insights, build vs buy decisions, vendor selection rationale&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Lessons Learned&lt;/strong&gt;: Pacing analysis, timeline deviations, recommendations for future projects&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Comprehensive Appendices&lt;/strong&gt;: Artifact register, chronological activity log, DSM, command reference, glossary&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;When to use&lt;/strong&gt;: At project milestones or completion to create shareable story for stakeholders, leadership, or portfolio reporting. Perfect for demonstrating systematic governance and ArcKit workflow value.&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.presentation&lt;/code&gt;&lt;/strong&gt; → Generate MARP slide deck from project artifacts&lt;/p&gt; 
&lt;p&gt;Create presentation slides from existing architecture artifacts:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;MARP Format&lt;/strong&gt;: Markdown-based slides with &lt;code&gt;---&lt;/code&gt; separators — exports to PDF, PPTX, or HTML&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Focus Modes&lt;/strong&gt;: Executive (board-level), Technical (architecture detail), Stakeholder (benefits-focused), Procurement (RFP briefings)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Artifact-Driven&lt;/strong&gt;: Reads all available project artifacts and extracts key content into slides&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Mermaid Diagrams&lt;/strong&gt;: Gantt charts, C4 diagrams, pie charts, and quadrant charts embedded natively&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Configurable&lt;/strong&gt;: Choose slide count (6-8, 10-12, 15-20) and MARP theme (default, gaia, uncover)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Doc type code&lt;/strong&gt;: &lt;code&gt;PRES&lt;/code&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;When to use&lt;/strong&gt;: Before governance boards, stakeholder briefings, gate reviews, or quarterly portfolio presentations. Run after creating most project artifacts for the richest slide deck.&lt;/p&gt; 
&lt;h3&gt;Phase 16: Documentation Publishing&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;&lt;code&gt;/arckit.pages&lt;/code&gt;&lt;/strong&gt; → Generate documentation site&lt;/p&gt; 
&lt;p&gt;Publish all project documentation as an interactive website:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;Static Site Generation&lt;/strong&gt;: Generates &lt;code&gt;docs/index.html&lt;/code&gt; and &lt;code&gt;docs/manifest.json&lt;/code&gt; — deployable to any static host (GitHub Pages, Netlify, Vercel, S3, etc.)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Mermaid Diagram Rendering&lt;/strong&gt;: All architecture diagrams render inline with mermaid.js&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Project Navigation&lt;/strong&gt;: Sidebar with collapsible project tree, document categories, and version badges — documents with multiple versions show an inline dropdown selector&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;&lt;a href=&quot;http://GOV.UK&quot;&gt;GOV.UK&lt;/a&gt; Styling&lt;/strong&gt;: Professional government design system styling&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Document Index&lt;/strong&gt;: Manifest.json provides programmatic access to all artifacts&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;LLM Discovery&lt;/strong&gt;: Generates &lt;code&gt;docs/llms.txt&lt;/code&gt; (&lt;a href=&quot;https://llmstxt.org/&quot;&gt;llmstxt.org&lt;/a&gt; format) so LLM agents and crawlers can index every artifact, guide, and project. Hand-curated &lt;code&gt;docs/llms.txt&lt;/code&gt; files (without the ArcKit generation marker) are preserved on re-runs&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;When to use&lt;/strong&gt;: When you want to share project documentation with stakeholders via a professional web interface, or to create a portfolio view of all architecture artifacts.&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Supported AI Assistants&lt;/h2&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Assistant&lt;/th&gt; 
   &lt;th&gt;Support&lt;/th&gt; 
   &lt;th&gt;Notes&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://www.anthropic.com/claude-code&quot;&gt;Claude Code&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;✅ Premier&lt;/td&gt; 
   &lt;td&gt;&lt;strong&gt;Primary platform.&lt;/strong&gt; Plugin with agents, hooks, MCP servers, and auto-updates&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/google-gemini/gemini-cli&quot;&gt;Gemini CLI&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;✅ Full&lt;/td&gt; 
   &lt;td&gt;Extension with commands, MCP servers, and auto-updates&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/features/copilot&quot;&gt;GitHub Copilot&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;✅ Core&lt;/td&gt; 
   &lt;td&gt;VS Code prompt files, custom agents, and repo-wide instructions (&lt;code&gt;arckit init --ai copilot&lt;/code&gt;)&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://chatgpt.com/features/codex&quot;&gt;OpenAI Codex CLI&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;✅ Core&lt;/td&gt; 
   &lt;td&gt;CLI with commands and templates. ChatGPT Plus/Pro/Enterprise (&lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/.codex/README.md&quot;&gt;Setup Guide&lt;/a&gt;)&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://opencode.net/cli&quot;&gt;OpenCode CLI&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;✅ Core&lt;/td&gt; 
   &lt;td&gt;CLI with commands and templates&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;blockquote&gt; 
 &lt;p&gt;&lt;strong&gt;Platform Support&lt;/strong&gt;: ArcKit is developed and tested on &lt;strong&gt;Linux&lt;/strong&gt;. Windows has limited support — hooks (session init, project context, filename validation, MCP auto-allow) require bash and jq which are not available on stock Windows. For the best experience on Windows, use a &lt;strong&gt;devcontainer&lt;/strong&gt; or &lt;strong&gt;WSL2&lt;/strong&gt;.&lt;/p&gt; 
&lt;/blockquote&gt; 
&lt;h3&gt;Why Claude Code?&lt;/h3&gt; 
&lt;p&gt;Claude Code is the &lt;strong&gt;primary development platform&lt;/strong&gt; for ArcKit and provides capabilities not available in other formats:&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Feature&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Claude Code&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Gemini CLI&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Copilot&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Codex / OpenCode&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;70 cross-AI slash commands (plus 46 community-contributed)&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;✅&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;✅&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;✅&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;✅&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit:build&lt;/code&gt; parallel build harness (Claude-only — depends on parallel &lt;code&gt;Agent&lt;/code&gt; dispatch)&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;✅&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;—&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;—&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;—&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;Templates &amp;amp; scripts&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;✅&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;✅&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;✅&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;✅&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;Bundled MCP servers (AWS, Azure, GCP, DataCommons, govreposcrape)&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;✅&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;✅ (3 servers)&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;—&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;Manual setup&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;Autonomous research agents&lt;/strong&gt; (10 agents for research, datascout, cloud research, gov code discovery, grants, framework)&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;✅&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;—&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;✅ (10 agents)&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;—&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;SessionStart hook&lt;/strong&gt; (auto-detect version + projects)&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;✅&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;—&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;—&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;—&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;UserPromptSubmit hook&lt;/strong&gt; (project context injection on every prompt)&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;✅&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;—&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;—&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;—&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;PreToolUse hook&lt;/strong&gt; (ARC filename auto-correction)&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;✅&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;—&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;—&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;—&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;PermissionRequest hook&lt;/strong&gt; (auto-allow MCP documentation tools)&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;✅&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;—&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;—&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;—&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;Per-command Stop hooks&lt;/strong&gt; (output validation, e.g. Wardley Map math checks)&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;✅&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;—&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;—&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;—&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;Wardley Mapping skill (with Pinecone MCP book corpus)&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;✅&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;—&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;—&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;—&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;Mermaid Syntax Reference skill (23 diagram types + config)&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;✅&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;✅&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;—&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;✅&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;Automatic marketplace updates&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;✅&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;✅&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;Manual reinstall&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;Manual reinstall&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;Zero-config installation&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;✅&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;✅&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;code&gt;arckit init&lt;/code&gt; required&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;code&gt;arckit init&lt;/code&gt; required&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;&lt;strong&gt;Agents&lt;/strong&gt; run research-heavy commands (market research, data source discovery, cloud service evaluation) in isolated context windows, keeping the main conversation clean and enabling dozens of WebSearch/WebFetch/MCP calls without context bloat.&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;Hooks&lt;/strong&gt; provide automated governance: filenames are auto-corrected to ArcKit conventions, project context is injected into every prompt so commands know what artifacts exist, MCP tools are auto-approved, and generated outputs like Wardley Maps are validated for mathematical consistency before being finalized.&lt;/p&gt; 
&lt;p&gt;Gemini CLI provides a strong experience with all commands and MCP servers but lacks agent delegation and hooks. GitHub Copilot provides all 70 official commands (plus 46 community-contributed overlays) as prompt files and 10 custom agents but lacks hooks and MCP servers. Codex CLI and OpenCode CLI provide core command functionality but require manual setup and &lt;code&gt;arckit init&lt;/code&gt; scaffolding.&lt;/p&gt; 
&lt;h3&gt;Why Commands, Not Skills&lt;/h3&gt; 
&lt;p&gt;Claude Code automatically exposes ArcKit commands as &lt;strong&gt;skills&lt;/strong&gt; (they appear in the skills list and can be matched by natural language). ArcKit intentionally uses &lt;strong&gt;slash commands&lt;/strong&gt; rather than standalone skills because:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;Deliberate invocation required&lt;/strong&gt; — Every command generates a heavyweight governance document (requirements spec, risk register, DPIA, etc.). Auto-triggering from conversational intent would waste significant time and tokens.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Dependency ordering&lt;/strong&gt; — Commands follow a deliberate sequence (principles → stakeholders → requirements → data-model → etc.). Skills that auto-trigger could run out of order.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;User input via &lt;code&gt;$ARGUMENTS&lt;/code&gt;&lt;/strong&gt; — Most commands accept context from the user (project name, scope, constraints). The command system handles this with &lt;code&gt;$ARGUMENTS&lt;/code&gt; substitution.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Best of both worlds&lt;/strong&gt; — Since Claude Code exposes commands as skills automatically, users get explicit &lt;code&gt;/arckit.requirements&lt;/code&gt; invocation AND natural language matching when Claude recognises intent — no restructuring needed.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Using with GitHub Copilot&lt;/h3&gt; 
&lt;p&gt;For GitHub Copilot users in VS Code, ArcKit commands are delivered as prompt files and custom agents:&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;# Install and create project (3 steps, zero config)
pip install git+https://github.com/tractorjuice/arc-kit.git
arckit init my-project --ai copilot
cd my-project &amp;amp;&amp;amp; code .

# Then use ArcKit commands in Copilot Chat
/arckit-principles Create principles for financial services
/arckit-stakeholders Analyze stakeholders for cloud migration
/arckit-requirements Create comprehensive requirements
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;This creates &lt;code&gt;.github/prompts/arckit-*.prompt.md&lt;/code&gt; (67 prompt files), &lt;code&gt;.github/agents/arckit-*.agent.md&lt;/code&gt; (9 custom agents), and &lt;code&gt;.github/copilot-instructions.md&lt;/code&gt; (repo-wide context).&lt;/p&gt; 
&lt;h3&gt;Using with Codex CLI&lt;/h3&gt; 
&lt;p&gt;For OpenAI Codex CLI users, ArcKit commands are delivered as skills and auto-discovered:&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;# Install and create project (3 steps, zero config)
pip install git+https://github.com/tractorjuice/arc-kit.git
arckit init my-project --ai codex
cd my-project &amp;amp;&amp;amp; codex

# Then use ArcKit skills
$arckit-principles Create principles for financial services
$arckit-stakeholders Analyze stakeholders for cloud migration
$arckit-requirements Create comprehensive requirements
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;See &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/.codex/README.md&quot;&gt;.codex/README.md&lt;/a&gt; for full Codex CLI setup and usage.&lt;/p&gt; 
&lt;h2&gt;Project Structure&lt;/h2&gt; 
&lt;p&gt;ArcKit creates this structure:&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-text&quot;&gt;payment-modernization/
├── .arckit/
│   ├── scripts/
│   │   └── bash/                          # Automation scripts
│   ├── templates/                         # Default templates (refreshed by arckit init)
│   └── templates-custom/                  # Your customizations (preserved across updates)
├── projects/
│   ├── 000-global/
│   │   └── ARC-000-PRIN-v1.0.md          # Global principles
│   └── 001-payment-gateway/
│       ├── ARC-001-STKE-v1.0.md           # Stakeholder analysis
│       ├── ARC-001-RISK-v1.0.md           # Risk register (Orange Book)
│       ├── ARC-001-SOBC-v1.0.md           # Strategic Outline Business Case
│       ├── ARC-001-REQ-v1.0.md            # Comprehensive requirements
│       ├── ARC-001-DATA-v1.0.md           # Data model with ERD, GDPR compliance
│       ├── wardley-maps/                   # Strategic Wardley Maps
│       │   ├── ARC-001-WARD-001-v1.0.md   # Current architecture positioning
│       │   ├── ARC-001-WARD-002-v1.0.md   # Target architecture vision
│       │   ├── ARC-001-WARD-003-v1.0.md   # Gap analysis
│       │   └── ARC-001-WARD-004-v1.0.md   # Build vs buy decisions
│       ├── ARC-001-SOW-v1.0.md            # Statement of Work (RFP)
│       ├── ARC-001-EVAL-v1.0.md           # Vendor evaluation framework
│       ├── vendors/
│       │   ├── acme-corp/
│       │   │   ├── proposal.pdf
│       │   │   ├── scoring.md
│       │   │   ├── hld-v1.md
│       │   │   └── reviews/
│       │   │       └── hld-v1-review.md
│       │   ├── beta-systems/
│       │   │   └── ...
│       │   └── comparison.md
│       ├── ARC-001-SNOW-v1.0.md           # Service management design
│       ├── ARC-001-TRAC-v1.0.md           # Traceability matrix
│       └── final/
│           ├── selected-vendor.md
│           ├── approved-hld.md
│           └── dld/
├── .agents/skills/                        # Codex CLI skills (auto-discovered)
├── .codex/
│   ├── agents/                            # Agent configs
│   └── config.toml                        # MCP servers + agent roles
├── .github/
│   ├── prompts/arckit-*.prompt.md         # GitHub Copilot prompt files (70 official + community overlays)
│   ├── agents/arckit-*.agent.md           # GitHub Copilot custom agents (10 agents)
│   └── copilot-instructions.md            # Repo-wide Copilot context
└── .opencode/commands/                    # OpenCode CLI commands
&lt;/code&gt;&lt;/pre&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Template Customization&lt;/h2&gt; 
&lt;p&gt;Customize ArcKit templates without modifying defaults:&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;# Inside your AI assistant
/arckit.customize requirements   # Copy requirements template for editing
/arckit.customize all            # Copy all templates
/arckit.customize list           # See available templates
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;&lt;strong&gt;How it works:&lt;/strong&gt;&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Default templates live in &lt;code&gt;.arckit/templates/&lt;/code&gt; (refreshed by &lt;code&gt;arckit init&lt;/code&gt;)&lt;/li&gt; 
 &lt;li&gt;Your customizations go in &lt;code&gt;.arckit/templates-custom/&lt;/code&gt; (preserved across updates)&lt;/li&gt; 
 &lt;li&gt;Commands automatically check for custom templates first, falling back to defaults&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;Common customizations:&lt;/strong&gt;&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Add organization-specific document control fields&lt;/li&gt; 
 &lt;li&gt;Include mandatory compliance sections (ISO 27001, PCI-DSS)&lt;/li&gt; 
 &lt;li&gt;Add department-specific approval workflows&lt;/li&gt; 
 &lt;li&gt;Customize UK Government classification banners&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Complete Command Reference&lt;/h2&gt; 
&lt;p&gt;All 67 ArcKit commands with maturity status and example outputs from public test repositories (43 public test repos across v0–v48).&lt;/p&gt; 
&lt;h3&gt;Status Legend&lt;/h3&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Status&lt;/th&gt; 
   &lt;th&gt;Description&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;🟢 &lt;strong&gt;Live&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Production-ready, extensively tested&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;🔵 &lt;strong&gt;Beta&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Feature-complete, actively refined&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;🟠 &lt;strong&gt;Alpha&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Working, limited testing&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;🟣 &lt;strong&gt;Experimental&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;New in v0.11.x, early adopters&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;Example Repositories&lt;/h3&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Code&lt;/th&gt; 
   &lt;th&gt;Repository&lt;/th&gt; 
   &lt;th&gt;Description&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v1&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v1-m365&quot;&gt;arckit-test-project-v1-m365&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;Microsoft 365 GCC-H Migration&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v2&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v2-hmrc-chatbot&quot;&gt;arckit-test-project-v2-hmrc-chatbot&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;HMRC Tax Assistant Chatbot&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v3&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v3-windows11&quot;&gt;arckit-test-project-v3-windows11&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;Windows 11 Enterprise Deployment&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v6&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v6-patent-system&quot;&gt;arckit-test-project-v6-patent-system&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;IPO Patent Application System&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v7&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v7-nhs-appointment&quot;&gt;arckit-test-project-v7-nhs-appointment&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;NHS Appointment Booking&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v8&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v8-ons-data-platform&quot;&gt;arckit-test-project-v8-ons-data-platform&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;ONS Data Platform Modernisation&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v9&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v9-cabinet-office-genai&quot;&gt;arckit-test-project-v9-cabinet-office-genai&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;Cabinet Office GenAI Platform&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v10&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v10-training-marketplace&quot;&gt;arckit-test-project-v10-training-marketplace&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;UK Government Training Marketplace&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v11&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v11-national-highways-data&quot;&gt;arckit-test-project-v11-national-highways-data&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;National Highways Data Architecture&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v14&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v14-scottish-courts&quot;&gt;arckit-test-project-v14-scottish-courts&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;Scottish Courts GenAI Strategy&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v16&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v16-doctors-appointment&quot;&gt;arckit-test-project-v16-doctors-appointment&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;Doctors Online Appointment System&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v17&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v17-fuel-prices&quot;&gt;arckit-test-project-v17-fuel-prices&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;UK Government Fuel Price Transparency Service&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v18&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v18-smart-meter&quot;&gt;arckit-test-project-v18-smart-meter&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;UK Smart Meter Data Consumer App&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v19&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v19-gov-api-aggregator&quot;&gt;arckit-test-project-v19-gov-api-aggregator&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;UK Government API Aggregator&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v21&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v21-criminal-courts&quot;&gt;arckit-test-project-v21-criminal-courts&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;Independent Review of the Criminal Courts — Tech &amp;amp; AI&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v22&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v22-genai-playbook&quot;&gt;arckit-test-project-v22-genai-playbook&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;UK Government GenAI Playbook&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v23&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v23-ccs-procurement-ai&quot;&gt;arckit-test-project-v23-ccs-procurement-ai&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;CCS AI Procurement Intelligence Platform&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v24&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v24-cabinet-office-ai&quot;&gt;arckit-test-project-v24-cabinet-office-ai&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;Cabinet Office Cross-Government AI Governance&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v25&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v25-dbt-trade-ai&quot;&gt;arckit-test-project-v25-dbt-trade-ai&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;DBT International Trade AI Analytics&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v26&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v26-dfe-education-ai&quot;&gt;arckit-test-project-v26-dfe-education-ai&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;DfE AI in Education Governance &amp;amp; Standards&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v27&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v27-defra-environment-ai&quot;&gt;arckit-test-project-v27-defra-environment-ai&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;DEFRA Environmental AI &amp;amp; Ecological Data&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v28&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v28-desnz-energy-ai&quot;&gt;arckit-test-project-v28-desnz-energy-ai&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;DESNZ Energy Grid AI &amp;amp; Net Zero Modelling&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v29&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v29-dhsc-health-ai&quot;&gt;arckit-test-project-v29-dhsc-health-ai&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;DHSC Health &amp;amp; Social Care AI Governance&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v30&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v30-dluhc-planning-ai&quot;&gt;arckit-test-project-v30-dluhc-planning-ai&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;DLUHC Planning &amp;amp; Housing Data Intelligence&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v31&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v31-dsit-responsible-ai&quot;&gt;arckit-test-project-v31-dsit-responsible-ai&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;DSIT Responsible AI &amp;amp; Innovation Standards&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v32&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v32-dft-transport-ai&quot;&gt;arckit-test-project-v32-dft-transport-ai&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;DfT Transport Network AI &amp;amp; Journey Intelligence&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v33&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v33-dwp-benefits-ai&quot;&gt;arckit-test-project-v33-dwp-benefits-ai&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;DWP Benefits Processing AI &amp;amp; Employment Intelligence&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v34&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v34-fcdo-diplomatic-ai&quot;&gt;arckit-test-project-v34-fcdo-diplomatic-ai&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;FCDO Diplomatic Intelligence &amp;amp; Consular AI&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v35&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v35-gld-legal-ai&quot;&gt;arckit-test-project-v35-gld-legal-ai&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;GLD Legal AI &amp;amp; Litigation Intelligence&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v36&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v36-hmlr-land-ai&quot;&gt;arckit-test-project-v36-hmlr-land-ai&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;HMLR Land Registration AI &amp;amp; Property Intelligence&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v37&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v37-hmrc-tax-ai&quot;&gt;arckit-test-project-v37-hmrc-tax-ai&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;HMRC Tax Compliance AI &amp;amp; Revenue Intelligence&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v38&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v38-hmt-fiscal-ai&quot;&gt;arckit-test-project-v38-hmt-fiscal-ai&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;HMT Fiscal Modelling AI &amp;amp; Economic Intelligence&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v39&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v39-home-office-borders-ai&quot;&gt;arckit-test-project-v39-home-office-borders-ai&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;Home Office Borders, Immigration &amp;amp; Security AI&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v40&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v40-mod-defence-ai&quot;&gt;arckit-test-project-v40-mod-defence-ai&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;MoD Defence AI Strategy &amp;amp; Operational Assurance&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v41&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v41-moj-justice-ai&quot;&gt;arckit-test-project-v41-moj-justice-ai&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;MoJ Justice System AI &amp;amp; Court Innovation&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v42&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v42-no10-ds-policy-ai&quot;&gt;arckit-test-project-v42-no10-ds-policy-ai&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;No.10 Data Science Policy Intelligence Platform&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v43&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v43-iai-gov-ai-products&quot;&gt;arckit-test-project-v43-iai-gov-ai-products&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;http://i.AI&quot;&gt;i.AI&lt;/a&gt; Government AI Products &amp;amp; Delivery&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v44&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v44-australian-gov&quot;&gt;arckit-test-project-v44-australian-gov&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;Australian Government — Architecture Governance (non-UK PoC)&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v45&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v45-nsi-rainbow&quot;&gt;arckit-test-project-v45-nsi-rainbow&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;NS&amp;amp;I Digital Modernisation Programme (Project Rainbow)&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v46&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v46-gds-local&quot;&gt;arckit-test-project-v46-gds-local&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;GDS Local&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v46&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v46-sdg&quot;&gt;arckit-test-project-v46-sdg&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;ArcKit SDG Mono-Repo (17 UN SDGs, 78 UK Gov projects)&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v47&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v47-dft-transforming-city-regions&quot;&gt;arckit-test-project-v47-dft-transforming-city-regions&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;DfT Transforming City Regions funding system&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;v48&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/tractorjuice/arckit-test-project-v48-arckit-as-a-service&quot;&gt;arckit-test-project-v48-arckit-as-a-service&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;ArcKit as a Service for UK Government&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;Foundation&lt;/h3&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Command&lt;/th&gt; 
   &lt;th&gt;Description&lt;/th&gt; 
   &lt;th&gt;Examples&lt;/th&gt; 
   &lt;th&gt;Status&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.init&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Initialize ArcKit project structure with numbered project directories and global artifacts&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🟢 Live&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.start&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Get oriented with ArcKit — check project status, explore available commands, and choose your next step&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🟢 Live&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.plan&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Create project plan with timeline, phases, gates, and Mermaid diagrams&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/001-windows-11-migration-intune/ARC-001-PLAN-v1.0.md&quot;&gt;v3/001&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/002-application-packaging-rationalisation/ARC-002-PLAN-v1.0.md&quot;&gt;v3/002&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/004-conference-facilities-modernization/ARC-004-PLAN-v1.0.md&quot;&gt;v3/004&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/005-cloud-pki/ARC-005-PLAN-v1.0.md&quot;&gt;v3/005&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v8-ons-data-platform/#projects/001-ons-data-platform-modernisation/ARC-001-PLAN-v1.0.md&quot;&gt;v8&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v9-cabinet-office-genai/#projects/001-cabinet-office-genai/ARC-001-PLAN-v1.0.md&quot;&gt;v9&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v10-training-marketplace/#projects/001-ai-training-marketplace/ARC-001-PLAN-v1.0.md&quot;&gt;v10&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v11-national-highways-data/#projects/001-national-highways-data-architecture-modernization/ARC-001-PLAN-v1.0.md&quot;&gt;v11&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/ARC-001-PLAN-v1.0.md&quot;&gt;v14&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v17-fuel-prices/#projects/001-uk-fuel-price-transparency-service/ARC-001-PLAN-v1.0.md&quot;&gt;v17&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v18-smart-meter/#projects/001-smart-meter-app/ARC-001-PLAN-v1.0.md&quot;&gt;v18&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟢 Live&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.principles&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Create or update enterprise architecture principles&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v1-m365/#projects/000-global/ARC-000-PRIN-v1.0.md&quot;&gt;v1&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v2-hmrc-chatbot/#projects/000-global/ARC-000-PRIN-v1.0.md&quot;&gt;v2&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/000-global/ARC-000-PRIN-v1.0.md&quot;&gt;v3&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v6-patent-system/#projects/000-global/ARC-000-PRIN-v1.0.md&quot;&gt;v6&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v8-ons-data-platform/#projects/000-global/ARC-000-PRIN-v1.0.md&quot;&gt;v8&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v9-cabinet-office-genai/#projects/000-global/ARC-000-PRIN-v1.0.md&quot;&gt;v9&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v10-training-marketplace/#projects/000-global/ARC-000-PRIN-v1.0.md&quot;&gt;v10&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v11-national-highways-data/#projects/000-global/ARC-000-PRIN-v1.0.md&quot;&gt;v11&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v7-nhs-appointment/#projects/000-global/ARC-000-PRIN-v1.0.md&quot;&gt;v7&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/000-global/ARC-000-PRIN-v1.0.md&quot;&gt;v14&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v16-doctors-appointment/#projects/000-global/ARC-000-PRIN-v1.0.md&quot;&gt;v16&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v17-fuel-prices/#projects/000-global/ARC-000-PRIN-v1.0.md&quot;&gt;v17&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v18-smart-meter/#projects/000-global/ARC-000-PRIN-v1.0.md&quot;&gt;v18&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v19-gov-api-aggregator/#projects/000-global/ARC-000-PRIN-v1.0.md&quot;&gt;v19&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟢 Live&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;Strategic Context&lt;/h3&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Command&lt;/th&gt; 
   &lt;th&gt;Description&lt;/th&gt; 
   &lt;th&gt;Examples&lt;/th&gt; 
   &lt;th&gt;Status&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.stakeholders&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Analyze stakeholder drivers, goals, and measurable outcomes&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v1-m365/#projects/001-exchange-online-migration/ARC-001-STKE-v1.0.md&quot;&gt;v1&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v2-hmrc-chatbot/#projects/001-hmrc-chatbot/ARC-001-STKE-v1.0.md&quot;&gt;v2&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/001-windows-11-migration-intune/ARC-001-STKE-v1.0.md&quot;&gt;v3/001&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/002-application-packaging-rationalisation/ARC-002-STKE-v1.0.md&quot;&gt;v3/002&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/003-peripherals-update-upgrade/ARC-003-STKE-v1.0.md&quot;&gt;v3/003&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/004-conference-facilities-modernization/ARC-004-STKE-v1.0.md&quot;&gt;v3/004&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/005-cloud-pki/ARC-005-STKE-v1.0.md&quot;&gt;v3/005&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/006-large-format-printer/ARC-006-STKE-v1.0.md&quot;&gt;v3/006&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/007-vpn-service-windows11-autopilot/ARC-007-STKE-v1.0.md&quot;&gt;v3/007&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v6-patent-system/#projects/001-patent-management-system-for-the-intellectual-property-office/ARC-001-STKE-v1.0.md&quot;&gt;v6&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v8-ons-data-platform/#projects/001-ons-data-platform-modernisation/ARC-001-STKE-v1.0.md&quot;&gt;v8&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v9-cabinet-office-genai/#projects/001-cabinet-office-genai/ARC-001-STKE-v1.0.md&quot;&gt;v9&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v10-training-marketplace/#projects/001-ai-training-marketplace/ARC-001-STKE-v1.0.md&quot;&gt;v10&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v11-national-highways-data/#projects/001-national-highways-data-architecture-modernization/ARC-001-STKE-v1.0.md&quot;&gt;v11&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/ARC-001-STKE-v1.0.md&quot;&gt;v14&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v16-doctors-appointment/#projects/001-doctors-appointment/ARC-001-STKE-v1.0.md&quot;&gt;v16&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v17-fuel-prices/#projects/001-uk-fuel-price-transparency-service/ARC-001-STKE-v1.0.md&quot;&gt;v17&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v18-smart-meter/#projects/001-smart-meter-app/ARC-001-STKE-v1.0.md&quot;&gt;v18&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v19-gov-api-aggregator/#projects/001-uk-government-api-aggregator/ARC-001-STKE-v1.0.md&quot;&gt;v19&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟢 Live&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.risk&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Create comprehensive risk register following HM Treasury Orange Book principles&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/001-windows-11-migration-intune/ARC-001-RISK-v1.0.md&quot;&gt;v3/001&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/002-application-packaging-rationalisation/ARC-002-RISK-v1.0.md&quot;&gt;v3/002&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/003-peripherals-update-upgrade/ARC-003-RISK-v1.0.md&quot;&gt;v3/003&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/004-conference-facilities-modernization/ARC-004-RISK-v1.0.md&quot;&gt;v3/004&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/005-cloud-pki/ARC-005-RISK-v1.0.md&quot;&gt;v3/005&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/006-large-format-printer/ARC-006-RISK-v1.0.md&quot;&gt;v3/006&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/007-vpn-service-windows11-autopilot/ARC-007-RISK-v1.0.md&quot;&gt;v3/007&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v8-ons-data-platform/#projects/001-ons-data-platform-modernisation/ARC-001-RISK-v1.0.md&quot;&gt;v8&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v9-cabinet-office-genai/#projects/001-cabinet-office-genai/ARC-001-RISK-v1.0.md&quot;&gt;v9&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v11-national-highways-data/#projects/001-national-highways-data-architecture-modernization/ARC-001-RISK-v1.0.md&quot;&gt;v11&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/ARC-001-RISK-v1.0.md&quot;&gt;v14&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v16-doctors-appointment/#projects/001-doctors-appointment/ARC-001-RISK-v1.0.md&quot;&gt;v16&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v17-fuel-prices/#projects/001-uk-fuel-price-transparency-service/ARC-001-RISK-v1.0.md&quot;&gt;v17&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v18-smart-meter/#projects/001-smart-meter-app/ARC-001-RISK-v1.0.md&quot;&gt;v18&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟢 Live&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.sobc&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Create Strategic Outline Business Case (SOBC) using UK Government Green Book 5-case model&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/001-windows-11-migration-intune/ARC-001-SOBC-v1.0.md&quot;&gt;v3/001&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/002-application-packaging-rationalisation/ARC-002-SOBC-v1.0.md&quot;&gt;v3/002&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/003-peripherals-update-upgrade/ARC-003-SOBC-v1.0.md&quot;&gt;v3/003&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/004-conference-facilities-modernization/ARC-004-SOBC-v1.0.md&quot;&gt;v3/004&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/005-cloud-pki/ARC-005-SOBC-v1.0.md&quot;&gt;v3/005&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/007-vpn-service-windows11-autopilot/ARC-007-SOBC-v1.0.md&quot;&gt;v3/007&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v8-ons-data-platform/#projects/001-ons-data-platform-modernisation/ARC-001-SOBC-v1.0.md&quot;&gt;v8&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v9-cabinet-office-genai/#projects/001-cabinet-office-genai/ARC-001-SOBC-v1.0.md&quot;&gt;v9&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟢 Live&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;Requirements &amp;amp; Data&lt;/h3&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Command&lt;/th&gt; 
   &lt;th&gt;Description&lt;/th&gt; 
   &lt;th&gt;Examples&lt;/th&gt; 
   &lt;th&gt;Status&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.requirements&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Create comprehensive business and technical requirements&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v1-m365/#projects/001-exchange-online-migration/ARC-001-REQ-v1.0.md&quot;&gt;v1&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v2-hmrc-chatbot/#projects/001-hmrc-chatbot/ARC-001-REQ-v1.0.md&quot;&gt;v2&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/001-windows-11-migration-intune/ARC-001-REQ-v1.0.md&quot;&gt;v3/001&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/002-application-packaging-rationalisation/ARC-002-REQ-v1.0.md&quot;&gt;v3/002&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/003-peripherals-update-upgrade/ARC-003-REQ-v1.0.md&quot;&gt;v3/003&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/004-conference-facilities-modernization/ARC-004-REQ-v1.0.md&quot;&gt;v3/004&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/005-cloud-pki/ARC-005-REQ-v1.0.md&quot;&gt;v3/005&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/006-large-format-printer/ARC-006-REQ-v1.0.md&quot;&gt;v3/006&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/007-vpn-service-windows11-autopilot/ARC-007-REQ-v1.0.md&quot;&gt;v3/007&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v6-patent-system/#projects/001-patent-management-system-for-the-intellectual-property-office/ARC-001-REQ-v1.0.md&quot;&gt;v6&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v8-ons-data-platform/#projects/001-ons-data-platform-modernisation/ARC-001-REQ-v1.0.md&quot;&gt;v8&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v9-cabinet-office-genai/#projects/001-cabinet-office-genai/ARC-001-REQ-v1.0.md&quot;&gt;v9&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v10-training-marketplace/#projects/001-ai-training-marketplace/ARC-001-REQ-v1.0.md&quot;&gt;v10&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v11-national-highways-data/#projects/001-national-highways-data-architecture-modernization/ARC-001-REQ-v1.0.md&quot;&gt;v11&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v7-nhs-appointment/#projects/001-nhs-appointment-booking/ARC-001-REQ-v1.0.md&quot;&gt;v7&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/ARC-001-REQ-v1.0.md&quot;&gt;v14&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v16-doctors-appointment/#projects/001-doctors-appointment/ARC-001-REQ-v1.0.md&quot;&gt;v16&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v17-fuel-prices/#projects/001-uk-fuel-price-transparency-service/ARC-001-REQ-v1.0.md&quot;&gt;v17&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v18-smart-meter/#projects/001-smart-meter-app/ARC-001-REQ-v1.0.md&quot;&gt;v18&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v19-gov-api-aggregator/#projects/001-uk-government-api-aggregator/ARC-001-REQ-v1.0.md&quot;&gt;v19&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟢 Live&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.data-model&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Create comprehensive data model with entity relationships, GDPR compliance, and data governance&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/001-windows-11-migration-intune/ARC-001-DATA-v1.0.md&quot;&gt;v3/001&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/002-application-packaging-rationalisation/ARC-002-DATA-v1.0.md&quot;&gt;v3/002&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v8-ons-data-platform/#projects/001-ons-data-platform-modernisation/ARC-001-DATA-v1.0.md&quot;&gt;v8&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v9-cabinet-office-genai/#projects/001-cabinet-office-genai/ARC-001-DATA-v1.0.md&quot;&gt;v9&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v10-training-marketplace/#projects/001-ai-training-marketplace/ARC-001-DATA-v1.0.md&quot;&gt;v10&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v11-national-highways-data/#projects/001-national-highways-data-architecture-modernization/ARC-001-DATA-v1.0.md&quot;&gt;v11&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/ARC-001-DATA-v1.0.md&quot;&gt;v14&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v16-doctors-appointment/#projects/001-doctors-appointment/ARC-001-DATA-v1.0.md&quot;&gt;v16&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v17-fuel-prices/#projects/001-uk-fuel-price-transparency-service/ARC-001-DATA-v1.0.md&quot;&gt;v17&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v18-smart-meter/#projects/001-smart-meter-app/ARC-001-DATA-v1.0.md&quot;&gt;v18&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟢 Live&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.data-mesh-contract&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Create federated data product contracts for mesh architectures with SLAs, governance, and interoperability guarantees&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🟠 Alpha&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.dpia&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Generate &lt;a href=&quot;https://ico.org.uk/for-organisations/uk-gdpr-guidance-and-resources/accountability-and-governance/data-protection-impact-assessments-dpias/&quot;&gt;Data Protection Impact Assessment (DPIA)&lt;/a&gt; for UK GDPR Article 35 compliance&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/001-windows-11-migration-intune/ARC-001-DPIA-v1.0.md&quot;&gt;v3&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v8-ons-data-platform/#projects/001-ons-data-platform-modernisation/ARC-001-DPIA-v1.0.md&quot;&gt;v8&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v9-cabinet-office-genai/#projects/001-cabinet-office-genai/ARC-001-DPIA-v1.0.md&quot;&gt;v9&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/ARC-001-DPIA-v1.0.md&quot;&gt;v14&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v16-doctors-appointment/#projects/001-doctors-appointment/ARC-001-DPIA-v1.0.md&quot;&gt;v16&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v17-fuel-prices/#projects/001-uk-fuel-price-transparency-service/ARC-001-DPIA-v1.0.md&quot;&gt;v17&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v18-smart-meter/#projects/001-smart-meter-app/ARC-001-DPIA-v1.0.md&quot;&gt;v18&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🔵 Beta&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;Research &amp;amp; Strategy&lt;/h3&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Command&lt;/th&gt; 
   &lt;th&gt;Description&lt;/th&gt; 
   &lt;th&gt;Examples&lt;/th&gt; 
   &lt;th&gt;Status&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.platform-design&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Create platform strategy using Platform Design Toolkit (8 canvases for multi-sided ecosystems)&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v8-ons-data-platform/#projects/001-ons-data-platform-modernisation/ARC-001-GAAP-v1.0.md&quot;&gt;v8&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v10-training-marketplace/#projects/001-ai-training-marketplace/ARC-001-PLAT-v1.0.md&quot;&gt;v10&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟣 Experimental&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.research&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Research technology, services, and products to meet requirements with build vs buy analysis&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/001-windows-11-migration-intune/ARC-001-RSCH-v1.0.md&quot;&gt;v3/001&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/002-application-packaging-rationalisation/ARC-002-RSCH-v1.0.md&quot;&gt;v3/002&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/research/ARC-001-RSCH-001-v1.0.md&quot;&gt;v14&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v17-fuel-prices/#projects/001-uk-fuel-price-transparency-service/ARC-001-RSCH-v1.0.md&quot;&gt;v17&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v18-smart-meter/#projects/001-smart-meter-app/ARC-001-RSCH-v1.0.md&quot;&gt;v18&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🔵 Beta&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.grants&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Research UK government grants, charitable funding, and accelerator programmes with eligibility scoring&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🟣 Experimental&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.wardley&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Create strategic Wardley Maps for architecture decisions and build vs buy analysis&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/001-windows-11-migration-intune/wardley-maps/ARC-001-WARD-001-v1.0.md&quot;&gt;v3&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v6-patent-system/#projects/001-patent-management-system-for-the-intellectual-property-office/wardley-maps/ARC-001-WARD-001-v1.0.md&quot;&gt;v6&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v11-national-highways-data/#projects/001-national-highways-data-architecture-modernization/wardley-maps/ARC-001-WARD-001-v1.0.md&quot;&gt;v11&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/wardley-maps/ARC-001-WARD-001-v1.0.md&quot;&gt;v14&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟣 Experimental&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.wardley.value-chain&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Decompose user needs into value chains for Wardley Mapping&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🟣 Experimental&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.wardley.doctrine&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Assess organizational doctrine maturity (4 phases, 40+ principles)&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🟣 Experimental&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.wardley.gameplay&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Analyze strategic plays from 60+ gameplay patterns&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🟣 Experimental&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.wardley.climate&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Assess 32 climatic patterns affecting mapped components&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🟣 Experimental&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.strategy&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Synthesise strategic artifacts into executive-level Architecture Strategy document&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🔵 Beta&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.roadmap&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Create strategic architecture roadmap with multi-year timeline, capability evolution, and governance&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/001-windows-11-migration-intune/ARC-001-ROAD-v1.0.md&quot;&gt;v3&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🔵 Beta&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.framework&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Transform architecture artifacts into a structured, reusable framework with principles, patterns, and implementation guidance&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🔵 Beta&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.adr&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Document architectural decisions with options analysis and traceability&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/001-windows-11-migration-intune/decisions/ARC-001-ADR-001-v1.0.md&quot;&gt;v3/001&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/002-application-packaging-rationalisation/decisions/ARC-002-ADR-001-v1.0.md&quot;&gt;v3/002&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/003-peripherals-update-upgrade/decisions/ARC-003-ADR-001-v1.0.md&quot;&gt;v3/003&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/004-conference-facilities-modernization/decisions/ARC-004-ADR-001-v1.0.md&quot;&gt;v3/004&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/005-cloud-pki/decisions/ARC-005-ADR-001-v1.0.md&quot;&gt;v3/005&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/007-vpn-service-windows11-autopilot/decisions/ARC-007-ADR-001-v1.0.md&quot;&gt;v3/007&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/decisions/ARC-001-ADR-001-v1.0.md&quot;&gt;v14&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🔵 Beta&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;Cloud Research (MCP)&lt;/h3&gt; 
&lt;p&gt;These commands use &lt;a href=&quot;https://modelcontextprotocol.io/&quot;&gt;Model Context Protocol (MCP)&lt;/a&gt; servers to access authoritative cloud provider documentation in real-time. The Claude Code plugin bundles both MCP servers automatically. Gemini and Codex users need to install them separately.&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Command&lt;/th&gt; 
   &lt;th&gt;Description&lt;/th&gt; 
   &lt;th&gt;Examples&lt;/th&gt; 
   &lt;th&gt;Status&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.azure-research&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Research Azure services and architecture patterns using &lt;a href=&quot;https://www.npmjs.com/package/@anthropic/mcp-server-microsoft-docs&quot;&gt;Microsoft Learn MCP&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/001-windows-11-migration-intune/research/ARC-001-AZRS-v1.0.md&quot;&gt;v3/001&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/002-application-packaging-rationalisation/research/ARC-002-AZRS-v1.0.md&quot;&gt;v3/002&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/research/ARC-001-AZRS-v1.0.md&quot;&gt;v14&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v17-fuel-prices/#projects/001-uk-fuel-price-transparency-service/research/ARC-001-AZRS-v1.0.md&quot;&gt;v17&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v18-smart-meter/#projects/001-smart-meter-app/research/ARC-001-AZRS-v1.0.md&quot;&gt;v18&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v19-gov-api-aggregator/#projects/001-uk-government-api-aggregator/research/ARC-001-AZRS-v1.0.md&quot;&gt;v19&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟣 Experimental&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.aws-research&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Research AWS services and architecture patterns using &lt;a href=&quot;https://awslabs.github.io/mcp/servers/aws-knowledge-mcp-server&quot;&gt;AWS Knowledge MCP&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/research/ARC-001-AWRS-v1.0.md&quot;&gt;v14&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v17-fuel-prices/#projects/001-uk-fuel-price-transparency-service/research/ARC-001-AWRS-v1.0.md&quot;&gt;v17&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v18-smart-meter/#projects/001-smart-meter-app/research/ARC-001-AWRS-v1.0.md&quot;&gt;v18&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v19-gov-api-aggregator/#projects/001-uk-government-api-aggregator/research/ARC-001-AWRS-v1.0.md&quot;&gt;v19&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟣 Experimental&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.gcp-research&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Research Google Cloud services and architecture patterns using &lt;a href=&quot;https://developerknowledge.googleapis.com/mcp&quot;&gt;Google Developer Knowledge MCP&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🟣 Experimental&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;Data Source Discovery&lt;/h3&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Command&lt;/th&gt; 
   &lt;th&gt;Description&lt;/th&gt; 
   &lt;th&gt;Examples&lt;/th&gt; 
   &lt;th&gt;Status&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.datascout&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Discover external data sources (APIs, datasets, open data portals) to fulfil project requirements&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v17-fuel-prices/#projects/001-uk-fuel-price-transparency-service/ARC-001-DSCT-v1.0.md&quot;&gt;v17&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v18-smart-meter/#projects/001-smart-meter-app/ARC-001-DSCT-v1.0.md&quot;&gt;v18&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v19-gov-api-aggregator/#projects/001-uk-government-api-aggregator/ARC-001-DSCT-v1.0.md&quot;&gt;v19&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟣 Experimental&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;blockquote&gt; 
 &lt;p&gt;&lt;strong&gt;Note&lt;/strong&gt;: The Google Developer Knowledge MCP requires an API key (&lt;code&gt;GOOGLE_API_KEY&lt;/code&gt; environment variable). See the &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/docs/guides/gcp-research.md&quot;&gt;GCP Research guide&lt;/a&gt; for setup instructions.&lt;/p&gt; 
&lt;/blockquote&gt; 
&lt;h3&gt;Government Code Discovery&lt;/h3&gt; 
&lt;p&gt;These commands use the &lt;a href=&quot;https://github.com/MHCLG/govreposcrape-mcp&quot;&gt;govreposcrape MCP&lt;/a&gt; server to search 24,500+ UK government repositories. The Claude Code plugin bundles the MCP server automatically. No API key required.&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Command&lt;/th&gt; 
   &lt;th&gt;Description&lt;/th&gt; 
   &lt;th&gt;Examples&lt;/th&gt; 
   &lt;th&gt;Status&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.gov-code-search&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Search 24,500+ UK government repositories using natural language&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🟣 Experimental&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.gov-landscape&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Map the UK government code landscape for a domain&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🟣 Experimental&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.gov-reuse&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Discover reusable UK government code before building from scratch&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🟣 Experimental&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;Procurement&lt;/h3&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Command&lt;/th&gt; 
   &lt;th&gt;Description&lt;/th&gt; 
   &lt;th&gt;Examples&lt;/th&gt; 
   &lt;th&gt;Status&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.sow&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Generate Statement of Work (SOW) / RFP document for vendor procurement&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v1-m365/#projects/001-exchange-online-migration/ARC-001-SOW-v1.0.md&quot;&gt;v1&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v2-hmrc-chatbot/#projects/001-hmrc-chatbot/ARC-001-SOW-v1.0.md&quot;&gt;v2&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/001-windows-11-migration-intune/ARC-001-SOW-v1.0.md&quot;&gt;v3/001&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/002-application-packaging-rationalisation/ARC-002-SOW-v1.0.md&quot;&gt;v3/002&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/003-peripherals-update-upgrade/ARC-003-SOW-v1.0.md&quot;&gt;v3/003&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v6-patent-system/#projects/001-patent-management-system-for-the-intellectual-property-office/ARC-001-SOW-v1.0.md&quot;&gt;v6&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟢 Live&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.dos&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Generate Digital Outcomes and Specialists (DOS) procurement documentation for UK Digital Marketplace&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🟣 Experimental&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.gcloud-search&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Find G-Cloud services on UK Digital Marketplace with live search and comparison&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/001-windows-11-migration-intune/ARC-001-GCLD-v1.0.md&quot;&gt;v3&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/ARC-001-GCLD-v1.0.md&quot;&gt;v14&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟣 Experimental&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.gcloud-clarify&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Analyze G-Cloud service gaps and generate supplier clarification questions&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🟣 Experimental&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.evaluate&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Create vendor evaluation framework and score vendor proposals&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v1-m365/#projects/001-exchange-online-migration/ARC-001-EVAL-v1.0.md&quot;&gt;v1&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v2-hmrc-chatbot/#projects/001-hmrc-chatbot/ARC-001-EVAL-v1.0.md&quot;&gt;v2&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/001-windows-11-migration-intune/ARC-001-EVAL-v1.0.md&quot;&gt;v3/001&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/002-application-packaging-rationalisation/ARC-002-EVAL-v1.0.md&quot;&gt;v3/002&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/003-peripherals-update-upgrade/ARC-003-EVAL-v1.0.md&quot;&gt;v3/003&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/005-cloud-pki/ARC-005-EVAL-v1.0.md&quot;&gt;v3/005&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v6-patent-system/#projects/001-patent-management-system-for-the-intellectual-property-office/ARC-001-EVAL-v1.0.md&quot;&gt;v6&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟢 Live&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.score&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Score vendor proposals with structured storage, side-by-side comparison, sensitivity analysis, and audit trail&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🔵 Beta&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;Design &amp;amp; Architecture&lt;/h3&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Command&lt;/th&gt; 
   &lt;th&gt;Description&lt;/th&gt; 
   &lt;th&gt;Examples&lt;/th&gt; 
   &lt;th&gt;Status&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.diagram&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Generate architecture diagrams using Mermaid for visual documentation&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v1-m365/#projects/001-exchange-online-migration/diagrams/ARC-001-DIAG-001-v1.0.md&quot;&gt;v1&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/001-windows-11-migration-intune/diagrams/ARC-001-DIAG-001-v1.0.md&quot;&gt;v3/001&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/005-cloud-pki/diagrams/ARC-005-DIAG-001-v1.0.md&quot;&gt;v3/005&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/007-vpn-service-windows11-autopilot/diagrams/ARC-007-DIAG-001-v1.0.md&quot;&gt;v3/007&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v10-training-marketplace/#projects/001-ai-training-marketplace/diagrams/ARC-001-DIAG-001-v1.0.md&quot;&gt;v10&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/diagrams/ARC-001-DIAG-001-v1.0.md&quot;&gt;v14&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v17-fuel-prices/#projects/001-uk-fuel-price-transparency-service/diagrams/ARC-001-DIAG-001-v1.0.md&quot;&gt;v17&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v19-gov-api-aggregator/#projects/001-uk-government-api-aggregator/diagrams/ARC-001-DIAG-001-v1.0.md&quot;&gt;v19&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟢 Live&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.hld-review&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Review High-Level Design (HLD) against architecture principles and requirements&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/001-windows-11-migration-intune/reviews/ARC-001-HLDR-v1.0.md&quot;&gt;v3&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/reviews/ARC-001-HLDR-v1.0.md&quot;&gt;v14&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🔵 Beta&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.dld-review&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Review Detailed Design (DLD) for implementation readiness&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🔵 Beta&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;Operations&lt;/h3&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Command&lt;/th&gt; 
   &lt;th&gt;Description&lt;/th&gt; 
   &lt;th&gt;Examples&lt;/th&gt; 
   &lt;th&gt;Status&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.backlog&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Generate prioritised product backlog from ArcKit artifacts - convert requirements to user stories, organise into sprints&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/001-windows-11-migration-intune/ARC-001-BKLG-v1.0.md&quot;&gt;v3/001&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/002-application-packaging-rationalisation/ARC-002-BKLG-v1.0.md&quot;&gt;v3/002&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/003-peripherals-update-upgrade/ARC-003-BKLG-v1.0.md&quot;&gt;v3/003&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/004-conference-facilities-modernization/ARC-004-BKLG-v1.0.md&quot;&gt;v3/004&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v9-cabinet-office-genai/#projects/001-cabinet-office-genai/ARC-001-BKLG-v1.0.md&quot;&gt;v9&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/ARC-001-BKLG-v1.0.md&quot;&gt;v14&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v17-fuel-prices/#projects/001-uk-fuel-price-transparency-service/ARC-001-BKLG-v1.0.md&quot;&gt;v17&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v19-gov-api-aggregator/#projects/001-uk-government-api-aggregator/ARC-001-BKLG-v1.0.md&quot;&gt;v19&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🔵 Beta&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.trello&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Export product backlog to Trello - create board, lists, cards with labels and checklists from backlog JSON&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🟣 Experimental&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.servicenow&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Create comprehensive ServiceNow service design with CMDB, SLAs, incident management, and change control&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/001-windows-11-migration-intune/ARC-001-SNOW-v1.0.md&quot;&gt;v3&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🔵 Beta&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.devops&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Create DevOps strategy with CI/CD pipelines, IaC, container orchestration, and developer experience&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/ARC-001-DEVOPS-v1.0.md&quot;&gt;v14&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟣 Experimental&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.mlops&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Create MLOps strategy with model lifecycle, training pipelines, serving, monitoring, and governance&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/ARC-001-MLOPS-v1.0.md&quot;&gt;v14&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟣 Experimental&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.finops&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Create FinOps strategy with cloud cost management, optimization, governance, and forecasting&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/ARC-001-FINOPS-v1.0.md&quot;&gt;v14&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟣 Experimental&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.operationalize&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Create operational readiness pack with support model, runbooks, DR/BCP, on-call, and handover documentation&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/ARC-001-OPS-v1.0.md&quot;&gt;v14&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟣 Experimental&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.traceability&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Generate requirements traceability matrix from requirements to design to tests&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v1-m365/#projects/001-exchange-online-migration/ARC-001-TRAC-v1.0.md&quot;&gt;v1&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v2-hmrc-chatbot/#projects/001-hmrc-chatbot/ARC-001-TRAC-v1.0.md&quot;&gt;v2&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/001-windows-11-migration-intune/ARC-001-TRAC-v1.0.md&quot;&gt;v3/001&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/002-application-packaging-rationalisation/ARC-002-TRAC-v1.0.md&quot;&gt;v3/002&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/003-peripherals-update-upgrade/ARC-003-TRAC-v1.0.md&quot;&gt;v3/003&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v6-patent-system/#projects/001-patent-management-system-for-the-intellectual-property-office/ARC-001-TRAC-v1.0.md&quot;&gt;v6&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v9-cabinet-office-genai/#projects/001-cabinet-office-genai/ARC-001-TRAC-v1.0.md&quot;&gt;v9&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/ARC-001-TRAC-v1.0.md&quot;&gt;v14&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟢 Live&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;Quality &amp;amp; Governance&lt;/h3&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Command&lt;/th&gt; 
   &lt;th&gt;Description&lt;/th&gt; 
   &lt;th&gt;Examples&lt;/th&gt; 
   &lt;th&gt;Status&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.analyze&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Perform comprehensive governance quality analysis across architecture artifacts&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v6-patent-system/#projects/001-patent-management-system-for-the-intellectual-property-office/ARC-001-ANAL-v1.0.md&quot;&gt;v6&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v9-cabinet-office-genai/#projects/001-cabinet-office-genai/ARC-001-ANAL-v1.0.md&quot;&gt;v9&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v11-national-highways-data/#projects/001-national-highways-data-architecture-modernization/ARC-001-ANAL-v1.0.md&quot;&gt;v11&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/ARC-001-ANAL-v1.0.md&quot;&gt;v14&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🔵 Beta&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.principles-compliance&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Assess compliance with architecture principles and generate scorecard with evidence, gaps, and recommendations&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/001-windows-11-migration-intune/ARC-001-PRIN-COMP-v1.0.md&quot;&gt;v3&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/ARC-001-PRIN-COMP-v1.0.md&quot;&gt;v14&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟢 Live&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.story&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Generate comprehensive project story with timeline analysis, traceability, and governance achievements&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/001-windows-11-migration-intune/ARC-001-STORY-v1.0.md&quot;&gt;v3&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v8-ons-data-platform/#projects/001-ons-data-platform-modernisation/ARC-001-STORY-v1.0.md&quot;&gt;v8&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v9-cabinet-office-genai/#projects/001-cabinet-office-genai/ARC-001-STORY-v1.0.md&quot;&gt;v9&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/ARC-001-STORY-v1.0.md&quot;&gt;v14&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟢 Live&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.presentation&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Generate MARP slide deck from project artifacts for governance boards and stakeholder briefings&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🔵 Beta&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.conformance&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Assess architecture conformance — ADR decision implementation, cross-decision consistency, architecture drift, technical debt, and custom constraint rules&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🔵 Beta&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.health&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Scan projects for stale research, forgotten ADRs, unresolved review conditions, orphaned requirements, missing traceability, and version drift&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🔵 Beta&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.impact&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Analyse blast radius of changes — reverse dependency tracing&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🟣 Experimental&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.search&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Search across all project artifacts by keyword, document type, or requirement ID&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🔵 Beta&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.navigator&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Project-level GPS — show coverage against the essential ArcKit baseline, surface DRAFT/stale/orphan artifacts, and recommend the next slash command to run&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🟢 Live&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.graph-report&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Governance metrics dashboard — coverage by category, cross-reference density, compliance readiness, and project comparison across all working projects&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🟢 Live&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.customize&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Copy templates to &lt;code&gt;.arckit/templates-custom/&lt;/code&gt; for customization (preserved across updates)&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🟢 Live&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.maturity-model&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Generate capability maturity model with current-state assessment, target-state definition, and improvement roadmap&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🔵 Beta&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.template-builder&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Create new document templates through interactive interview — generates community-origin templates, guides, and optional shareable bundles&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🟠 Alpha&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;UK Government&lt;/h3&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Command&lt;/th&gt; 
   &lt;th&gt;Description&lt;/th&gt; 
   &lt;th&gt;Examples&lt;/th&gt; 
   &lt;th&gt;Status&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.service-assessment&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Prepare for &lt;a href=&quot;https://www.gov.uk/service-manual/service-assessments&quot;&gt;GDS Service Standard&lt;/a&gt; assessment - analyze evidence against 14 points, identify gaps, generate readiness report&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v16-doctors-appointment/#projects/001-doctors-appointment/ARC-001-SASS-v1.0.md&quot;&gt;v16&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🔵 Beta&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.tcop&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Generate a &lt;a href=&quot;https://www.gov.uk/guidance/the-technology-code-of-practice&quot;&gt;Technology Code of Practice (TCoP)&lt;/a&gt; review document for a UK Government technology project&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v6-patent-system/#projects/001-patent-management-system-for-the-intellectual-property-office/ARC-001-TCOP-v1.0.md&quot;&gt;v6&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v8-ons-data-platform/#projects/001-ons-data-platform-modernisation/ARC-001-TCOP-v1.0.md&quot;&gt;v8&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v9-cabinet-office-genai/#projects/001-cabinet-office-genai/ARC-001-TCOP-v1.0.md&quot;&gt;v9&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v11-national-highways-data/#projects/001-national-highways-data-architecture-modernization/ARC-001-TCOP-v1.0.md&quot;&gt;v11&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/ARC-001-TCOP-v1.0.md&quot;&gt;v14&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🔵 Beta&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.secure&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Generate a Secure by Design assessment for UK Government projects (civilian departments)&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v8-ons-data-platform/#projects/001-ons-data-platform-modernisation/ARC-001-SECD-v1.0.md&quot;&gt;v8&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v9-cabinet-office-genai/#projects/001-cabinet-office-genai/ARC-001-SECD-v1.0.md&quot;&gt;v9&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v11-national-highways-data/#projects/001-national-highways-data-architecture-modernization/ARC-001-SECD-v1.0.md&quot;&gt;v11&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/ARC-001-SECD-v1.0.md&quot;&gt;v14&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v16-doctors-appointment/#projects/001-doctors-appointment/ARC-001-SECD-v1.0.md&quot;&gt;v16&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v17-fuel-prices/#projects/001-uk-fuel-price-transparency-service/ARC-001-SECD-v1.0.md&quot;&gt;v17&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v18-smart-meter/#projects/001-smart-meter-app/ARC-001-SECD-v1.0.md&quot;&gt;v18&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v19-gov-api-aggregator/#projects/001-uk-government-api-aggregator/ARC-001-SECD-v1.0.md&quot;&gt;v19&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🔵 Beta&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.ai-playbook&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Assess &lt;a href=&quot;https://www.gov.uk/government/publications/ai-playbook-for-the-uk-government&quot;&gt;UK Government AI Playbook&lt;/a&gt; compliance for responsible AI deployment&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v9-cabinet-office-genai/#projects/001-cabinet-office-genai/ARC-001-AIPB-v1.0.md&quot;&gt;v9&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/ARC-001-AIPB-v1.0.md&quot;&gt;v14&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟠 Alpha&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.atrs&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Generate &lt;a href=&quot;https://www.gov.uk/government/collections/algorithmic-transparency-recording-standard-hub&quot;&gt;Algorithmic Transparency Recording Standard (ATRS)&lt;/a&gt; record for AI/algorithmic tools&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v2-hmrc-chatbot/#projects/001-hmrc-chatbot/ARC-001-ATRS-v1.0.md&quot;&gt;v2&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v9-cabinet-office-genai/#projects/001-cabinet-office-genai/ARC-001-ATRS-v1.0.md&quot;&gt;v9&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/#projects/001-scts-genai-programme/ARC-001-ATRS-v1.0.md&quot;&gt;v14&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟠 Alpha&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;UK MOD&lt;/h3&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Command&lt;/th&gt; 
   &lt;th&gt;Description&lt;/th&gt; 
   &lt;th&gt;Examples&lt;/th&gt; 
   &lt;th&gt;Status&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.mod-secure&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Generate a MOD Secure by Design assessment for UK Ministry of Defence projects using CAAT and continuous assurance&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/001-windows-11-migration-intune/ARC-001-SECD-MOD-v1.0.md&quot;&gt;v3/001&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/#projects/006-large-format-printer/ARC-006-SECD-MOD-v1.0.md&quot;&gt;v3/006&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟣 Experimental&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.jsp-936&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Generate &lt;a href=&quot;https://www.gov.uk/government/publications/jsp-936-dependable-artificial-intelligence-ai-in-defence-part-1-directive&quot;&gt;MOD JSP 936&lt;/a&gt; AI assurance documentation for defence AI/ML systems&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🟣 Experimental&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;Documentation &amp;amp; Publishing&lt;/h3&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Command&lt;/th&gt; 
   &lt;th&gt;Description&lt;/th&gt; 
   &lt;th&gt;Examples&lt;/th&gt; 
   &lt;th&gt;Status&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.glossary&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Generate comprehensive project glossary with terms, definitions, acronyms, and cross-references&lt;/td&gt; 
   &lt;td&gt;—&lt;/td&gt; 
   &lt;td&gt;🔵 Beta&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;/arckit.pages&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Generate documentation site with Mermaid diagram support&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v1-m365/&quot;&gt;v1&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v2-hmrc-chatbot/&quot;&gt;v2&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v3-windows11/&quot;&gt;v3&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v6-patent-system/&quot;&gt;v6&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v7-nhs-appointment/&quot;&gt;v7&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v8-ons-data-platform/&quot;&gt;v8&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v9-cabinet-office-genai/&quot;&gt;v9&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v10-training-marketplace/&quot;&gt;v10&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v11-national-highways-data/&quot;&gt;v11&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v14-scottish-courts/&quot;&gt;v14&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v16-doctors-appointment/&quot;&gt;v16&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v17-fuel-prices/&quot;&gt;v17&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v18-smart-meter/&quot;&gt;v18&lt;/a&gt; &lt;a href=&quot;https://tractorjuice.github.io/arckit-test-project-v19-gov-api-aggregator/&quot;&gt;v19&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;🟠 Alpha&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Wardley Mapping for Strategic Architecture&lt;/h2&gt; 
&lt;p&gt;ArcKit uses Wardley Maps to expose the strategic position of every component before you commit to a solution. The &lt;code&gt;/arckit.wardley&lt;/code&gt; command produces ready-to-visualise maps that:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Trace user needs through the supporting value chain so gaps and duplicated effort are obvious.&lt;/li&gt; 
 &lt;li&gt;Plot evolution from Genesis → Commodity to reveal when to build, buy, reuse, or retire capabilities.&lt;/li&gt; 
 &lt;li&gt;Feed procurement, vendor evaluation, and design reviews with shared situational awareness.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;Maps are emitted in the Open Wardley Map format — paste them straight into &lt;a href=&quot;https://create.wardleymaps.ai&quot;&gt;https://create.wardleymaps.ai&lt;/a&gt; for a visual view. Full example outputs live in the public demos such as &lt;code&gt;arckit-test-project-v3-windows11&lt;/code&gt; (enterprise OS rollout strategy) and &lt;code&gt;arckit-test-project-v14-scottish-courts&lt;/code&gt; (GenAI platform strategy).&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Architecture Diagrams with Mermaid&lt;/h2&gt; 
&lt;p&gt;&lt;strong&gt;ArcKit generates visual architecture diagrams using Mermaid for clear technical communication.&lt;/strong&gt;&lt;/p&gt; 
&lt;h3&gt;What are Architecture Diagrams?&lt;/h3&gt; 
&lt;p&gt;Architecture diagrams visualize system structure, interactions, and deployment for:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;Technical Communication&lt;/strong&gt;: Share architecture with stakeholders&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Design Documentation&lt;/strong&gt;: Document current and future state&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Vendor Evaluation&lt;/strong&gt;: Compare vendor technical approaches&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;UK Government Compliance&lt;/strong&gt;: Visualize Cloud First, &lt;a href=&quot;http://GOV.UK&quot;&gt;GOV.UK&lt;/a&gt; services, PII handling&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Diagram Types&lt;/h3&gt; 
&lt;p&gt;ArcKit supports 6 essential diagram types based on the C4 Model and enterprise architecture best practices:&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Diagram Type&lt;/th&gt; 
   &lt;th&gt;Level&lt;/th&gt; 
   &lt;th&gt;Purpose&lt;/th&gt; 
   &lt;th&gt;When to Use&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;C4 Context&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Level 1&lt;/td&gt; 
   &lt;td&gt;System in context with users and external systems&lt;/td&gt; 
   &lt;td&gt;After requirements, to show system boundaries&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;C4 Container&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Level 2&lt;/td&gt; 
   &lt;td&gt;Technical containers and technology choices&lt;/td&gt; 
   &lt;td&gt;After HLD, for vendor review&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;C4 Component&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Level 3&lt;/td&gt; 
   &lt;td&gt;Internal components within a container&lt;/td&gt; 
   &lt;td&gt;After DLD, for implementation&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;Deployment&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Infrastructure&lt;/td&gt; 
   &lt;td&gt;Cloud resources and network topology&lt;/td&gt; 
   &lt;td&gt;Cloud First compliance, cost estimation&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;Sequence&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Interaction&lt;/td&gt; 
   &lt;td&gt;API flows and request/response patterns&lt;/td&gt; 
   &lt;td&gt;Integration requirements, API design&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;Data Flow&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Data&lt;/td&gt; 
   &lt;td&gt;How data moves, PII handling, GDPR compliance&lt;/td&gt; 
   &lt;td&gt;UK GDPR, DPIA requirements&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;Use &lt;code&gt;/arckit.diagram&lt;/code&gt; directly, or supply an explicit type such as &lt;code&gt;context&lt;/code&gt;, &lt;code&gt;container&lt;/code&gt;, &lt;code&gt;sequence&lt;/code&gt;, or &lt;code&gt;dataflow&lt;/code&gt;. Outputs bundle component inventories with Wardley evolution tags, built-in &lt;a href=&quot;http://GOV.UK&quot;&gt;GOV.UK&lt;/a&gt; compliance scaffolding (Notify, Pay, Design System), Cloud First network patterns, GDPR annotations, and traceability back to requirements and tests. For full examples, browse the diagram folders in &lt;code&gt;arckit-test-project-v3-windows11&lt;/code&gt; and &lt;code&gt;arckit-test-project-v14-scottish-courts&lt;/code&gt;.&lt;/p&gt; 
&lt;h2&gt;ServiceNow Service Management Design&lt;/h2&gt; 
&lt;p&gt;ArcKit turns architecture artefacts into an operations-ready ServiceNow pack. The &lt;code&gt;/arckit.servicenow&lt;/code&gt; command builds:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;CMDB hierarchies, SLAs, and change risk straight from requirements, diagrams, and Wardley Maps.&lt;/li&gt; 
 &lt;li&gt;ITIL-aligned runbooks covering incident, change, monitoring, and transition activities.&lt;/li&gt; 
 &lt;li&gt;UK government extras such as GDS Service Standard, Technology Code of Practice, and &lt;a href=&quot;http://GOV.UK&quot;&gt;GOV.UK&lt;/a&gt; Pay/Notify dependencies when relevant.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;For full outputs, explore the public demos (for example &lt;code&gt;arckit-test-project-v3-windows11&lt;/code&gt;) where the generated ServiceNow design files and checklists are published end-to-end.&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Documentation&lt;/h2&gt; 
&lt;p&gt;Key references live in &lt;code&gt;docs/&lt;/code&gt; and top-level guides:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Quick tour: &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/docs/index.html&quot;&gt;docs/index.html&lt;/a&gt; mirrors the public landing page.&lt;/li&gt; 
 &lt;li&gt;Lifecycle visuals: &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/docs/WORKFLOW-DIAGRAMS.md&quot;&gt;WORKFLOW-DIAGRAMS.md&lt;/a&gt; and &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/docs/DEPENDENCY-MATRIX.md&quot;&gt;DEPENDENCY-MATRIX.md&lt;/a&gt; cover command flow and relationships.&lt;/li&gt; 
 &lt;li&gt;Core guides: &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/docs/guides/principles.md&quot;&gt;docs/guides/principles.md&lt;/a&gt;, &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/docs/guides/requirements.md&quot;&gt;docs/guides/requirements.md&lt;/a&gt;, &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/docs/guides/procurement.md&quot;&gt;docs/guides/procurement.md&lt;/a&gt;, &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/docs/guides/design-review.md&quot;&gt;docs/guides/design-review.md&lt;/a&gt;.&lt;/li&gt; 
 &lt;li&gt;Traceability: &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/docs/guides/traceability.md&quot;&gt;docs/guides/traceability.md&lt;/a&gt; documents end-to-end coverage patterns.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;DDaT Role Guides&lt;/strong&gt;: &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/docs/guides/roles/&quot;&gt;docs/guides/roles/&lt;/a&gt; — 18 guides mapping ArcKit commands to &lt;a href=&quot;https://ddat-capability-framework.service.gov.uk/&quot;&gt;UK Government DDaT Capability Framework&lt;/a&gt; roles (Enterprise Architect, Solution Architect, Product Manager, etc.).&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Comparison to Other Tools&lt;/h2&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Feature&lt;/th&gt; 
   &lt;th&gt;ArcKit&lt;/th&gt; 
   &lt;th&gt;Sparx EA&lt;/th&gt; 
   &lt;th&gt;Ardoq&lt;/th&gt; 
   &lt;th&gt;LeanIX&lt;/th&gt; 
   &lt;th&gt;Confluence&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;AI-Assisted&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;✅&lt;/td&gt; 
   &lt;td&gt;❌&lt;/td&gt; 
   &lt;td&gt;❌&lt;/td&gt; 
   &lt;td&gt;❌&lt;/td&gt; 
   &lt;td&gt;❌&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;Wardley Mapping&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;✅&lt;/td&gt; 
   &lt;td&gt;❌&lt;/td&gt; 
   &lt;td&gt;⚠️ Limited&lt;/td&gt; 
   &lt;td&gt;❌&lt;/td&gt; 
   &lt;td&gt;❌&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;Version Control&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;✅ Git&lt;/td&gt; 
   &lt;td&gt;❌&lt;/td&gt; 
   &lt;td&gt;❌&lt;/td&gt; 
   &lt;td&gt;❌&lt;/td&gt; 
   &lt;td&gt;⚠️ Limited&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;Vendor RFP&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;✅&lt;/td&gt; 
   &lt;td&gt;❌&lt;/td&gt; 
   &lt;td&gt;❌&lt;/td&gt; 
   &lt;td&gt;❌&lt;/td&gt; 
   &lt;td&gt;⚠️ Manual&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;Design Review Gates&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;✅&lt;/td&gt; 
   &lt;td&gt;⚠️ Manual&lt;/td&gt; 
   &lt;td&gt;❌&lt;/td&gt; 
   &lt;td&gt;❌&lt;/td&gt; 
   &lt;td&gt;⚠️ Manual&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;Traceability&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;✅ Automated&lt;/td&gt; 
   &lt;td&gt;⚠️ Manual&lt;/td&gt; 
   &lt;td&gt;✅&lt;/td&gt; 
   &lt;td&gt;⚠️ Limited&lt;/td&gt; 
   &lt;td&gt;❌&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;Cost&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Free&lt;/td&gt; 
   &lt;td&gt;$$$$&lt;/td&gt; 
   &lt;td&gt;$$$$&lt;/td&gt; 
   &lt;td&gt;$$$$&lt;/td&gt; 
   &lt;td&gt;$$&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;Learning Curve&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Low&lt;/td&gt; 
   &lt;td&gt;High&lt;/td&gt; 
   &lt;td&gt;Medium&lt;/td&gt; 
   &lt;td&gt;Medium&lt;/td&gt; 
   &lt;td&gt;Low&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Requirements&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;Python 3.11+&lt;/strong&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Git&lt;/strong&gt; (optional but recommended)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;AI Coding Agent&lt;/strong&gt;: &lt;a href=&quot;https://www.anthropic.com/claude-code&quot;&gt;Claude Code&lt;/a&gt; v2.1.129+ (via plugin), &lt;a href=&quot;https://github.com/google-gemini/gemini-cli&quot;&gt;Gemini CLI&lt;/a&gt; (via extension), &lt;a href=&quot;https://opencode.net/cli&quot;&gt;OpenCode CLI&lt;/a&gt; (via CLI), or &lt;a href=&quot;https://chatgpt.com/features/codex&quot;&gt;OpenAI Codex CLI&lt;/a&gt; (via CLI)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;uv&lt;/strong&gt; for package management: &lt;a href=&quot;https://docs.astral.sh/uv/&quot;&gt;Install uv&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Installation from Source&lt;/h2&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;# Clone the repository
git clone https://github.com/tractorjuice/arc-kit.git
cd arc-kit

# Install in development mode
pip install -e .

# Run the CLI
arckit init my-project
&lt;/code&gt;&lt;/pre&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Documentation&lt;/h2&gt; 
&lt;p&gt;Full guidance lives in &lt;code&gt;docs/&lt;/code&gt; and the static site.&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Quick tour: &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/docs/index.html&quot;&gt;docs/index.html&lt;/a&gt; (mirrors the public landing page).&lt;/li&gt; 
 &lt;li&gt;Core guides: &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/docs/guides/principles.md&quot;&gt;docs/guides/principles.md&lt;/a&gt;, &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/docs/guides/requirements.md&quot;&gt;docs/guides/requirements.md&lt;/a&gt;, &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/docs/guides/procurement.md&quot;&gt;docs/guides/procurement.md&lt;/a&gt;, &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/docs/guides/design-review.md&quot;&gt;docs/guides/design-review.md&lt;/a&gt;.&lt;/li&gt; 
 &lt;li&gt;Reference packs: &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/docs/WORKFLOW-DIAGRAMS.md&quot;&gt;WORKFLOW-DIAGRAMS.md&lt;/a&gt; and &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/docs/DEPENDENCY-MATRIX.md&quot;&gt;DEPENDENCY-MATRIX.md&lt;/a&gt; cover lifecycle visualisations and the 67×67 command matrix.&lt;/li&gt; 
 &lt;li&gt;Traceability: &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/docs/guides/traceability.md&quot;&gt;docs/guides/traceability.md&lt;/a&gt; documents end-to-end requirements coverage.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Relationship to Spec Kit&lt;/h2&gt; 
&lt;p&gt;ArcKit is inspired by &lt;a href=&quot;https://github.com/github/spec-kit&quot;&gt;Spec Kit&lt;/a&gt; but targets a different audience:&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;&lt;/th&gt; 
   &lt;th&gt;Spec Kit&lt;/th&gt; 
   &lt;th&gt;ArcKit&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;Audience&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Product Managers, Developers&lt;/td&gt; 
   &lt;td&gt;Enterprise Architects, Procurement&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;Focus&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Feature development (0→1 code generation)&lt;/td&gt; 
   &lt;td&gt;Architecture governance &amp;amp; vendor management&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;Workflow&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Spec → Plan → Tasks → Code&lt;/td&gt; 
   &lt;td&gt;Requirements → RFP → Design Review → Traceability&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;Output&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Working code&lt;/td&gt; 
   &lt;td&gt;Architecture documentation &amp;amp; governance&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Contributing&lt;/h2&gt; 
&lt;p&gt;We welcome contributions! Please see &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/CONTRIBUTING.md&quot;&gt;CONTRIBUTING.md&lt;/a&gt; for guidelines.&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;Areas we need help&lt;/strong&gt;:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Integration with enterprise tools (Jira, Azure DevOps)&lt;/li&gt; 
 &lt;li&gt;Additional AI agent support&lt;/li&gt; 
 &lt;li&gt;Template improvements based on real-world usage&lt;/li&gt; 
 &lt;li&gt;Documentation and examples&lt;/li&gt; 
 &lt;li&gt;ServiceNow API integration for automated CI creation&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Tips&lt;/h2&gt; 
&lt;h3&gt;Continuous Governance Monitoring&lt;/h3&gt; 
&lt;p&gt;Use the &lt;code&gt;/loop&lt;/code&gt; command to run health checks on a recurring interval during long architecture sessions:&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;/loop 30m /arckit.health SEVERITY=HIGH
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;This runs &lt;code&gt;/arckit.health&lt;/code&gt; every 30 minutes, surfacing stale research, forgotten ADRs, and unresolved review conditions as they appear.&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Troubleshooting&lt;/h2&gt; 
&lt;h3&gt;Token Limit Error&lt;/h3&gt; 
&lt;p&gt;If you see: &lt;code&gt;API Error: Claude&#39;s response exceeded the 32000 output token maximum&lt;/code&gt;&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;The Problem&lt;/strong&gt;: ArcKit generates large documents that can exceed Claude&#39;s 32K token output limit.&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;⚠️ IMPORTANT&lt;/strong&gt;: Your Claude subscription plan determines the maximum tokens:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;🔴 Free/Pro plans: &lt;strong&gt;32K max&lt;/strong&gt; (cannot be increased)&lt;/li&gt; 
 &lt;li&gt;✅ Team/Enterprise plans: Can increase to 64K via environment variable&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;Solutions&lt;/strong&gt;:&lt;/p&gt; 
&lt;ol&gt; 
 &lt;li&gt; &lt;p&gt;&lt;strong&gt;For Team/Enterprise plans&lt;/strong&gt; - Increase token limit:&lt;/p&gt; &lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;export CLAUDE_CODE_MAX_OUTPUT_TOKENS=64000
&lt;/code&gt;&lt;/pre&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;strong&gt;For ALL plans&lt;/strong&gt; (including Free/Pro) - Use &lt;strong&gt;Write tool strategy&lt;/strong&gt;:&lt;/p&gt; &lt;pre&gt;&lt;code class=&quot;language-text&quot;&gt;User: /arckit.requirements but write directly to file using Write tool, show me only a summary
&lt;/code&gt;&lt;/pre&gt; &lt;p&gt;This tells Claude to use the Write tool to create the file (doesn&#39;t count toward output tokens) and only show you a summary.&lt;/p&gt; &lt;/li&gt; 
&lt;/ol&gt; 
&lt;p&gt;&lt;strong&gt;Which commands are affected?&lt;/strong&gt;&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;🔴 HIGH RISK: &lt;code&gt;/arckit.sobc&lt;/code&gt;, &lt;code&gt;/arckit.requirements&lt;/code&gt;, &lt;code&gt;/arckit.data-model&lt;/code&gt;, &lt;code&gt;/arckit.sow&lt;/code&gt;&lt;/li&gt; 
 &lt;li&gt;🟢 MITIGATED (agent): &lt;code&gt;/arckit.research&lt;/code&gt;, &lt;code&gt;/arckit.datascout&lt;/code&gt;, &lt;code&gt;/arckit.aws-research&lt;/code&gt;, &lt;code&gt;/arckit.azure-research&lt;/code&gt;, &lt;code&gt;/arckit.gcp-research&lt;/code&gt;, &lt;code&gt;/arckit.gov-reuse&lt;/code&gt;, &lt;code&gt;/arckit.gov-code-search&lt;/code&gt;, &lt;code&gt;/arckit.gov-landscape&lt;/code&gt;, &lt;code&gt;/arckit.grants&lt;/code&gt; — run as autonomous agents in separate context windows&lt;/li&gt; 
 &lt;li&gt;🟡 MEDIUM RISK: &lt;code&gt;/arckit.risk&lt;/code&gt;, &lt;code&gt;/arckit.evaluate&lt;/code&gt;, &lt;code&gt;/arckit.principles&lt;/code&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;See full guide&lt;/strong&gt;: &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/docs/TOKEN-LIMITS.md&quot;&gt;docs/TOKEN-LIMITS.md&lt;/a&gt;&lt;/p&gt; 
&lt;h3&gt;Common Issues&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;Command not found&lt;/strong&gt;: Ensure commands are available&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;# For Codex, check if skills directory exists
ls .agents/skills/arckit-principles/SKILL.md

# For Claude Code, install the ArcKit plugin:
# /plugin marketplace add tractorjuice/arc-kit

# For Gemini CLI, install the ArcKit extension:
# gemini extensions install https://github.com/tractorjuice/arckit-gemini

# For GitHub Copilot, check if prompt files exist
ls .github/prompts/arckit-*.prompt.md

# For OpenCode CLI, check if commands directory exists
ls .opencode/commands/
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;&lt;strong&gt;Template not found&lt;/strong&gt;: Ensure you&#39;ve run &lt;code&gt;/arckit.principles&lt;/code&gt; first&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;# Check if templates exist
ls templates/
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;&lt;strong&gt;Project creation fails&lt;/strong&gt;: Ensure you have an ArcKit repository initialized&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;# Initialize if needed
arckit init .
&lt;/code&gt;&lt;/pre&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Support&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;Issues&lt;/strong&gt;: &lt;a href=&quot;https://github.com/tractorjuice/arc-kit/issues&quot;&gt;GitHub Issues&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Releases&lt;/strong&gt;: &lt;a href=&quot;https://github.com/tractorjuice/arc-kit/releases&quot;&gt;GitHub Releases&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Latest Version&lt;/strong&gt;: &lt;a href=&quot;https://github.com/tractorjuice/arc-kit/releases/tag/v4.20.3&quot;&gt;v4.20.3&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;h2&gt;License&lt;/h2&gt; 
&lt;p&gt;MIT License - see &lt;a href=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/LICENSE&quot;&gt;LICENSE&lt;/a&gt; for details&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Acknowledgements&lt;/h2&gt; 
&lt;p&gt;ArcKit is inspired by the methodology and patterns from &lt;a href=&quot;https://github.com/github/spec-kit&quot;&gt;Spec Kit&lt;/a&gt;, adapted for enterprise architecture governance workflows.&lt;/p&gt; 
&lt;hr /&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/tractorjuice/arc-kit/main/docs/assets/ArcKit_Logo_Horizontal_Dark.svg?sanitize=true&quot; alt=&quot;ArcKit&quot; height=&quot;40&quot; /&gt; &lt;/p&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;strong&gt;Built with ❤️ for enterprise architects who want systematic, AI-assisted governance.&lt;/strong&gt; &lt;/p&gt;</description>
      
      <media:content url="https://opengraph.githubassets.com/89e78532d2a39badbb70421bf70e4ee3886321e8786e6e20239f659142c30a8e/tractorjuice/arc-kit" medium="image" />
      
    </item>
    
    <item>
      <title>dhairyagothi/100_days_100_web_project</title>
      <link>https://github.com/dhairyagothi/100_days_100_web_project</link>
      <description>&lt;p&gt;This repository contains 100 web projects from basic to intermediate using html css and js Please star the repo before start working on it&lt;/p&gt;&lt;hr&gt;&lt;h1&gt;🚀 100 Days 100 Web Projects&lt;/h1&gt; 
&lt;!-- ALL-CONTRIBUTORS-BADGE:START - Do not remove or modify this section --&gt; 
&lt;p&gt;&lt;a href=&quot;https://raw.githubusercontent.com/dhairyagothi/100_days_100_web_project/Main/#contributors-&quot;&gt;&lt;img src=&quot;https://img.shields.io/badge/all_contributors-22-orange.svg?style=flat-square&quot; alt=&quot;All Contributors&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;!-- ALL-CONTRIBUTORS-BADGE:END --&gt; 
&lt;div align=&quot;center&quot;&gt; 
 &lt;p&gt;&lt;img src=&quot;https://readme-typing-svg.demolab.com?font=Fira+Code&amp;amp;size=40&amp;amp;weight=900&amp;amp;pause=1000&amp;amp;color=0FF26C&amp;amp;center=true&amp;amp;width=800&amp;amp;lines=100+Days+100+Web+Projects;Learn+%26+Build+Amazing+Projects;HTML+%7C+CSS+%7C+JavaScript+%7C+React+%7C+Node.js&quot; alt=&quot;100 Days 100 Projects Banner&quot; /&gt;&lt;/p&gt; 
 &lt;p&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;&lt;img src=&quot;https://img.shields.io/website?url=https%3A%2F%2F100-days-100-web-project.vercel.app/%2F&amp;amp;style=for-the-badge&quot; alt=&quot;Website&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://github.com/dhairyagothi/100_days_100_web_project/graphs/contributors&quot;&gt;&lt;img src=&quot;https://img.shields.io/github/contributors/dhairyagothi/100_days_100_web_project?style=for-the-badge&quot; alt=&quot;Contributors&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://github.com/dhairyagothi/100_days_100_web_project/network/members&quot;&gt;&lt;img src=&quot;https://img.shields.io/github/forks/dhairyagothi/100_days_100_web_project?style=for-the-badge&quot; alt=&quot;Forks&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://github.com/dhairyagothi/100_days_100_web_project/stargazers&quot;&gt;&lt;img src=&quot;https://img.shields.io/github/stars/dhairyagothi/100_days_100_web_project?style=for-the-badge&quot; alt=&quot;Stars&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://github.com/dhairyagothi/100_days_100_web_project/issues&quot;&gt;&lt;img src=&quot;https://img.shields.io/github/issues/dhairyagothi/100_days_100_web_project?style=for-the-badge&quot; alt=&quot;Issues&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/dhairyagothi/100_days_100_web_project/Main/LICENSE&quot;&gt;&lt;img src=&quot;https://img.shields.io/github/license/dhairyagothi/100_days_100_web_project?style=for-the-badge&quot; alt=&quot;License&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;/div&gt; 
&lt;div align=&quot;center&quot;&gt; 
 &lt;p&gt;&lt;a href=&quot;https://oosmetrics.com/repo/dhairyagothi/100_days_100_web_project&quot;&gt;&lt;img src=&quot;https://api.oosmetrics.com/api/v1/badge/achievement/a3722273-95cf-4a9e-b9ae-5e241e148e86.svg?sanitize=true&quot; alt=&quot;oosmetrics&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
 &lt;p&gt;&lt;a href=&quot;https://oosmetrics.com/repo/dhairyagothi/100_days_100_web_project&quot;&gt;&lt;img src=&quot;https://api.oosmetrics.com/api/v1/badge/achievement/504bb60b-df6f-4e90-94f7-123a64ba852d.svg?sanitize=true&quot; alt=&quot;oosmetrics&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;/div&gt; 
&lt;h2&gt;🌟 About This Project&lt;/h2&gt; 
&lt;p&gt;Welcome to &lt;strong&gt;100 Days 100 Web Projects&lt;/strong&gt;! This is a comprehensive collection of &lt;strong&gt;112+ web development projects&lt;/strong&gt; ranging from beginner to intermediate level. Our goal is to help developers learn and practice web development through hands-on projects using various technologies.&lt;/p&gt; 
&lt;h3&gt;🎯 What You&#39;ll Find Here:&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;Frontend Projects&lt;/strong&gt;: HTML, CSS, JavaScript, React, Vue.js&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Backend Projects&lt;/strong&gt;: Node.js, Express.js, Flask, MERN Stack&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Full-Stack Applications&lt;/strong&gt;: Complete web applications with frontend and backend&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Interactive Games&lt;/strong&gt;: Browser-based games and entertainment apps&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Utility Tools&lt;/strong&gt;: Practical web tools and calculators&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;UI Components&lt;/strong&gt;: Reusable components and design patterns&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;🔥 Featured Technologies:&lt;/h3&gt; 
&lt;p&gt;&lt;img src=&quot;https://img.shields.io/badge/HTML5-E34F26?style=flat-square&amp;amp;logo=html5&amp;amp;logoColor=white&quot; alt=&quot;HTML5&quot; /&gt; &lt;img src=&quot;https://img.shields.io/badge/CSS3-1572B6?style=flat-square&amp;amp;logo=css3&amp;amp;logoColor=white&quot; alt=&quot;CSS3&quot; /&gt; &lt;img src=&quot;https://img.shields.io/badge/JavaScript-F7DF1E?style=flat-square&amp;amp;logo=javascript&amp;amp;logoColor=black&quot; alt=&quot;JavaScript&quot; /&gt; &lt;img src=&quot;https://img.shields.io/badge/React-61DAFB?style=flat-square&amp;amp;logo=react&amp;amp;logoColor=black&quot; alt=&quot;React&quot; /&gt; &lt;img src=&quot;https://img.shields.io/badge/Node.js-339933?style=flat-square&amp;amp;logo=nodedotjs&amp;amp;logoColor=white&quot; alt=&quot;Node.js&quot; /&gt; &lt;img src=&quot;https://img.shields.io/badge/Express.js-000000?style=flat-square&amp;amp;logo=express&amp;amp;logoColor=white&quot; alt=&quot;Express.js&quot; /&gt; &lt;img src=&quot;https://img.shields.io/badge/MongoDB-47A248?style=flat-square&amp;amp;logo=mongodb&amp;amp;logoColor=white&quot; alt=&quot;MongoDB&quot; /&gt; &lt;img src=&quot;https://img.shields.io/badge/Python-3776AB?style=flat-square&amp;amp;logo=python&amp;amp;logoColor=white&quot; alt=&quot;Python&quot; /&gt; &lt;img src=&quot;https://img.shields.io/badge/Flask-000000?style=flat-square&amp;amp;logo=flask&amp;amp;logoColor=white&quot; alt=&quot;Flask&quot; /&gt;&lt;/p&gt; 
&lt;h2&gt;🚀 Live Demo&lt;/h2&gt; 
&lt;p&gt;&lt;strong&gt;🌐 Visit the Live Website:&lt;/strong&gt; &lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;100-days-100-web-project.vercel.app&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;The website features:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Interactive project showcase&lt;/li&gt; 
 &lt;li&gt;Search functionality to find specific projects&lt;/li&gt; 
 &lt;li&gt;Direct links to all project demos&lt;/li&gt; 
 &lt;li&gt;Beautiful dark/light theme toggle&lt;/li&gt; 
 &lt;li&gt;Responsive design for all devices&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;📚 All Projects (112 Total)&lt;/h2&gt; 
&lt;div align=&quot;center&quot;&gt; 
 &lt;h3&gt;🎮 Interactive Demo Available!&lt;/h3&gt; 
 &lt;p&gt;&lt;strong&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;🌐 Visit Live Website&lt;/a&gt;&lt;/strong&gt; to see all projects with working demos!&lt;/p&gt; 
&lt;/div&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Day&lt;/th&gt; 
   &lt;th&gt;Project Name&lt;/th&gt; 
   &lt;th&gt;Technologies&lt;/th&gt; 
   &lt;th&gt;Type&lt;/th&gt; 
   &lt;th&gt;Demo Link&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;1&lt;/td&gt; 
   &lt;td&gt;To-Do List&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;📝 Utility&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;2&lt;/td&gt; 
   &lt;td&gt;Digital Clock&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;⏰ Widget&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;3&lt;/td&gt; 
   &lt;td&gt;Indian Flag&lt;/td&gt; 
   &lt;td&gt;HTML, CSS&lt;/td&gt; 
   &lt;td&gt;🎨 Animation&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;4&lt;/td&gt; 
   &lt;td&gt;Dropdown Nav Bar&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🧭 Navigation&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;5&lt;/td&gt; 
   &lt;td&gt;Animated Cursor&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;✨ Effect&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;6&lt;/td&gt; 
   &lt;td&gt;Background Image Slider&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🖼️ Slider&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;7&lt;/td&gt; 
   &lt;td&gt;Typewriter Effect&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;⌨️ Animation&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;8&lt;/td&gt; 
   &lt;td&gt;Parallel-X Website&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🌐 Website&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;9&lt;/td&gt; 
   &lt;td&gt;Captcha Generator&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🔐 Security&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;10&lt;/td&gt; 
   &lt;td&gt;QR Code Generator&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;📱 Utility&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;11&lt;/td&gt; 
   &lt;td&gt;Express Server&lt;/td&gt; 
   &lt;td&gt;Node.js, Express&lt;/td&gt; 
   &lt;td&gt;🖥️ Backend&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/dhairyagothi/100_days_100_web_project&quot;&gt;GitHub&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;12&lt;/td&gt; 
   &lt;td&gt;Gmail Nodemailer&lt;/td&gt; 
   &lt;td&gt;Node.js, Nodemailer&lt;/td&gt; 
   &lt;td&gt;📧 Backend&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/dhairyagothi/100_days_100_web_project&quot;&gt;GitHub&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;13&lt;/td&gt; 
   &lt;td&gt;MERN Login Form&lt;/td&gt; 
   &lt;td&gt;MongoDB, Express, React, Node&lt;/td&gt; 
   &lt;td&gt;🔐 Full-Stack&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/dhairyagothi/100_days_100_web_project&quot;&gt;GitHub&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;14&lt;/td&gt; 
   &lt;td&gt;File Uploader&lt;/td&gt; 
   &lt;td&gt;Node.js, Express&lt;/td&gt; 
   &lt;td&gt;📁 Utility&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/dhairyagothi/100_days_100_web_project&quot;&gt;GitHub&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;15&lt;/td&gt; 
   &lt;td&gt;Progress Bar&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;📊 UI Component&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;16&lt;/td&gt; 
   &lt;td&gt;Custom Scroll Bar&lt;/td&gt; 
   &lt;td&gt;CSS&lt;/td&gt; 
   &lt;td&gt;🎨 UI Component&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;17&lt;/td&gt; 
   &lt;td&gt;Swiper API Slider&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🖼️ Slider&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;18&lt;/td&gt; 
   &lt;td&gt;Carousel Solar System&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🪐 Animation&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;19&lt;/td&gt; 
   &lt;td&gt;Plant Website&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🌱 Website&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;20&lt;/td&gt; 
   &lt;td&gt;EveSparks&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;✨ Website&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;21&lt;/td&gt; 
   &lt;td&gt;React Video Slider&lt;/td&gt; 
   &lt;td&gt;React, Vite&lt;/td&gt; 
   &lt;td&gt;🎥 React App&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/dhairyagothi/100_days_100_web_project&quot;&gt;GitHub&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;22&lt;/td&gt; 
   &lt;td&gt;Page Loader&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;⏳ Animation&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;23&lt;/td&gt; 
   &lt;td&gt;Jarvis AI Assistant&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🤖 AI&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;24&lt;/td&gt; 
   &lt;td&gt;AI ChatBot&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;💬 AI&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;25&lt;/td&gt; 
   &lt;td&gt;Tic-Tac-Toe&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🎮 Game&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;26&lt;/td&gt; 
   &lt;td&gt;Maze Game&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🎮 Game&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;27&lt;/td&gt; 
   &lt;td&gt;Memory Game&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🧠 Game&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;28&lt;/td&gt; 
   &lt;td&gt;Wordle Clone&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🎮 Game&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;29&lt;/td&gt; 
   &lt;td&gt;Snake Game&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🐍 Game&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;30&lt;/td&gt; 
   &lt;td&gt;Flappy Bird&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🐦 Game&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;31&lt;/td&gt; 
   &lt;td&gt;Password Manager&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🔐 Utility&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;32&lt;/td&gt; 
   &lt;td&gt;Missionaries &amp;amp; Cannibals&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🎮 Game&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;33&lt;/td&gt; 
   &lt;td&gt;Weather Forecasting&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🌤️ App&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;34&lt;/td&gt; 
   &lt;td&gt;Email Validator&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;✅ Utility&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;35&lt;/td&gt; 
   &lt;td&gt;Vanilla JS Calculator&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🧮 Calculator&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;36&lt;/td&gt; 
   &lt;td&gt;Medical App&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🏥 App&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;37&lt;/td&gt; 
   &lt;td&gt;2048 Game&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🎮 Game&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;38&lt;/td&gt; 
   &lt;td&gt;GitHub Profile Finder&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS, API&lt;/td&gt; 
   &lt;td&gt;👤 Utility&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/dhairyagothi/100_days_100_web_project&quot;&gt;GitHub&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;39&lt;/td&gt; 
   &lt;td&gt;Notes App&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;📝 App&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;40&lt;/td&gt; 
   &lt;td&gt;Analog Clock&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;⏰ Widget&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;41&lt;/td&gt; 
   &lt;td&gt;Scroll Dark Game&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🎮 Game&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;42&lt;/td&gt; 
   &lt;td&gt;Amazon Clone&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🛒 E-commerce&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;43&lt;/td&gt; 
   &lt;td&gt;Password Generator&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🔐 Utility&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;44&lt;/td&gt; 
   &lt;td&gt;BMI Calculator&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🧮 Calculator&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;45&lt;/td&gt; 
   &lt;td&gt;BlackJack Game&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🎰 Game&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;46&lt;/td&gt; 
   &lt;td&gt;Palindrome Generator&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;📝 Utility&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;47&lt;/td&gt; 
   &lt;td&gt;Ping Pong Game&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🏓 Game&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;48&lt;/td&gt; 
   &lt;td&gt;Text to Voice Converter&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🔊 Utility&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;49&lt;/td&gt; 
   &lt;td&gt;URL Shortener&lt;/td&gt; 
   &lt;td&gt;Node.js, Express&lt;/td&gt; 
   &lt;td&gt;🔗 Backend&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/dhairyagothi/100_days_100_web_project&quot;&gt;GitHub&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;50&lt;/td&gt; 
   &lt;td&gt;Recipe Genie&lt;/td&gt; 
   &lt;td&gt;React, Node.js&lt;/td&gt; 
   &lt;td&gt;🍳 Full-Stack&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/dhairyagothi/100_days_100_web_project&quot;&gt;GitHub&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;51&lt;/td&gt; 
   &lt;td&gt;Netflix Clone&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🎬 Clone&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;52&lt;/td&gt; 
   &lt;td&gt;ClimaCode 2.0&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🌤️ App&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;53&lt;/td&gt; 
   &lt;td&gt;E-commerce Cart&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🛒 E-commerce&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;54&lt;/td&gt; 
   &lt;td&gt;Budget Tracker&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;💰 Finance&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;55&lt;/td&gt; 
   &lt;td&gt;Cricket Game&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🏏 Game&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;56&lt;/td&gt; 
   &lt;td&gt;Pastebin Clone&lt;/td&gt; 
   &lt;td&gt;Svelte&lt;/td&gt; 
   &lt;td&gt;📝 App&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/dhairyagothi/100_days_100_web_project&quot;&gt;GitHub&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;57&lt;/td&gt; 
   &lt;td&gt;Glowing Social Icons&lt;/td&gt; 
   &lt;td&gt;HTML, CSS&lt;/td&gt; 
   &lt;td&gt;✨ UI Component&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;58&lt;/td&gt; 
   &lt;td&gt;Music App&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🎵 App&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;59&lt;/td&gt; 
   &lt;td&gt;Blog Page&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;📝 Blog&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;60&lt;/td&gt; 
   &lt;td&gt;Marketing Website&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🌐 Website&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;61&lt;/td&gt; 
   &lt;td&gt;Hologram Button&lt;/td&gt; 
   &lt;td&gt;HTML, CSS&lt;/td&gt; 
   &lt;td&gt;✨ UI Component&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;62&lt;/td&gt; 
   &lt;td&gt;Solar System Explorer&lt;/td&gt; 
   &lt;td&gt;HTML, CSS&lt;/td&gt; 
   &lt;td&gt;🪐 Animation&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;63&lt;/td&gt; 
   &lt;td&gt;Image to Text App&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🖼️ OCR&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;64&lt;/td&gt; 
   &lt;td&gt;Zomato Clone&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🍕 Clone&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;65&lt;/td&gt; 
   &lt;td&gt;The Cube&lt;/td&gt; 
   &lt;td&gt;HTML, CSS&lt;/td&gt; 
   &lt;td&gt;🎲 3D Animation&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;66&lt;/td&gt; 
   &lt;td&gt;Flask Auth App&lt;/td&gt; 
   &lt;td&gt;Python, Flask&lt;/td&gt; 
   &lt;td&gt;🔐 Backend&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/dhairyagothi/100_days_100_web_project&quot;&gt;GitHub&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;67&lt;/td&gt; 
   &lt;td&gt;Blog Website&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;📝 Blog&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;68&lt;/td&gt; 
   &lt;td&gt;3D Rotating Card&lt;/td&gt; 
   &lt;td&gt;HTML, CSS&lt;/td&gt; 
   &lt;td&gt;🎲 3D Animation&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;69&lt;/td&gt; 
   &lt;td&gt;Spotify Clone&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🎵 Clone&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;70&lt;/td&gt; 
   &lt;td&gt;Insect Catch Game&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🐛 Game&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;71&lt;/td&gt; 
   &lt;td&gt;Quotely Laughs&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;😂 Entertainment&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;72&lt;/td&gt; 
   &lt;td&gt;Contact Book&lt;/td&gt; 
   &lt;td&gt;Node.js, Express&lt;/td&gt; 
   &lt;td&gt;📞 Backend&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/dhairyagothi/100_days_100_web_project&quot;&gt;GitHub&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;73&lt;/td&gt; 
   &lt;td&gt;Candy Crush Game&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🍭 Game&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;74&lt;/td&gt; 
   &lt;td&gt;Stock Profit Calculator&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;📈 Finance&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;75&lt;/td&gt; 
   &lt;td&gt;Code Jump Space Game&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🚀 Game&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;76&lt;/td&gt; 
   &lt;td&gt;Animated Searchbar&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🔍 UI Component&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;77&lt;/td&gt; 
   &lt;td&gt;Rock Paper Scissors&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;✂️ Game&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;78&lt;/td&gt; 
   &lt;td&gt;NPM Package Search&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;📦 Utility&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;79&lt;/td&gt; 
   &lt;td&gt;LinkedIn Clone&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;💼 Clone&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;80&lt;/td&gt; 
   &lt;td&gt;Resume Studio&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;📄 Utility&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;81&lt;/td&gt; 
   &lt;td&gt;Simon Says Game&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🎮 Game&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;82&lt;/td&gt; 
   &lt;td&gt;Love Calculator&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;💕 Fun&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;83&lt;/td&gt; 
   &lt;td&gt;Currency Exchange&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;💱 Utility&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;84&lt;/td&gt; 
   &lt;td&gt;Lights Out Puzzle&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🎮 Game&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;85&lt;/td&gt; 
   &lt;td&gt;Image Search Engine&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🔍 Search&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;86&lt;/td&gt; 
   &lt;td&gt;3D Profile Card&lt;/td&gt; 
   &lt;td&gt;HTML, CSS&lt;/td&gt; 
   &lt;td&gt;🎲 3D Animation&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;87&lt;/td&gt; 
   &lt;td&gt;Breakout Game&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🎮 Game&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;88&lt;/td&gt; 
   &lt;td&gt;Job Dashboard&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;💼 Dashboard&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;89&lt;/td&gt; 
   &lt;td&gt;N-Queen Solver&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;👑 Algorithm&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;90&lt;/td&gt; 
   &lt;td&gt;Quiz App Timer&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;❓ Quiz&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;91&lt;/td&gt; 
   &lt;td&gt;Voting App Backend&lt;/td&gt; 
   &lt;td&gt;Node.js, Express&lt;/td&gt; 
   &lt;td&gt;🗳️ Backend&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/dhairyagothi/100_days_100_web_project&quot;&gt;GitHub&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;92&lt;/td&gt; 
   &lt;td&gt;Slide Puzzle Game&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🧩 Game&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;93&lt;/td&gt; 
   &lt;td&gt;TextUtils&lt;/td&gt; 
   &lt;td&gt;React&lt;/td&gt; 
   &lt;td&gt;✏️ React App&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;94&lt;/td&gt; 
   &lt;td&gt;Hangman Game&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🎮 Game&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;95&lt;/td&gt; 
   &lt;td&gt;TodoList React TS&lt;/td&gt; 
   &lt;td&gt;React, TypeScript, Tailwind&lt;/td&gt; 
   &lt;td&gt;📝 React App&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;96&lt;/td&gt; 
   &lt;td&gt;HCL Color Generator&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🎨 Utility&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;97&lt;/td&gt; 
   &lt;td&gt;Time Capsule&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;⏰ Utility&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;98&lt;/td&gt; 
   &lt;td&gt;Virtual Piano&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🎹 Music&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;99&lt;/td&gt; 
   &lt;td&gt;NASA APOD Extension&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🚀 Extension&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;100&lt;/td&gt; 
   &lt;td&gt;Text Saver Extension&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;💾 Extension&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;101&lt;/td&gt; 
   &lt;td&gt;Finance Tracker&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;💰 Finance&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;102&lt;/td&gt; 
   &lt;td&gt;Travel Booking Website&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;✈️ Travel&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;103&lt;/td&gt; 
   &lt;td&gt;Drumkit Game&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🥁 Music&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;104&lt;/td&gt; 
   &lt;td&gt;Debug Website&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🐛 Development&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;105&lt;/td&gt; 
   &lt;td&gt;Periodic Table&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🧪 Educational&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;106&lt;/td&gt; 
   &lt;td&gt;Plants Website&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🌱 Website&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;107&lt;/td&gt; 
   &lt;td&gt;DocNow&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;📄 Utility&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;108&lt;/td&gt; 
   &lt;td&gt;Expense Tracker&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;💸 Finance&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;109&lt;/td&gt; 
   &lt;td&gt;Mood Tracker&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;😊 Wellness&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;110&lt;/td&gt; 
   &lt;td&gt;CRYPTOSHOW&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;💰 Crypto&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;111&lt;/td&gt; 
   &lt;td&gt;Whack-a-Mole Game&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;🎮 Game&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;112&lt;/td&gt; 
   &lt;td&gt;Nykaa Clone&lt;/td&gt; 
   &lt;td&gt;HTML, CSS, JS&lt;/td&gt; 
   &lt;td&gt;💄 Clone&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;View Demo&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;📊 Project Categories:&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;🎮 &lt;strong&gt;Games&lt;/strong&gt;: 25+ interactive games and puzzles&lt;/li&gt; 
 &lt;li&gt;🧮 &lt;strong&gt;Calculators &amp;amp; Tools&lt;/strong&gt;: 15+ utility applications&lt;/li&gt; 
 &lt;li&gt;🌐 &lt;strong&gt;Websites &amp;amp; Clones&lt;/strong&gt;: 20+ complete website replicas&lt;/li&gt; 
 &lt;li&gt;📱 &lt;strong&gt;Apps&lt;/strong&gt;: 15+ functional web applications&lt;/li&gt; 
 &lt;li&gt;🎨 &lt;strong&gt;UI Components&lt;/strong&gt;: 10+ reusable interface elements&lt;/li&gt; 
 &lt;li&gt;🖥️ &lt;strong&gt;Backend Projects&lt;/strong&gt;: 10+ server-side applications&lt;/li&gt; 
 &lt;li&gt;⚛️ &lt;strong&gt;React Projects&lt;/strong&gt;: 8+ modern React applications&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Getting Started&lt;/h2&gt; 
&lt;!-- ⚠️ new update: Read carefully👉 https://github.com/100_days_100_web_project/discussions/1028 --&gt; 
&lt;h2&gt;🚀 Quick Start&lt;/h2&gt; 
&lt;h3&gt;🌐 View Projects Online&lt;/h3&gt; 
&lt;p&gt;The easiest way to explore all projects is through our &lt;strong&gt;live website&lt;/strong&gt;:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;🔗 Visit:&lt;/strong&gt; &lt;a href=&quot;https://100-days-100-web-project.vercel.app/&quot;&gt;100-days-100-web-project.vercel.app&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;✨ Features:&lt;/strong&gt; Search projects, view demos, dark/light theme&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;💻 Local Development&lt;/h3&gt; 
&lt;ol&gt; 
 &lt;li&gt; &lt;p&gt;&lt;strong&gt;Clone the repository:&lt;/strong&gt;&lt;/p&gt; &lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;# Using Git
git clone https://github.com/dhairyagothi/100_days_100_web_project.git

# Or use GitHub Desktop for GUI cloning
&lt;/code&gt;&lt;/pre&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;strong&gt;Navigate to project directory:&lt;/strong&gt;&lt;/p&gt; &lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;cd 100_days_100_web_project
&lt;/code&gt;&lt;/pre&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;strong&gt;Open the main website:&lt;/strong&gt;&lt;/p&gt; 
  &lt;ul&gt; 
   &lt;li&gt;Simply open &lt;code&gt;index.html&lt;/code&gt; in your browser&lt;/li&gt; 
   &lt;li&gt;Or use a local server (recommended):&lt;/li&gt; 
  &lt;/ul&gt; &lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;# Using Python
python -m http.server 8000

# Using Node.js
npx serve .

# Using VS Code Live Server extension
&lt;/code&gt;&lt;/pre&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;strong&gt;For individual projects:&lt;/strong&gt;&lt;/p&gt; 
  &lt;ul&gt; 
   &lt;li&gt;Navigate to &lt;code&gt;public/[project-name]/&lt;/code&gt;&lt;/li&gt; 
   &lt;li&gt;Open the project&#39;s &lt;code&gt;index.html&lt;/code&gt; file&lt;/li&gt; 
   &lt;li&gt;For Node.js projects, see individual README files&lt;/li&gt; 
  &lt;/ul&gt; &lt;/li&gt; 
&lt;/ol&gt; 
&lt;h3&gt;🧩 Project Structure&lt;/h3&gt; 
&lt;pre&gt;&lt;code&gt;100_days_100_web_project/
├── index.html              # Main showcase website
├── index.js               # Main website functionality
├── style.css              # Main website styles
├── public/                # All individual projects
│   ├── TO_DO_LIST/       # Day 1: Todo List
│   ├── digital_clock/    # Day 2: Digital Clock
│   ├── snake_game/       # Day 29: Snake Game
│   └── ...               # 112+ projects
├── contributors/          # Contributors page
├── vercel.json           # Deployment configuration
└── README.md             # You are here!
&lt;/code&gt;&lt;/pre&gt; 
&lt;h2&gt;🤝 Contributing&lt;/h2&gt; 
&lt;p&gt;We welcome contributions from developers of all skill levels! Here&#39;s how you can contribute:&lt;/p&gt; 
&lt;h3&gt;🆕 Adding New Projects&lt;/h3&gt; 
&lt;ol&gt; 
 &lt;li&gt;&lt;strong&gt;Fork&lt;/strong&gt; the repository&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Create&lt;/strong&gt; a new branch: &lt;code&gt;git checkout -b add-new-project&lt;/code&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Add&lt;/strong&gt; your project in the &lt;code&gt;public/&lt;/code&gt; directory&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Update&lt;/strong&gt; the project list in &lt;code&gt;index.js&lt;/code&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Test&lt;/strong&gt; your project thoroughly&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Submit&lt;/strong&gt; a pull request&lt;/li&gt; 
&lt;/ol&gt; 
&lt;h3&gt;🐛 Bug Fixes &amp;amp; Improvements&lt;/h3&gt; 
&lt;ol&gt; 
 &lt;li&gt;&lt;strong&gt;Fork&lt;/strong&gt; the repository&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Create&lt;/strong&gt; a new branch: &lt;code&gt;git checkout -b fix-bug-name&lt;/code&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Make&lt;/strong&gt; your changes&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Test&lt;/strong&gt; thoroughly&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Submit&lt;/strong&gt; a pull request&lt;/li&gt; 
&lt;/ol&gt; 
&lt;h3&gt;📝 Documentation&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;Improve README files&lt;/li&gt; 
 &lt;li&gt;Add project descriptions&lt;/li&gt; 
 &lt;li&gt;Fix typos and formatting&lt;/li&gt; 
 &lt;li&gt;Add setup instructions&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;📋 Contribution Guidelines&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;Follow existing code style and structure&lt;/li&gt; 
 &lt;li&gt;Add appropriate comments to your code&lt;/li&gt; 
 &lt;li&gt;Test your changes before submitting&lt;/li&gt; 
 &lt;li&gt;Include a clear commit message&lt;/li&gt; 
 &lt;li&gt;Update documentation if needed&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;📖 For detailed guidelines, see &lt;a href=&quot;https://raw.githubusercontent.com/dhairyagothi/100_days_100_web_project/Main/CONTRIBUTING.md&quot;&gt;CONTRIBUTING.md&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt; 
&lt;h2&gt;🎯 Learning Path&lt;/h2&gt; 
&lt;h3&gt;🌱 Beginner Projects (Days 1-30)&lt;/h3&gt; 
&lt;p&gt;Perfect for those just starting with web development:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;HTML/CSS fundamentals&lt;/li&gt; 
 &lt;li&gt;Basic JavaScript interactions&lt;/li&gt; 
 &lt;li&gt;Simple animations and effects&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;🚀 Intermediate Projects (Days 31-70)&lt;/h3&gt; 
&lt;p&gt;For developers with some experience:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;API integrations&lt;/li&gt; 
 &lt;li&gt;Complex animations&lt;/li&gt; 
 &lt;li&gt;Interactive games and applications&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;🔥 Advanced Projects (Days 71-112)&lt;/h3&gt; 
&lt;p&gt;Challenging projects for experienced developers:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Full-stack applications&lt;/li&gt; 
 &lt;li&gt;Complex algorithms&lt;/li&gt; 
 &lt;li&gt;Modern frameworks (React, Node.js)&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;🛠️ Technologies Used&lt;/h2&gt; 
&lt;div align=&quot;center&quot;&gt; 
 &lt;p&gt;&lt;img src=&quot;https://img.shields.io/badge/HTML5-E34F26?style=for-the-badge&amp;amp;logo=html5&amp;amp;logoColor=white&quot; alt=&quot;HTML5&quot; /&gt; &lt;img src=&quot;https://img.shields.io/badge/CSS3-1572B6?style=for-the-badge&amp;amp;logo=css3&amp;amp;logoColor=white&quot; alt=&quot;CSS3&quot; /&gt; &lt;img src=&quot;https://img.shields.io/badge/JavaScript-F7DF1E?style=for-the-badge&amp;amp;logo=javascript&amp;amp;logoColor=black&quot; alt=&quot;JavaScript&quot; /&gt; &lt;img src=&quot;https://img.shields.io/badge/React-61DAFB?style=for-the-badge&amp;amp;logo=react&amp;amp;logoColor=black&quot; alt=&quot;React&quot; /&gt; &lt;img src=&quot;https://img.shields.io/badge/Node.js-339933?style=for-the-badge&amp;amp;logo=nodedotjs&amp;amp;logoColor=white&quot; alt=&quot;Node.js&quot; /&gt; &lt;img src=&quot;https://img.shields.io/badge/Express.js-000000?style=for-the-badge&amp;amp;logo=express&amp;amp;logoColor=white&quot; alt=&quot;Express.js&quot; /&gt; &lt;img src=&quot;https://img.shields.io/badge/MongoDB-47A248?style=for-the-badge&amp;amp;logo=mongodb&amp;amp;logoColor=white&quot; alt=&quot;MongoDB&quot; /&gt; &lt;img src=&quot;https://img.shields.io/badge/Python-3776AB?style=for-the-badge&amp;amp;logo=python&amp;amp;logoColor=white&quot; alt=&quot;Python&quot; /&gt; &lt;img src=&quot;https://img.shields.io/badge/Flask-000000?style=for-the-badge&amp;amp;logo=flask&amp;amp;logoColor=white&quot; alt=&quot;Flask&quot; /&gt; &lt;img src=&quot;https://img.shields.io/badge/TypeScript-007ACC?style=for-the-badge&amp;amp;logo=typescript&amp;amp;logoColor=white&quot; alt=&quot;TypeScript&quot; /&gt; &lt;img src=&quot;https://img.shields.io/badge/Tailwind_CSS-38B2AC?style=for-the-badge&amp;amp;logo=tailwind-css&amp;amp;logoColor=white&quot; alt=&quot;Tailwind CSS&quot; /&gt; &lt;img src=&quot;https://img.shields.io/badge/Vite-646CFF?style=for-the-badge&amp;amp;logo=vite&amp;amp;logoColor=white&quot; alt=&quot;Vite&quot; /&gt;&lt;/p&gt; 
&lt;/div&gt; 
&lt;h2&gt;📞 Support &amp;amp; Community&lt;/h2&gt; 
&lt;h3&gt;🆘 Need Help?&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;💬 &lt;strong&gt;Discussions&lt;/strong&gt;: &lt;a href=&quot;https://github.com/dhairyagothi/100_days_100_web_project/discussions&quot;&gt;GitHub Discussions&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;🐛 &lt;strong&gt;Bug Reports&lt;/strong&gt;: &lt;a href=&quot;https://github.com/dhairyagothi/100_days_100_web_project/issues&quot;&gt;Open an Issue&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;📧 &lt;strong&gt;Direct Contact&lt;/strong&gt;: Create an issue for any questions&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;🌟 Stay Connected&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;📱 &lt;strong&gt;Instagram&lt;/strong&gt;: &lt;a href=&quot;https://www.instagram.com/dhairyaa__31/&quot;&gt;@dhairyaa__31&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;💼 &lt;strong&gt;LinkedIn&lt;/strong&gt;: &lt;a href=&quot;https://www.linkedin.com/in/dhairya-gothi-65945b288/&quot;&gt;Dhairya Gothi&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;🐙 &lt;strong&gt;GitHub&lt;/strong&gt;: &lt;a href=&quot;https://github.com/dhairyagothi&quot;&gt;@dhairyagothi&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;📊 Repository Stats&lt;/h2&gt; 
&lt;div align=&quot;center&quot;&gt; 
 &lt;p&gt;&lt;img src=&quot;https://img.shields.io/github/repo-size/dhairyagothi/100_days_100_web_project?style=for-the-badge&quot; alt=&quot;GitHub repo size&quot; /&gt; &lt;img src=&quot;https://img.shields.io/github/languages/count/dhairyagothi/100_days_100_web_project?style=for-the-badge&quot; alt=&quot;GitHub language count&quot; /&gt; &lt;img src=&quot;https://img.shields.io/github/languages/top/dhairyagothi/100_days_100_web_project?style=for-the-badge&quot; alt=&quot;GitHub top language&quot; /&gt; &lt;img src=&quot;https://img.shields.io/github/last-commit/dhairyagothi/100_days_100_web_project?style=for-the-badge&quot; alt=&quot;GitHub last commit&quot; /&gt;&lt;/p&gt; 
&lt;/div&gt; 
&lt;h2&gt;⭐ Show Your Support&lt;/h2&gt; 
&lt;p&gt;If this project helped you, please consider:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;⭐ &lt;strong&gt;Starring&lt;/strong&gt; this repository&lt;/li&gt; 
 &lt;li&gt;🍴 &lt;strong&gt;Forking&lt;/strong&gt; it to contribute&lt;/li&gt; 
 &lt;li&gt;📢 &lt;strong&gt;Sharing&lt;/strong&gt; it with others&lt;/li&gt; 
 &lt;li&gt;💖 &lt;strong&gt;Following&lt;/strong&gt; for more amazing projects&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;🏆 Contributors&lt;/h2&gt; 
&lt;p&gt;Thanks to all these amazing people who have contributed to this project:&lt;/p&gt; 
&lt;div align=&quot;center&quot;&gt; 
 &lt;a href=&quot;https://github.com/dhairyagothi/100_days_100_web_project/graphs/contributors&quot;&gt; &lt;img src=&quot;https://contrib.rocks/image?repo=dhairyagothi/100_days_100_web_project&quot; /&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;hr /&gt; 
&lt;div align=&quot;center&quot;&gt; 
 &lt;p&gt;&lt;strong&gt;💖 Made with love by the open source community&lt;/strong&gt;&lt;/p&gt; 
 &lt;p&gt;&lt;strong&gt;🌟 Don&#39;t forget to star this repository if you found it helpful!&lt;/strong&gt;&lt;/p&gt; 
 &lt;p&gt;&lt;a href=&quot;https://star-history.com/#dhairyagothi/100_days_100_web_project&amp;amp;Date&quot;&gt;&lt;img src=&quot;https://api.star-history.com/svg?repos=dhairyagothi/100_days_100_web_project&amp;amp;type=Date&quot; alt=&quot;Star History Chart&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;/div&gt;</description>
      
      <media:content url="https://opengraph.githubassets.com/4ffdbeca5afa599042f4f9b169896c1f144ad91a6627fa6fc7d0eaf9313f8b37/dhairyagothi/100_days_100_web_project" medium="image" />
      
    </item>
    
    <item>
      <title>Chuyu-Team/Dism-Multi-language</title>
      <link>https://github.com/Chuyu-Team/Dism-Multi-language</link>
      <description>&lt;p&gt;Dism++ Multi-language Support &amp; BUG Report&lt;/p&gt;&lt;hr&gt;&lt;h1&gt;Dism-Multi-language&lt;/h1&gt; 
&lt;p&gt;Dism++ resource files for supporting translation to various languages. The default language used for development is in Simplified Chinese.&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;[Data.xml]&lt;/h2&gt; 
&lt;p&gt;Dism++ rules file which provides cleanup and optimization rules.&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Languages of Dism++ (Languages folder)&lt;/h2&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Name&lt;/th&gt; 
   &lt;th&gt;Language&lt;/th&gt; 
   &lt;th&gt;Contributors&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;bg.xml&lt;/td&gt; 
   &lt;td&gt;Bulgarian&lt;/td&gt; 
   &lt;td&gt;Мартин Тайна, Pavel Belivakov&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;cs.xml&lt;/td&gt; 
   &lt;td&gt;Czech&lt;/td&gt; 
   &lt;td&gt;Richard Kahl&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;de.xml&lt;/td&gt; 
   &lt;td&gt;German&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;mailto:franz@drwindows.de&quot;&gt;franz@drwindows.de&lt;/a&gt;, &lt;a href=&quot;https://github.com/Henry2o1o&quot;&gt;Henry2o1o&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;en.xml&lt;/td&gt; 
   &lt;td&gt;English&lt;/td&gt; 
   &lt;td&gt;EMLVIRUS, Frag, Hexhu, raymai97, mdlgaofei, Mouri_Naruto, MikeGao, wondersnefu&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;es.xml&lt;/td&gt; 
   &lt;td&gt;Spanish&lt;/td&gt; 
   &lt;td&gt;Oleada, MS-PC2, &lt;a href=&quot;mailto:nomemolesteis@gmail.com&quot;&gt;nomemolesteis@gmail.com&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;fr.xml&lt;/td&gt; 
   &lt;td&gt;French&lt;/td&gt; 
   &lt;td&gt;JP.Sudret, P.Verdy&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;hu.xml&lt;/td&gt; 
   &lt;td&gt;Hungarian&lt;/td&gt; 
   &lt;td&gt;szuper&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;it.xml&lt;/td&gt; 
   &lt;td&gt;Italian&lt;/td&gt; 
   &lt;td&gt;Massimiliano F, Jumy&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;ja.xml&lt;/td&gt; 
   &lt;td&gt;Japanese&lt;/td&gt; 
   &lt;td&gt;山形まり花&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;ko.xml&lt;/td&gt; 
   &lt;td&gt;Korean&lt;/td&gt; 
   &lt;td&gt;OldMac, 阿泽西&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;pl-PL.xml&lt;/td&gt; 
   &lt;td&gt;Polish&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;mailto:romuald68@gmail.com&quot;&gt;romuald68@gmail.com&lt;/a&gt;, Bladius (&lt;a href=&quot;mailto:KuchtaPC2015@outlook.com&quot;&gt;KuchtaPC2015@outlook.com&lt;/a&gt;)&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;pt.xml&lt;/td&gt; 
   &lt;td&gt;Portuguese&lt;/td&gt; 
   &lt;td&gt;JNylson&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;ru.xml&lt;/td&gt; 
   &lt;td&gt;Russian&lt;/td&gt; 
   &lt;td&gt;Black Alex, Vasiliy Nasonov, virus, Vladimir, ZT&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;tr.xml&lt;/td&gt; 
   &lt;td&gt;Turkish&lt;/td&gt; 
   &lt;td&gt;Kaya Zeren&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;zh-Hans.xml&lt;/td&gt; 
   &lt;td&gt;Chinese Simplified&lt;/td&gt; 
   &lt;td&gt;mingkuang&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;zh-Hant.xml&lt;/td&gt; 
   &lt;td&gt;Chinese Traditional&lt;/td&gt; 
   &lt;td&gt;GT Wang (&lt;a href=&quot;http://mkvq.blogspot.com&quot;&gt;http://mkvq.blogspot.com&lt;/a&gt;) 、jamesfuh、月下独酌&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;hr /&gt; 
&lt;h2&gt;[chuyu-analysis]&lt;/h2&gt; 
&lt;p&gt;Dism++崩溃统计后台。 感谢 Reinforce-II。&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;[&lt;a href=&quot;http://www.chuyu.me&quot;&gt;www.chuyu.me&lt;/a&gt;]&lt;/h2&gt; 
&lt;p&gt;Base path for the official Dism++ website and help documentation. Dism++官方网站以及帮助文档。&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Languages of Dism++ website (&lt;a href=&quot;http://www.chuyu.me&quot;&gt;www.chuyu.me&lt;/a&gt; folder)&lt;/h2&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Name&lt;/th&gt; 
   &lt;th&gt;Language&lt;/th&gt; 
   &lt;th&gt;Contributors&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;de.xml&lt;/td&gt; 
   &lt;td&gt;German&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;mailto:franz@drwindows.de&quot;&gt;franz@drwindows.de&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;en.xml&lt;/td&gt; 
   &lt;td&gt;English&lt;/td&gt; 
   &lt;td&gt;Frag, Hexhu&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;es.xml&lt;/td&gt; 
   &lt;td&gt;Spanish&lt;/td&gt; 
   &lt;td&gt;MS-PC2&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;fr.xml&lt;/td&gt; 
   &lt;td&gt;French&lt;/td&gt; 
   &lt;td&gt;P.Verdy&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;ja.xml&lt;/td&gt; 
   &lt;td&gt;Japanese&lt;/td&gt; 
   &lt;td&gt;山形まり花&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;pt.xml&lt;/td&gt; 
   &lt;td&gt;Portuguese&lt;/td&gt; 
   &lt;td&gt;JNylson&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;ru.xml&lt;/td&gt; 
   &lt;td&gt;Russian&lt;/td&gt; 
   &lt;td&gt;AHOHNMYC&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;zh-Hans.xml&lt;/td&gt; 
   &lt;td&gt;Chinese Simplified&lt;/td&gt; 
   &lt;td&gt;mingkuang&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;zh-Hant.xml&lt;/td&gt; 
   &lt;td&gt;Chinese Traditional&lt;/td&gt; 
   &lt;td&gt;GT Wang (&lt;a href=&quot;http://mkvq.blogspot.com&quot;&gt;http://mkvq.blogspot.com&lt;/a&gt;)&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt;</description>
      
      <media:content url="https://opengraph.githubassets.com/eeb0ee7262def29e1f10da6e6f2cbe7083b8fd69b13b6307810269e69f0dc163/Chuyu-Team/Dism-Multi-language" medium="image" />
      
    </item>
    
    <item>
      <title>alshedivat/al-folio</title>
      <link>https://github.com/alshedivat/al-folio</link>
      <description>&lt;p&gt;A beautiful, simple, clean, and responsive Jekyll theme for academics&lt;/p&gt;&lt;hr&gt;&lt;h1&gt;al-folio&lt;/h1&gt; 
&lt;div align=&quot;center&quot;&gt; 
 &lt;p&gt;&lt;a href=&quot;https://alshedivat.github.io/al-folio/&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/readme_preview/al-folio-preview.png&quot; alt=&quot;Preview&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
 &lt;p&gt;&lt;strong&gt;A simple, clean, and responsive &lt;a href=&quot;https://jekyllrb.com/&quot;&gt;Jekyll&lt;/a&gt; theme for academics.&lt;/strong&gt;&lt;/p&gt; 
 &lt;hr /&gt; 
 &lt;p&gt;&lt;a href=&quot;https://github.com/alshedivat/al-folio/actions/workflows/deploy.yml&quot;&gt;&lt;img src=&quot;https://github.com/alshedivat/al-folio/actions/workflows/deploy.yml/badge.svg?sanitize=true&quot; alt=&quot;deploy&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#maintainers&quot;&gt;&lt;img src=&quot;https://img.shields.io/badge/maintainers-4-success.svg?sanitize=true&quot; alt=&quot;Maintainers&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://github.com/alshedivat/al-folio/graphs/contributors/&quot;&gt;&lt;img src=&quot;https://img.shields.io/github/contributors/alshedivat/al-folio.svg?sanitize=true&quot; alt=&quot;GitHub contributors&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
 &lt;p&gt;&lt;a href=&quot;https://hub.docker.com/r/amirpourmand/al-folio&quot;&gt;&lt;img src=&quot;https://img.shields.io/docker/v/amirpourmand/al-folio?sort=semver&amp;amp;label=docker%20image&amp;amp;color=blueviolet&quot; alt=&quot;Docker Image Version&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://hub.docker.com/r/amirpourmand/al-folio&quot;&gt;&lt;img src=&quot;https://img.shields.io/docker/image-size/amirpourmand/al-folio?sort=date&amp;amp;label=docker%20image%20size&amp;amp;color=blueviolet&quot; alt=&quot;Docker Image Size&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://hub.docker.com/r/amirpourmand/al-folio&quot;&gt;&lt;img src=&quot;https://img.shields.io/docker/pulls/amirpourmand/al-folio?color=blueviolet&quot; alt=&quot;Docker Pulls&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
 &lt;p&gt;&lt;a href=&quot;https://github.com/alshedivat/al-folio/releases/latest&quot;&gt;&lt;img src=&quot;https://img.shields.io/github/v/release/alshedivat/al-folio&quot; alt=&quot;GitHub release&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://github.com/alshedivat/al-folio/raw/main/LICENSE&quot;&gt;&lt;img src=&quot;https://img.shields.io/github/license/alshedivat/al-folio?color=blue&quot; alt=&quot;GitHub license&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://github.com/alshedivat/al-folio/stargazers&quot;&gt;&lt;img src=&quot;https://img.shields.io/github/stars/alshedivat/al-folio&quot; alt=&quot;GitHub stars&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://github.com/alshedivat/al-folio/fork&quot;&gt;&lt;img src=&quot;https://img.shields.io/github/forks/alshedivat/al-folio&quot; alt=&quot;GitHub forks&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
 &lt;p&gt;&lt;a href=&quot;https://codewiki.google/github.com/alshedivat/al-folio&quot;&gt;&lt;img src=&quot;https://img.shields.io/badge/Code_Wiki-ask_about_repo-blue?logo=googlegemini&quot; alt=&quot;Code Wiki&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://deepwiki.com/alshedivat/al-folio&quot;&gt;&lt;img src=&quot;https://img.shields.io/badge/DeepWiki-ask_about_repo-lightcyan&quot; alt=&quot;DeepWiki&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;/div&gt; 
&lt;h2&gt;User community&lt;/h2&gt; 
&lt;p&gt;The vibrant community of &lt;strong&gt;al-folio&lt;/strong&gt; users is growing! Academics around the world use this theme for their homepages, blogs, lab pages, as well as webpages for courses, workshops, conferences, meetups, and more. Check out the community webpages below. Feel free to add your own page(s) by sending a PR.&lt;/p&gt; 
&lt;table&gt; 
 &lt;tbody&gt;
  &lt;tr&gt; 
   &lt;td&gt;Academics&lt;/td&gt; 
   &lt;td&gt; &lt;a href=&quot;https://martinbulla.github.io&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://maruan.alshedivat.com&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://www.cs.columbia.edu/~chen1ru/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://maithraraghu.com&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://platanios.org&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://otiliastr.github.io&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://www.maths.dur.ac.uk/~sxwc62/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://jessachandler.com/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://mayankm96.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://markdean.info/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://kakodkar.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://sahirbhatnagar.com/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://spd.gr/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://jay-sarkar.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://aborowska.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://aditisgh.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://alexhaydock.co.uk/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://alixkeener.net/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://andreea7b.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://rishabhjoshi.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://sheelabhadra.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://giograno.me/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://immsrini.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://apooladian.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://chinmoy-dutta.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://liamcli.com/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://yoonholee.com/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://zrqiao.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://abstractgeek.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://www.compphys.de/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://julianstreyczek.github.io&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://sdaza.com&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://niweera.gq&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://www.alihkw.com&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://amirpourmand.ir&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://scottleechua.github.io&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://sk1y101.github.io&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://yyang768osu.github.io&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://veedata.github.io&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://K-Wu.github.io&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://amalawilson.com&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://tirtharajdash.github.io&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://carolinacarreira.github.io&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://manandey.github.io&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://johanneshoerner.github.io&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://ioannismavromatis.com&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://taidnguyen.github.io&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://lbugnon.github.io&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://joahannes.github.io&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://dominikstrb.github.io&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://tylerbarna.com&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://daviddmc.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://andreaskuster.ch/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://ellisbrown.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://djherron.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://rodosingh.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://vdivakar.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://george-gca.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://bashirkazimi.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://dohaison.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://raphaaal.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://varuniyer.info/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://yukimasano.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://hashe037.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://wang-boyu.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://qingqingchen.info&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://bajinsheng.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://www.silviofanzon.com/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://kaikaiyao.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://alchemz.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://samadamday.com/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://fanpu.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://abigalekim.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://lucasresck.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://users.wpi.edu/~lfichera/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://anmspro.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://berlyne.net/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://filippomazzoli.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://www.escontrela.me/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://raffaem.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://cbueth.de/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://kyleaoman.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://decwest.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://www.jedburkat.com&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://hrzhang.me&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://kudhru.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://mbarbetti.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://www.zhivotenko.com/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://giordanodaloisio.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://aadityaura.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://abhinav-mehta.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://shubhashisroydipta.com/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://astanziola.github.io&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://tinkerer.in&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://afraniomelo.github.io/en/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://jonaruthardt.github.io&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://www.zla.app/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://stavros.github.io&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://ericslyman.com&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://ztjona.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://chrischoi314.github.io&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://riccobelli.faculty.polimi.it&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://kishanved.tech/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://abhilesh.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://jackjburnett.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://physics-morris.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://sraf.ir&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://acad.garywei.dev/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://tonideleo.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://alonkellner.com/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://berylbir.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://global-anomaly.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://mingsun-kaust.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://hdocmsu.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://trandangtrungduc.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://kinghowler.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://anurye.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://charlie-xiao.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://giuseppeperelli.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://shlee-lab.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://devos50.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://vmooers.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://jpfonseca.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://dmitryryumin.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://alexiglad.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://nishanthjkumar.com/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://joszuijderwijk.nl/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://d-jiao.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://cbuelt.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://mehrdad-noori.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://arthurclerjon.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://eilamshapira.com/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://freifrauvonbleifrei.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://thomasbourke1.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://siddharthsule.com/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://waynexucn.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://zlatanajanovic.com/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://mchadolias.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://syanyong.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://jucheval.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://j1yoo.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://zhoji.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://smsnobin77.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://dongkyu-lee.info/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://laurajul.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://vud.org&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://www.byeongsc.com/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;Labs&lt;/td&gt; 
   &lt;td&gt; &lt;a href=&quot;https://www.haylab.caltech.edu/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://sjkimlab.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://systemconsultantgroup.github.io/scg-folio/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://decisionlab.ucsf.edu/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://programming-group.com/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://sailing-lab.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://inbt.jhu.edu/epidiagnostics/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://www.nuesl.org/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://big-culture.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://martinbulla.github.io/bullab/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://gpforesteyes.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;a href=&quot;https://kenji-fukushima-lab.github.io/&quot; target=&quot;_blank&quot;&gt;★&lt;/a&gt; &lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;Courses&lt;/td&gt; 
   &lt;td&gt; CMU PGM (&lt;a href=&quot;https://sailinglab.github.io/pgm-spring-2019/&quot; target=&quot;_blank&quot;&gt;S-19&lt;/a&gt;) &lt;br /&gt; CMU DeepRL (&lt;a href=&quot;https://cmudeeprl.github.io/403_website/&quot; target=&quot;_blank&quot;&gt;S-21&lt;/a&gt;, &lt;a href=&quot;https://cmudeeprl.github.io/703website_f21/&quot; target=&quot;_blank&quot;&gt;F-21&lt;/a&gt;, &lt;a href=&quot;https://cmudeeprl.github.io/403website_s22/&quot; target=&quot;_blank&quot;&gt;S-22&lt;/a&gt;, &lt;a href=&quot;https://cmudeeprl.github.io/703website_f22/&quot; target=&quot;_blank&quot;&gt;F-22&lt;/a&gt;, &lt;a href=&quot;https://cmudeeprl.github.io/403website_s23/&quot; target=&quot;_blank&quot;&gt;S-23&lt;/a&gt;, &lt;a href=&quot;https://cmudeeprl.github.io/703website_f23/&quot; target=&quot;_blank&quot;&gt;F-23&lt;/a&gt;) &lt;br /&gt; CMU MMML (&lt;a href=&quot;https://cmu-multicomp-lab.github.io/mmml-course/fall2020/&quot; target=&quot;_blank&quot;&gt;F-20&lt;/a&gt;, &lt;a href=&quot;https://cmu-multicomp-lab.github.io/mmml-course/fall2022/&quot; target=&quot;_blank&quot;&gt;F-22&lt;/a&gt;) &lt;br /&gt; CMU AMMML (&lt;a href=&quot;https://cmu-multicomp-lab.github.io/adv-mmml-course/spring2022/&quot; target=&quot;_blank&quot;&gt;S-22&lt;/a&gt;, &lt;a href=&quot;https://cmu-multicomp-lab.github.io/adv-mmml-course/spring2023/&quot; target=&quot;_blank&quot;&gt;S-23&lt;/a&gt;) &lt;br /&gt; CMU ASI (&lt;a href=&quot;https://cmu-multicomp-lab.github.io/asi-course/spring2023/&quot; target=&quot;_blank&quot;&gt;S-23&lt;/a&gt;) &lt;br /&gt; CMU Distributed Systems (&lt;a href=&quot;https://andrew.cmu.edu/course/15-440/&quot; target=&quot;_blank&quot;&gt;S-24&lt;/a&gt;) &lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;Conferences &amp;amp; workshops&lt;/td&gt; 
   &lt;td&gt; ICLR Blog Post Track (&lt;a href=&quot;https://iclr-blogposts.github.io/2023/&quot; target=&quot;_blank&quot;&gt;2023&lt;/a&gt;, &lt;a href=&quot;https://iclr-blogposts.github.io/2024/about&quot; target=&quot;_blank&quot;&gt;2024&lt;/a&gt;) &lt;br /&gt; ML Retrospectives (NeurIPS: &lt;a href=&quot;https://ml-retrospectives.github.io/neurips2019/&quot; target=&quot;_blank&quot;&gt;2019&lt;/a&gt;, &lt;a href=&quot;https://ml-retrospectives.github.io/neurips2020/&quot; target=&quot;_blank&quot;&gt;2020&lt;/a&gt;; ICML: &lt;a href=&quot;https://ml-retrospectives.github.io/icml2020/&quot; target=&quot;_blank&quot;&gt;2020&lt;/a&gt;) &lt;br /&gt; HAMLETS (NeurIPS: &lt;a href=&quot;https://hamlets-workshop.github.io/&quot; target=&quot;_blank&quot;&gt;2020&lt;/a&gt;) &lt;br /&gt; ICBINB (NeurIPS: &lt;a href=&quot;https://i-cant-believe-its-not-better.github.io/&quot; target=&quot;_blank&quot;&gt;2020&lt;/a&gt;, &lt;a href=&quot;https://i-cant-believe-its-not-better.github.io/neurips2021/&quot; target=&quot;_blank&quot;&gt;2021&lt;/a&gt;) &lt;br /&gt; Neural Compression (ICLR: &lt;a href=&quot;https://neuralcompression.github.io/&quot; target=&quot;_blank&quot;&gt;2021&lt;/a&gt;) &lt;br /&gt; Score Based Methods (NeurIPS: &lt;a href=&quot;https://score-based-methods-workshop.github.io/&quot; target=&quot;_blank&quot;&gt;2022&lt;/a&gt;)&lt;br /&gt; Images2Symbols (CogSci: &lt;a href=&quot;https://images2symbols.github.io/&quot; target=&quot;_blank&quot;&gt; 2022&lt;/a&gt;) &lt;br /&gt; Medical Robotics Junior Faculty Forum (ISMR: &lt;a href=&quot;https://junior-forum-ismr.github.io/&quot; target=&quot;_blank&quot;&gt; 2023&lt;/a&gt;)&lt;br /&gt; Beyond Vision: Physics meets AI (ICIAP: &lt;a href=&quot;https://physicsmeetsai.github.io/beyond-vision/&quot; target=&quot;_blank&quot;&gt;2023&lt;/a&gt;) &lt;br /&gt; Workshop on Diffusion Models (NeurIPS: &lt;a href=&quot;https://diffusionworkshop.github.io/&quot; target=&quot;_blank&quot;&gt;2023&lt;/a&gt;) &lt;br /&gt; Workshop on Structured Probabilistic Inference &amp;amp; Generative Modeling (ICML: &lt;a href=&quot;https://spigmworkshop.github.io/&quot; target=&quot;_blank&quot;&gt;2023&lt;/a&gt;, &lt;a href=&quot;https://spigmworkshop2024.github.io/&quot; target=&quot;_blank&quot;&gt;2024&lt;/a&gt;) &lt;br /&gt; Workshop on Foundation and Generative Models in Biometrics (&lt;a href=&quot;https://foundgen-bio.github.io/iccv2025/&quot; target=&quot;_blank&quot;&gt;ICCV 2025&lt;/a&gt;, &lt;a href=&quot;https://foundgen-bio.github.io/cvpr2026/&quot; target=&quot;_blank&quot;&gt;CVPR 2026&lt;/a&gt;) &lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt;
&lt;/table&gt; 
&lt;h2&gt;Lighthouse PageSpeed Insights&lt;/h2&gt; 
&lt;h3&gt;Desktop&lt;/h3&gt; 
&lt;p&gt;&lt;a href=&quot;https://htmlpreview.github.io/?https://github.com/alshedivat/al-folio/raw/main/lighthouse_results/desktop/alshedivat_github_io_al_folio_.html&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/lighthouse_results/desktop/pagespeed.svg?sanitize=true&quot; alt=&quot;Google Lighthouse PageSpeed Insights&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;Run the test yourself: &lt;a href=&quot;https://pagespeed.web.dev/report?url=https%3A%2F%2Falshedivat.github.io%2Fal-folio%2F&amp;amp;form_factor=desktop&quot;&gt;Google Lighthouse PageSpeed Insights&lt;/a&gt;&lt;/p&gt; 
&lt;h3&gt;Mobile&lt;/h3&gt; 
&lt;p&gt;&lt;a href=&quot;https://htmlpreview.github.io/?https://github.com/alshedivat/al-folio/raw/main/lighthouse_results/mobile/alshedivat_github_io_al_folio_.html&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/lighthouse_results/mobile/pagespeed.svg?sanitize=true&quot; alt=&quot;Google Lighthouse PageSpeed Insights&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;Run the test yourself: &lt;a href=&quot;https://pagespeed.web.dev/report?url=https%3A%2F%2Falshedivat.github.io%2Fal-folio%2F&amp;amp;form_factor=mobile&quot;&gt;Google Lighthouse PageSpeed Insights&lt;/a&gt;&lt;/p&gt; 
&lt;h2&gt;Table Of Contents&lt;/h2&gt; 
&lt;!--ts--&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#al-folio&quot;&gt;al-folio&lt;/a&gt; 
  &lt;ul&gt; 
   &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#user-community&quot;&gt;User community&lt;/a&gt;&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#lighthouse-pagespeed-insights&quot;&gt;Lighthouse PageSpeed Insights&lt;/a&gt; 
    &lt;ul&gt; 
     &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#desktop&quot;&gt;Desktop&lt;/a&gt;&lt;/li&gt; 
     &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#mobile&quot;&gt;Mobile&lt;/a&gt;&lt;/li&gt; 
    &lt;/ul&gt; &lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#table-of-contents&quot;&gt;Table Of Contents&lt;/a&gt;&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#getting-started&quot;&gt;Getting started&lt;/a&gt;&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#installing-and-deploying&quot;&gt;Installing and Deploying&lt;/a&gt;&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#customizing&quot;&gt;Customizing&lt;/a&gt;&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#github-copilot-agents&quot;&gt;GitHub Copilot Agents&lt;/a&gt; 
    &lt;ul&gt; 
     &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#customization-agent&quot;&gt;Customization Agent&lt;/a&gt;&lt;/li&gt; 
     &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#documentation-agent&quot;&gt;Documentation Agent&lt;/a&gt;&lt;/li&gt; 
    &lt;/ul&gt; &lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#documentation&quot;&gt;Documentation&lt;/a&gt;&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#features&quot;&gt;Features&lt;/a&gt; 
    &lt;ul&gt; 
     &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#lightdark-mode&quot;&gt;Light/Dark Mode&lt;/a&gt;&lt;/li&gt; 
     &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#cv&quot;&gt;CV&lt;/a&gt;&lt;/li&gt; 
     &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#people&quot;&gt;People&lt;/a&gt;&lt;/li&gt; 
     &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#publications&quot;&gt;Publications&lt;/a&gt;&lt;/li&gt; 
     &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#collections&quot;&gt;Collections&lt;/a&gt;&lt;/li&gt; 
     &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#layouts&quot;&gt;Layouts&lt;/a&gt; 
      &lt;ul&gt; 
       &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#the-iconic-style-of-distill&quot;&gt;The iconic style of Distill&lt;/a&gt;&lt;/li&gt; 
       &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#full-support-for-math--code&quot;&gt;Full support for math &amp;amp; code&lt;/a&gt;&lt;/li&gt; 
       &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#photos-audio-video-and-more&quot;&gt;Photos, Audio, Video and more&lt;/a&gt;&lt;/li&gt; 
      &lt;/ul&gt; &lt;/li&gt; 
     &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#other-features&quot;&gt;Other features&lt;/a&gt; 
      &lt;ul&gt; 
       &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#githubs-repositories-and-user-stats&quot;&gt;GitHub&#39;s repositories and user stats&lt;/a&gt;&lt;/li&gt; 
       &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#theming&quot;&gt;Theming&lt;/a&gt;&lt;/li&gt; 
       &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#social-media-previews&quot;&gt;Social media previews&lt;/a&gt;&lt;/li&gt; 
       &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#atom-rss-like-feed&quot;&gt;Atom (RSS-like) Feed&lt;/a&gt;&lt;/li&gt; 
       &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#related-posts&quot;&gt;Related posts&lt;/a&gt;&lt;/li&gt; 
       &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#code-quality-checks&quot;&gt;Code quality checks&lt;/a&gt;&lt;/li&gt; 
       &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#gdpr-cookie-consent-dialog&quot;&gt;GDPR Cookie Consent Dialog&lt;/a&gt;&lt;/li&gt; 
      &lt;/ul&gt; &lt;/li&gt; 
    &lt;/ul&gt; &lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#faq&quot;&gt;FAQ&lt;/a&gt;&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#contributing&quot;&gt;Contributing&lt;/a&gt; 
    &lt;ul&gt; 
     &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#maintainers&quot;&gt;Maintainers&lt;/a&gt;&lt;/li&gt; 
     &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#all-contributors&quot;&gt;All Contributors&lt;/a&gt;&lt;/li&gt; 
    &lt;/ul&gt; &lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#star-history&quot;&gt;Star History&lt;/a&gt;&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#license&quot;&gt;License&lt;/a&gt;&lt;/li&gt; 
  &lt;/ul&gt; &lt;/li&gt; 
&lt;/ul&gt; 
&lt;!--te--&gt; 
&lt;h2&gt;Getting started&lt;/h2&gt; 
&lt;p&gt;&lt;strong&gt;⚠️ Important: Use &quot;Use this template&quot; (not fork)&lt;/strong&gt;&lt;/p&gt; 
&lt;p&gt;When creating your own website with al-folio, you have two options:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;✅ &lt;strong&gt;Recommended:&lt;/strong&gt; Click &quot;&lt;a href=&quot;https://github.com/new?template_name=al-folio&amp;amp;template_owner=alshedivat&quot;&gt;Use this template&lt;/a&gt;&quot; – This creates a clean copy that is independent from the main al-folio repository. Changes you make to your site won&#39;t be accidentally submitted to al-folio as pull requests.&lt;/li&gt; 
 &lt;li&gt;❌ &lt;strong&gt;Not recommended:&lt;/strong&gt; Forking the repository – This keeps a link to the main al-folio repo, making it easy to accidentally submit your personal site changes as contributions to our project.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;If you already forked:&lt;/strong&gt; Don&#39;t worry! You can still work with your fork normally. Just make sure to:&lt;/p&gt; 
&lt;ol&gt; 
 &lt;li&gt;Make changes on a dedicated branch (e.g., &lt;code&gt;my-site-updates&lt;/code&gt;)&lt;/li&gt; 
 &lt;li&gt;When pushing changes, always verify you&#39;re pushing to &lt;strong&gt;your own repository&lt;/strong&gt;, not the main al-folio repository&lt;/li&gt; 
 &lt;li&gt;Never create pull requests to &lt;code&gt;alshedivat/al-folio&lt;/code&gt; unless you&#39;re intentionally contributing improvements that benefit all users&lt;/li&gt; 
&lt;/ol&gt; 
&lt;p&gt;For quick setup, see &lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/QUICKSTART.md&quot;&gt;QUICKSTART.md&lt;/a&gt;.&lt;/p&gt; 
&lt;p&gt;Want to learn more about Jekyll? Check out &lt;a href=&quot;https://www.taniarascia.com/make-a-static-website-with-jekyll/&quot;&gt;this tutorial&lt;/a&gt;. Why Jekyll? Read &lt;a href=&quot;https://karpathy.github.io/2014/07/01/switching-to-jekyll/&quot;&gt;Andrej Karpathy&#39;s blog post&lt;/a&gt;! Why write a blog? Read &lt;a href=&quot;https://medium.com/@racheltho/why-you-yes-you-should-blog-7d2544ac1045&quot;&gt;Rachel Thomas blog post&lt;/a&gt;.&lt;/p&gt; 
&lt;h2&gt;Installing and Deploying&lt;/h2&gt; 
&lt;p&gt;For installation and deployment details please refer to &lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/INSTALL.md&quot;&gt;INSTALL.md&lt;/a&gt;.&lt;/p&gt; 
&lt;h2&gt;Customizing&lt;/h2&gt; 
&lt;p&gt;For customization details please refer to &lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/CUSTOMIZE.md&quot;&gt;CUSTOMIZE.md&lt;/a&gt;.&lt;/p&gt; 
&lt;h2&gt;GitHub Copilot Agents&lt;/h2&gt; 
&lt;p&gt;This repository includes two specialized GitHub Copilot agents to enhance your development experience:&lt;/p&gt; 
&lt;h3&gt;Customization Agent&lt;/h3&gt; 
&lt;p&gt;The &lt;strong&gt;Customization Agent&lt;/strong&gt; helps you personalize your al-folio website by:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Guiding you through configuration changes step-by-step&lt;/li&gt; 
 &lt;li&gt;Modifying files directly in your repository&lt;/li&gt; 
 &lt;li&gt;Explaining technical concepts in plain language (great for users without coding experience)&lt;/li&gt; 
 &lt;li&gt;Assisting with common tasks like updating your CV, adding publications, creating blog posts, and customizing themes&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;See &lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/CUSTOMIZE.md#github-copilot-customization-agent&quot;&gt;CUSTOMIZE.md § GitHub Copilot Customization Agent&lt;/a&gt; for detailed usage instructions.&lt;/p&gt; 
&lt;h3&gt;Documentation Agent&lt;/h3&gt; 
&lt;p&gt;The &lt;strong&gt;Documentation Agent&lt;/strong&gt; maintains clear and up-to-date project documentation by:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Updating documentation files when features change&lt;/li&gt; 
 &lt;li&gt;Writing in a style accessible to academics and researchers&lt;/li&gt; 
 &lt;li&gt;Keeping documentation synchronized with the codebase&lt;/li&gt; 
 &lt;li&gt;Following documentation best practices&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;See &lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/CONTRIBUTING.md#github-copilot-agents&quot;&gt;CONTRIBUTING.md § GitHub Copilot Agents&lt;/a&gt; for more information.&lt;/p&gt; 
&lt;blockquote&gt; 
 &lt;p&gt;&lt;strong&gt;Requirements:&lt;/strong&gt; Both agents require a &lt;a href=&quot;https://github.com/features/copilot&quot;&gt;GitHub Copilot&lt;/a&gt; subscription. For more information about GitHub Copilot and how to use agents, see the &lt;a href=&quot;https://docs.github.com/en/copilot&quot;&gt;GitHub Copilot documentation&lt;/a&gt;.&lt;/p&gt; 
&lt;/blockquote&gt; 
&lt;h2&gt;Documentation&lt;/h2&gt; 
&lt;p&gt;Comprehensive guides for all aspects of your al-folio website:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/QUICKSTART.md&quot;&gt;Quick Start&lt;/a&gt;&lt;/strong&gt; – Get running in 5 minutes&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/INSTALL.md&quot;&gt;Installation &amp;amp; Deployment&lt;/a&gt;&lt;/strong&gt; – Set up your site on GitHub Pages or other platforms&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/CUSTOMIZE.md&quot;&gt;Customization Guide&lt;/a&gt;&lt;/strong&gt; – Personalize your website (CVs, publications, themes, etc.)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/TROUBLESHOOTING.md&quot;&gt;Troubleshooting&lt;/a&gt;&lt;/strong&gt; – Fix common issues (deployment, build, styling, content)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/FAQ.md&quot;&gt;FAQ&lt;/a&gt;&lt;/strong&gt; – Frequently asked questions and solutions&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/ANALYTICS.md&quot;&gt;Analytics&lt;/a&gt;&lt;/strong&gt; – Add website analytics and visitor tracking&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;&lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/SEO.md&quot;&gt;SEO Guide&lt;/a&gt;&lt;/strong&gt; – Optimize for search engines and improve discoverability&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Features&lt;/h2&gt; 
&lt;h3&gt;Light/Dark Mode&lt;/h3&gt; 
&lt;p&gt;This template has a built-in light/dark mode. It detects the user preferred color scheme and automatically switches to it. You can also manually switch between light and dark mode by clicking on the sun/moon icon in the top right corner of the page.&lt;/p&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/readme_preview/light.png&quot; width=&quot;400&quot; /&gt; &lt;img src=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/readme_preview/dark.png&quot; width=&quot;400&quot; /&gt; &lt;/p&gt; 
&lt;hr /&gt; 
&lt;h3&gt;CV&lt;/h3&gt; 
&lt;p&gt;Your CV can be generated in one of two modern formats: &lt;strong&gt;RenderCV&lt;/strong&gt; (recommended, with automatic PDF generation) or &lt;strong&gt;JSONResume&lt;/strong&gt; (standardized JSON format). You can use both simultaneously and switch between them, or maintain just the one you prefer.&lt;/p&gt; 
&lt;p&gt;&lt;a href=&quot;https://alshedivat.github.io/al-folio/cv/&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/readme_preview/cv.png&quot; alt=&quot;CV Preview&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;For setup and customization details, see &lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/CUSTOMIZE.md#modifying-the-cv-information&quot;&gt;Modifying the CV information&lt;/a&gt; in &lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/CUSTOMIZE.md&quot;&gt;CUSTOMIZE.md&lt;/a&gt;.&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h3&gt;People&lt;/h3&gt; 
&lt;p&gt;You can create a people page if you want to feature more than one person. Each person can have its own short bio, profile picture, and you can also set if every person will appear at the same or opposite sides.&lt;/p&gt; 
&lt;p&gt;&lt;a href=&quot;https://alshedivat.github.io/al-folio/people/&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/readme_preview/people.png&quot; alt=&quot;People Preview&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h3&gt;Publications&lt;/h3&gt; 
&lt;p&gt;Your publications page is generated automatically from your BibTeX bibliography. You can customize publication display, add extra information like PDFs, and control sorting behavior.&lt;/p&gt; 
&lt;p&gt;&lt;a href=&quot;https://alshedivat.github.io/al-folio/publications/&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/readme_preview/publications.png&quot; alt=&quot;Publications Preview&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;For setup, BibTeX field documentation, and customization options, see &lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/CUSTOMIZE.md#adding-a-new-publication&quot;&gt;Adding a new publication&lt;/a&gt; and &lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/CUSTOMIZE.md#managing-publication-display&quot;&gt;Managing publication display&lt;/a&gt; in &lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/CUSTOMIZE.md&quot;&gt;CUSTOMIZE.md&lt;/a&gt;.&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h3&gt;Collections&lt;/h3&gt; 
&lt;p&gt;This Jekyll theme implements &lt;code&gt;collections&lt;/code&gt; to organize content into categories. The theme comes with default collections for &lt;code&gt;news&lt;/code&gt;, &lt;code&gt;projects&lt;/code&gt;, &lt;code&gt;books&lt;/code&gt;, and &lt;code&gt;teachings&lt;/code&gt;. You can easily create your own collections for apps, stories, courses, or any other creative work.&lt;/p&gt; 
&lt;p&gt;&lt;a href=&quot;https://alshedivat.github.io/al-folio/projects/&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/readme_preview/projects.png&quot; alt=&quot;Projects Preview&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;For detailed instructions on creating and customizing collections, see &lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/CUSTOMIZE.md#adding-collections&quot;&gt;Adding Collections&lt;/a&gt; in &lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/CUSTOMIZE.md&quot;&gt;CUSTOMIZE.md&lt;/a&gt;.&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h3&gt;Layouts&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;al-folio&lt;/strong&gt; comes with stylish layouts for pages and blog posts.&lt;/p&gt; 
&lt;h4&gt;The iconic style of Distill&lt;/h4&gt; 
&lt;p&gt;The theme allows you to create blog posts in the &lt;a href=&quot;https://distill.pub/&quot;&gt;distill.pub&lt;/a&gt; style:&lt;/p&gt; 
&lt;p&gt;&lt;a href=&quot;https://alshedivat.github.io/al-folio/blog/2021/distill/&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/readme_preview/distill.png&quot; alt=&quot;Distill Preview&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;For more details on how to create distill-styled posts using &lt;code&gt;&amp;lt;d-*&amp;gt;&lt;/code&gt; tags, please refer to &lt;a href=&quot;https://alshedivat.github.io/al-folio/blog/2021/distill/&quot;&gt;the example&lt;/a&gt;.&lt;/p&gt; 
&lt;h4&gt;Full support for math &amp;amp; code&lt;/h4&gt; 
&lt;p&gt;&lt;strong&gt;al-folio&lt;/strong&gt; supports fast math typesetting through &lt;a href=&quot;https://www.mathjax.org/&quot;&gt;MathJax&lt;/a&gt; and code syntax highlighting using &lt;a href=&quot;https://github.com/jwarby/jekyll-pygments-themes&quot;&gt;GitHub style&lt;/a&gt;. Also supports &lt;a href=&quot;https://www.chartjs.org/&quot;&gt;chartjs charts&lt;/a&gt;, &lt;a href=&quot;https://mermaid-js.github.io/mermaid/#/&quot;&gt;mermaid diagrams&lt;/a&gt;, and &lt;a href=&quot;https://tikzjax.com/&quot;&gt;TikZ figures&lt;/a&gt;.&lt;/p&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;a href=&quot;https://alshedivat.github.io/al-folio/blog/2015/math/&quot; target=&quot;_blank&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/readme_preview/math.png&quot; width=&quot;400&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://alshedivat.github.io/al-folio/blog/2015/code/&quot; target=&quot;_blank&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/readme_preview/code.png&quot; width=&quot;400&quot; /&gt;&lt;/a&gt; &lt;/p&gt; 
&lt;h4&gt;Photos, Audio, Video and more&lt;/h4&gt; 
&lt;p&gt;Photo formatting is made simple using &lt;a href=&quot;https://getbootstrap.com/docs/4.4/layout/grid/&quot;&gt;Bootstrap&#39;s grid system&lt;/a&gt;. Easily create beautiful grids within your blog posts and project pages, also with support for &lt;a href=&quot;https://alshedivat.github.io/al-folio/blog/2023/videos/&quot;&gt;video&lt;/a&gt; and &lt;a href=&quot;https://alshedivat.github.io/al-folio/blog/2023/audios/&quot;&gt;audio&lt;/a&gt; embeds:&lt;/p&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;a href=&quot;https://alshedivat.github.io/al-folio/projects/1_project/&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/readme_preview/photos-screenshot.png&quot; width=&quot;75%&quot; /&gt; &lt;/a&gt; &lt;/p&gt; 
&lt;hr /&gt; 
&lt;h3&gt;Other features&lt;/h3&gt; 
&lt;h4&gt;GitHub&#39;s repositories and user stats&lt;/h4&gt; 
&lt;p&gt;&lt;strong&gt;al-folio&lt;/strong&gt; displays GitHub repositories and user stats on the &lt;code&gt;/repositories/&lt;/code&gt; page using &lt;a href=&quot;https://github.com/anuraghazra/github-readme-stats&quot;&gt;github-readme-stats&lt;/a&gt; and &lt;a href=&quot;https://github.com/ryo-ma/github-profile-trophy&quot;&gt;github-profile-trophy&lt;/a&gt;.&lt;/p&gt; 
&lt;p&gt;&lt;a href=&quot;https://alshedivat.github.io/al-folio/repositories/&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/readme_preview/repositories.png&quot; alt=&quot;Repositories Preview&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;To configure which repositories and GitHub profiles to display, see &lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/CUSTOMIZE.md#modifying-the-user-and-repository-information&quot;&gt;Modifying the user and repository information&lt;/a&gt; in &lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/CUSTOMIZE.md&quot;&gt;CUSTOMIZE.md&lt;/a&gt;.&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h4&gt;Theming&lt;/h4&gt; 
&lt;p&gt;&lt;strong&gt;al-folio&lt;/strong&gt; offers a variety of beautiful theme colors to choose from. The default is purple, but you can customize colors, fonts, spacing, and more to match your style.&lt;/p&gt; 
&lt;p&gt;For detailed customization instructions, see &lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/CUSTOMIZE.md#changing-theme-color&quot;&gt;Changing theme color&lt;/a&gt; and &lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/CUSTOMIZE.md#customizing-fonts-spacing-and-more&quot;&gt;Customizing fonts, spacing, and more&lt;/a&gt; in &lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/CUSTOMIZE.md&quot;&gt;CUSTOMIZE.md&lt;/a&gt;.&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h4&gt;Social media previews&lt;/h4&gt; 
&lt;p&gt;&lt;strong&gt;al-folio&lt;/strong&gt; supports Open Graph preview images on social media. When enabled, your site&#39;s pages display rich preview objects with images, titles, and descriptions when shared.&lt;/p&gt; 
&lt;p&gt;For setup and customization, see &lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/CUSTOMIZE.md#social-media-previews&quot;&gt;Social media previews&lt;/a&gt; in &lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/CUSTOMIZE.md&quot;&gt;CUSTOMIZE.md&lt;/a&gt;.&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h4&gt;Atom (RSS-like) Feed&lt;/h4&gt; 
&lt;p&gt;It generates an Atom (RSS-like) feed of your posts, useful for Atom and RSS readers. The feed is reachable simply by typing after your homepage &lt;code&gt;/feed.xml&lt;/code&gt;. E.g. assuming your website mountpoint is the main folder, you can type &lt;code&gt;yourusername.github.io/feed.xml&lt;/code&gt;&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h4&gt;Related posts&lt;/h4&gt; 
&lt;p&gt;By default, blog posts display related posts at the bottom. These are selected by finding the most recent posts that share tags with the current post. You can customize this behavior on a per-post or site-wide basis.&lt;/p&gt; 
&lt;p&gt;For configuration details, see &lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/CUSTOMIZE.md#related-posts&quot;&gt;Related posts&lt;/a&gt; in &lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/CUSTOMIZE.md&quot;&gt;CUSTOMIZE.md&lt;/a&gt;.&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h4&gt;Code quality checks&lt;/h4&gt; 
&lt;p&gt;Currently, we run some checks to ensure that the code quality and generated site are good. The checks are done using GitHub Actions and the following tools:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://prettier.io/&quot;&gt;Prettier&lt;/a&gt; - check if the formatting of the code follows the style guide&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://lychee.cli.rs/&quot;&gt;lychee&lt;/a&gt; - check for broken links&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dequelabs/axe-core&quot;&gt;Axe&lt;/a&gt; (need to run manually) - do some accessibility testing&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;We decided to keep &lt;code&gt;Axe&lt;/code&gt; runs manual because fixing the issues are not straightforward and might be hard for people without web development knowledge.&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h4&gt;GDPR Cookie Consent Dialog&lt;/h4&gt; 
&lt;p&gt;&lt;strong&gt;al-folio&lt;/strong&gt; includes a built-in, GDPR-compliant cookie consent dialog to ensure your website respects visitor privacy. The dialog is powered by &lt;a href=&quot;https://cookieconsent.orestbida.com/&quot;&gt;Vanilla Cookie Consent&lt;/a&gt; and integrates seamlessly with all supported analytics providers.&lt;/p&gt; 
&lt;p&gt;When enabled, analytics scripts are blocked until the user explicitly consents, and user preferences are saved across visits. This is essential for websites serving visitors in the European Union and other regions with strict privacy regulations.&lt;/p&gt; 
&lt;p&gt;For complete setup and customization details, see &lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/#gdpr-cookie-consent-dialog&quot;&gt;GDPR Cookie Consent Dialog&lt;/a&gt; in &lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/CUSTOMIZE.md&quot;&gt;CUSTOMIZE.md&lt;/a&gt;.&lt;/p&gt; 
&lt;h2&gt;FAQ&lt;/h2&gt; 
&lt;p&gt;For frequently asked questions, please refer to &lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/FAQ.md&quot;&gt;FAQ.md&lt;/a&gt;.&lt;/p&gt; 
&lt;h2&gt;Contributing&lt;/h2&gt; 
&lt;p&gt;Contributions to al-folio are very welcome! Before you get started, please take a look at &lt;a href=&quot;https://raw.githubusercontent.com/alshedivat/al-folio/main/CONTRIBUTING.md&quot;&gt;the guidelines&lt;/a&gt;.&lt;/p&gt; 
&lt;p&gt;If you would like to improve documentation or fix a minor inconsistency or bug, please feel free to send a PR directly to &lt;code&gt;main&lt;/code&gt;. For more complex issues/bugs or feature requests, please open an issue using the appropriate template.&lt;/p&gt; 
&lt;h3&gt;Maintainers&lt;/h3&gt; 
&lt;p&gt;Our most active contributors are welcome to join the maintainers team. If you are interested, please reach out!&lt;/p&gt; 
&lt;!-- ALL-CONTRIBUTORS-LIST:START - Do not remove or modify this section --&gt; 
&lt;!-- prettier-ignore-start --&gt; 
&lt;!-- markdownlint-disable --&gt; 
&lt;table&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td align=&quot;center&quot; valign=&quot;top&quot; width=&quot;14.28%&quot;&gt;&lt;a href=&quot;https://maruan.alshedivat.com&quot;&gt;&lt;img src=&quot;https://avatars.githubusercontent.com/u/2126561?v=4&quot; width=&quot;100px;&quot; alt=&quot;&quot; /&gt;&lt;br /&gt;&lt;sub&gt;&lt;b&gt;Maruan&lt;/b&gt;&lt;/sub&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td align=&quot;center&quot; valign=&quot;top&quot; width=&quot;14.28%&quot;&gt;&lt;a href=&quot;https://rohandebsarkar.github.io&quot;&gt;&lt;img src=&quot;https://avatars.githubusercontent.com/u/50144004?v=4&quot; width=&quot;100px;&quot; alt=&quot;&quot; /&gt;&lt;br /&gt;&lt;sub&gt;&lt;b&gt;Rohan Deb Sarkar&lt;/b&gt;&lt;/sub&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td align=&quot;center&quot; valign=&quot;top&quot; width=&quot;14.28%&quot;&gt;&lt;a href=&quot;https://amirpourmand.ir&quot;&gt;&lt;img src=&quot;https://avatars.githubusercontent.com/u/32064808?v=4&quot; width=&quot;100px;&quot; alt=&quot;&quot; /&gt;&lt;br /&gt;&lt;sub&gt;&lt;b&gt;Amir Pourmand&lt;/b&gt;&lt;/sub&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td align=&quot;center&quot; valign=&quot;top&quot; width=&quot;14.28%&quot;&gt;&lt;a href=&quot;https://george-gca.github.io/&quot;&gt;&lt;img src=&quot;https://avatars.githubusercontent.com/u/31376482?v=4&quot; width=&quot;100px;&quot; alt=&quot;&quot; /&gt;&lt;br /&gt;&lt;sub&gt;&lt;b&gt;George&lt;/b&gt;&lt;/sub&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;!-- markdownlint-restore --&gt; 
&lt;!-- prettier-ignore-end --&gt; 
&lt;!-- ALL-CONTRIBUTORS-LIST:END --&gt; 
&lt;h3&gt;All Contributors&lt;/h3&gt; 
&lt;a href=&quot;https://contrib.rocks&quot;&gt; &lt;img src=&quot;https://contrib.rocks/image?repo=alshedivat/al-folio&amp;amp;max=500&amp;amp;columns=24&quot; /&gt; &lt;/a&gt; 
&lt;h2&gt;Star History&lt;/h2&gt; 
&lt;a href=&quot;https://star-history.com/#alshedivat/al-folio&amp;amp;Date&quot;&gt; 
 &lt;picture&gt; 
  &lt;source media=&quot;(prefers-color-scheme: dark)&quot; srcset=&quot;https://api.star-history.com/svg?repos=alshedivat/al-folio&amp;amp;type=Date&amp;amp;theme=dark&quot; /&gt; 
  &lt;source media=&quot;(prefers-color-scheme: light)&quot; srcset=&quot;https://api.star-history.com/svg?repos=alshedivat/al-folio&amp;amp;type=Date&quot; /&gt; 
  &lt;img alt=&quot;Star History Chart&quot; src=&quot;https://api.star-history.com/svg?repos=alshedivat/al-folio&amp;amp;type=Date&quot; /&gt; 
 &lt;/picture&gt; &lt;/a&gt; 
&lt;h2&gt;License&lt;/h2&gt; 
&lt;p&gt;The theme is available as open source under the terms of the &lt;a href=&quot;https://github.com/alshedivat/al-folio/raw/main/LICENSE&quot;&gt;MIT License&lt;/a&gt;.&lt;/p&gt; 
&lt;p&gt;Originally, &lt;strong&gt;al-folio&lt;/strong&gt; was based on the &lt;a href=&quot;https://github.com/bogoli/-folio&quot;&gt;*folio theme&lt;/a&gt; (published by &lt;a href=&quot;https://liabogoev.com&quot;&gt;Lia Bogoev&lt;/a&gt; and under the MIT license). Since then, it got a full re-write of the styles and many additional cool features.&lt;/p&gt;</description>
      
      <media:content url="https://repository-images.githubusercontent.com/60024365/0662e200-b3ce-11ea-8a26-a558efdcfbe5" medium="image" />
      
    </item>
    
    <item>
      <title>vernesong/OpenClash</title>
      <link>https://github.com/vernesong/OpenClash</link>
      <description>&lt;p&gt;A Clash Client For OpenWrt&lt;/p&gt;&lt;hr&gt;&lt;h1 align=&quot;center&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/vernesong/OpenClash/dev/img/logo.png&quot; alt=&quot;Clash&quot; width=&quot;200&quot; /&gt; &lt;br /&gt;OpenClash&lt;br /&gt; &lt;/h1&gt; 
&lt;p align=&quot;center&quot;&gt; 本插件是一个可运行在 OpenWrt 上的&lt;a href=&quot;https://github.com/MetaCubeX/mihomo&quot; target=&quot;_blank&quot;&gt; Mihomo(Clash) &lt;/a&gt;客户端 &lt;/p&gt; 
&lt;p align=&quot;center&quot;&gt; 兼容 Shadowsocks、ShadowsocksR、Vmess、Trojan、Snell 等协议，根据灵活的规则配置实现策略代理 &lt;/p&gt; 
&lt;h2&gt;使用手册&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/vernesong/OpenClash/wiki&quot;&gt;Wiki&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;下载地址&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;IPK &amp;amp; APK &lt;a href=&quot;https://github.com/vernesong/OpenClash/releases&quot;&gt;前往下载&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;依赖&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;luci&lt;/li&gt; 
 &lt;li&gt;luci-base&lt;/li&gt; 
 &lt;li&gt;dnsmasq-full&lt;/li&gt; 
 &lt;li&gt;bash&lt;/li&gt; 
 &lt;li&gt;curl&lt;/li&gt; 
 &lt;li&gt;ca-bundle&lt;/li&gt; 
 &lt;li&gt;ipset&lt;/li&gt; 
 &lt;li&gt;ip-full&lt;/li&gt; 
 &lt;li&gt;ruby&lt;/li&gt; 
 &lt;li&gt;ruby-yaml&lt;/li&gt; 
 &lt;li&gt;unzip&lt;/li&gt; 
 &lt;li&gt;iptables(iptables)&lt;/li&gt; 
 &lt;li&gt;kmod-ipt-nat(iptables)&lt;/li&gt; 
 &lt;li&gt;iptables-mod-tproxy(iptables)&lt;/li&gt; 
 &lt;li&gt;iptables-mod-extra(iptables)&lt;/li&gt; 
 &lt;li&gt;kmod-tun(TUN模式)&lt;/li&gt; 
 &lt;li&gt;luci-compat(Luci &amp;gt;= 19.07)&lt;/li&gt; 
 &lt;li&gt;ip6tables-mod-nat(iptables-ipv6)&lt;/li&gt; 
 &lt;li&gt;kmod-inet-diag(PROCESS-NAME)&lt;/li&gt; 
 &lt;li&gt;kmod-nft-tproxy(Firewall4)&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;编译&lt;/h2&gt; 
&lt;p&gt;从 OpenWrt 的 &lt;a href=&quot;https://archive.openwrt.org/chaos_calmer/15.05.1/ar71xx/generic/OpenWrt-SDK-15.05.1-ar71xx-generic_gcc-4.8-linaro_uClibc-0.9.33.2.Linux-x86_64.tar.bz2&quot;&gt;SDK&lt;/a&gt; 编译&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;# 解压下载好的 SDK
curl -SLk --connect-timeout 30 --retry 2 &quot;https://archive.openwrt.org/chaos_calmer/15.05.1/ar71xx/generic/OpenWrt-SDK-15.05.1-ar71xx-generic_gcc-4.8-linaro_uClibc-0.9.33.2.Linux-x86_64.tar.bz2&quot; -o &quot;/tmp/SDK.tar.bz2&quot;
cd \tmp
tar xjf SDK.tar.bz2
cd OpenWrt-SDK-15.05.1-*

# Clone 项目
mkdir package/luci-app-openclash
cd package/luci-app-openclash
git init
git remote add -f origin https://github.com/vernesong/OpenClash.git
git config core.sparsecheckout true
echo &quot;luci-app-openclash&quot; &amp;gt;&amp;gt; .git/info/sparse-checkout
git pull --depth 1 origin master
git branch --set-upstream-to=origin/master master

# 编译 po2lmo (如果有po2lmo可跳过)
pushd luci-app-openclash/tools/po2lmo
make &amp;amp;&amp;amp; sudo make install
popd

# 开始编译

# 先回退到SDK主目录
cd ../..
make package/luci-app-openclash/luci-app-openclash/compile V=99

# IPK文件位置
./bin/ar71xx/packages/base/luci-app-openclash_*-beta_all.ipk
&lt;/code&gt;&lt;/pre&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;# 同步源码
cd package/luci-app-openclash/luci-app-openclash
git pull

# 您也可以直接拷贝 `luci-app-openclash` 文件夹至其他 `OpenWrt` 项目的 `Package` 目录下随固件编译

make menuconfig
# 选择要编译的包 LuCI -&amp;gt; Applications -&amp;gt; luci-app-openclash

&lt;/code&gt;&lt;/pre&gt; 
&lt;h2&gt;许可&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/vernesong/OpenClash/raw/master/LICENSE&quot;&gt;MIT License&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;内核 &lt;a href=&quot;https://github.com/MetaCubeX/mihomo&quot;&gt;Mihomo&lt;/a&gt; by &lt;a href=&quot;https://github.com/MetaCubeX&quot;&gt;MetaCubeX&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;本项目代码基于 &lt;a href=&quot;https://github.com/frainzy1477/luci-app-clash&quot;&gt;Luci For Clash&lt;/a&gt; by &lt;a href=&quot;https://github.com/frainzy1477&quot;&gt;frainzy1477&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;IP检查 &lt;a href=&quot;https://ip.skk.moe/&quot;&gt;IP&lt;/a&gt; by &lt;a href=&quot;https://ip.skk.moe/&quot;&gt;SukkaW&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;控制面板 &lt;a href=&quot;https://github.com/Zephyruso/zashboard&quot;&gt;zashboard&lt;/a&gt; by &lt;a href=&quot;https://github.com/Zephyruso&quot;&gt;Zephyruso&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;控制面板 &lt;a href=&quot;https://github.com/haishanh/yacd&quot;&gt;yacd&lt;/a&gt; by &lt;a href=&quot;https://github.com/haishanh&quot;&gt;haishanh&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;流媒体解锁检测 &lt;a href=&quot;https://github.com/lmc999/RegionRestrictionCheck&quot;&gt;RegionRestrictionCheck&lt;/a&gt; by &lt;a href=&quot;https://github.com/lmc999&quot;&gt;lmc999&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;请作者喝杯咖啡&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;PayPal&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p align=&quot;left&quot;&gt; &lt;a href=&quot;https://ko-fi.com/vernesong&quot;&gt;&lt;img width=&quot;300&quot; src=&quot;https://www.ko-fi.com/img/githubbutton_sm.svg?sanitize=true&quot; /&gt; &lt;/a&gt; &lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;USDT-TRC20&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p align=&quot;left&quot;&gt; &lt;img width=&quot;300&quot; src=&quot;https://github.com/vernesong/OpenClash/raw/master/img/USDT-Wallet.png&quot; /&gt; &lt;/p&gt;</description>
      
      <media:content url="https://opengraph.githubassets.com/fb7a5c69583e981c096a31206f58fd2b78e6dc6f05af7f7a8d57917edcb1da9c/vernesong/OpenClash" medium="image" />
      
    </item>
    
    <item>
      <title>DigitalPlatDev/FreeDomain</title>
      <link>https://github.com/DigitalPlatDev/FreeDomain</link>
      <description>&lt;p&gt;DigitalPlat FreeDomain: Free Domain For Everyone&lt;/p&gt;&lt;hr&gt;&lt;h2&gt;🌐 Welcome to DigitalPlat Domain&lt;/h2&gt; 
&lt;div align=&quot;center&quot;&gt; 
 &lt;img src=&quot;https://raw.githubusercontent.com/DigitalPlatDev/FreeDomain/main/opensource/static/img/logo.jpg&quot; alt=&quot;logo&quot; width=&quot;240&quot; /&gt; 
&lt;/div&gt; 
&lt;p&gt;Welcome to &lt;strong&gt;DigitalPlat FreeDomain&lt;/strong&gt;, where we believe everyone deserves a digital identity. Whether you&#39;re an individual, or an organization, we’re offering free domain names to bring your ideas to life – no strings attached!&lt;/p&gt; 
&lt;p&gt;With FreeDomain, you’re free to register a unique domain and host it with your favorite DNS provider, like Cloudflare, FreeDNS by &lt;a href=&quot;http://Afraid.org&quot;&gt;Afraid.org&lt;/a&gt;, or Hostry. Get online with complete freedom, and keep your wallet happy.&lt;/p&gt; 
&lt;h3&gt;✔️ Why Free Domains?&lt;/h3&gt; 
&lt;p&gt;At &lt;strong&gt;DigitalPlat FreeDomain&lt;/strong&gt;, we’re on a mission to make the web more accessible. We believe that the cost of a domain shouldn’t hold anyone back from creating a website. Our goal is to make the internet an open space where everyone can have their own place online, regardless of budget.&lt;/p&gt; 
&lt;blockquote&gt; 
 &lt;p&gt;DigitalPlat FreeDomain is independently designed and maintained by &lt;a href=&quot;https://github.com/EdwardLab&quot;&gt;&lt;strong&gt;Edward Hsing&lt;/strong&gt;&lt;/a&gt;, founder of the DigitalPlat Foundation.&lt;/p&gt; 
&lt;/blockquote&gt; 
&lt;hr /&gt; 
&lt;h3&gt;🌍 Available Domain Extensions&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;.DPDNS.ORG&lt;/strong&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;.US.KG&lt;/strong&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;.QZZ.IO&lt;/strong&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;.XX.KG&lt;/strong&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;.QD.JE&lt;/strong&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;em&gt;(More extensions coming soon!)&lt;/em&gt;&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h3&gt;🌍 Ready to Claim Your Free Domain?&lt;/h3&gt; 
&lt;p&gt;Jump in and register your domain by visiting our site:&lt;/p&gt; 
&lt;p&gt;➡️ &lt;a href=&quot;https://dash.domain.digitalplat.org/&quot;&gt;DigitalPlat FreeDomain Dashboard&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;📝 &lt;a href=&quot;https://raw.githubusercontent.com/DigitalPlatDev/FreeDomain/main/documents/tutorial/index.md&quot;&gt;Read our tutorial&lt;/a&gt;&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h3&gt;🌟 Trusted by Thousands&lt;/h3&gt; 
&lt;p&gt;With over 500,000 domains already registered, DigitalPlat FreeDomain is a trusted choice for individuals and organizations alike. Join our growing community and claim your own free domain today!&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h3&gt;❔ FAQ&lt;/h3&gt; 
&lt;p&gt;Check &lt;a href=&quot;https://raw.githubusercontent.com/DigitalPlatDev/FreeDomain/main/documents/domains/faq.md&quot;&gt;FAQ Page&lt;/a&gt;&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h3&gt;🤝 Join Our Community!&lt;/h3&gt; 
&lt;p&gt;🆕 Join our official &lt;a href=&quot;https://discord.gg/ma4RZzMmVW&quot;&gt;DigitalPlat FreeDomain Discord server&lt;/a&gt; today! Be the first to know about the latest updates, get support, and connect with the community. Got questions? Facing challenges? Or just want to share what you&#39;re building? Come hang out with us 🚀&lt;/p&gt; 
&lt;p&gt;⚠️ &lt;strong&gt;Security Notice&lt;/strong&gt; Our previous Telegram account and group were compromised and are no longer under our control. Please &lt;strong&gt;do not trust any messages, links, or announcements&lt;/strong&gt; from Telegram, especially anything related to bonuses, earnings, or external sites. We are no longer using Telegram as an official communication channel.&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h3&gt;⏭️ What&#39;s next&lt;/h3&gt; 
&lt;p&gt;We might introduce more domain options and free hosting in the future to help as many people as possible!&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;We can’t wait to see what you build!&lt;/strong&gt;&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h3&gt;🚨 Abuse Reporting&lt;/h3&gt; 
&lt;p&gt;We take domain name abuse seriously and are committed to maintaining a safer and more open internet. Every report is carefully reviewed, and response times may vary from a few hours to several days, depending on the complexity of the case.&lt;/p&gt; 
&lt;p&gt;Email: &lt;a href=&quot;mailto:abusereport@digitalplat.org&quot;&gt;abusereport@digitalplat.org&lt;/a&gt;&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;🧠 Story&lt;/h2&gt; 
&lt;p&gt;This started as a small DNS experiment when I was 15, letting a few friends use subdomains.&lt;/p&gt; 
&lt;p&gt;Over time, it grew into something people actually rely on, and running it turned out to be much harder than building it.&lt;/p&gt; 
&lt;p&gt;I wrote a bit about how it evolved here:&lt;br /&gt; &lt;a href=&quot;https://dev.to/edwardhsing/i-bought-a-domain-at-15-now-it-powers-400000-users-7ol&quot;&gt;https://dev.to/edwardhsing/i-bought-a-domain-at-15-now-it-powers-400000-users-7ol&lt;/a&gt;&lt;/p&gt;</description>
      
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    </item>
    
    <item>
      <title>CoolDude2349/Offline-HTML-Games-Pack</title>
      <link>https://github.com/CoolDude2349/Offline-HTML-Games-Pack</link>
      <description>&lt;p&gt;300 offline HTML games, each on a single file&lt;/p&gt;&lt;hr&gt;&lt;h1&gt;A collection of offline HTML games.&lt;/h1&gt; 
&lt;p&gt;A repo filled with 300 offline games that can each run on a single file. This is a good option if you are having internet connectivity issues, or you&#39;re at some place with restricted internet.&lt;/p&gt; 
&lt;p&gt;&lt;ins&gt;&lt;strong&gt;Usage:&lt;/strong&gt;&lt;/ins&gt; Under the Code button, select Download ZIP. It may take a while to download. After, extract the zip by right clicking on it and selecting Extract All. Now you have the repo containing the games all in a folder. You can also clone the repository using git.&lt;/p&gt; 
&lt;p&gt;The downside of inlining everything is the file size. If you&#39;re running the files via an online code editor, it may be better to use the single-file html. You can either get the files from the web or import your own.&lt;/p&gt;</description>
      
      <media:content url="https://opengraph.githubassets.com/79382d91d8227c8de00eacca6e435942d6fd2871a0101c50cf55bc32fd74a053/CoolDude2349/Offline-HTML-Games-Pack" medium="image" />
      
    </item>
    
    <item>
      <title>tabler/tabler</title>
      <link>https://github.com/tabler/tabler</link>
      <description>&lt;p&gt;Tabler is free and open-source HTML Dashboard UI Kit built on Bootstrap&lt;/p&gt;&lt;hr&gt;&lt;p align=&quot;center&quot;&gt; &lt;a href=&quot;https://github.com/tabler/tabler&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/tabler/tabler/refs/heads/dev/shared/static/logo.svg?sanitize=true&quot; alt=&quot;A premium and open source dashboard template with a responsive and high-quality UI.&quot; width=&quot;300&quot; /&gt;&lt;/a&gt;&lt;br /&gt;&lt;br /&gt; A premium and open source dashboard template with a responsive and high-quality UI. &lt;/p&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;a href=&quot;https://www.npmjs.com/package/@tabler/core&quot; target=&quot;__blank&quot;&gt;&lt;img src=&quot;https://img.shields.io/npm/v/@tabler/core?color=1864ab&amp;amp;label=Latest+version&quot; alt=&quot;NPM version&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://www.npmjs.com/package/@tabler/core&quot; target=&quot;__blank&quot;&gt;&lt;img alt=&quot;NPM Downloads&quot; src=&quot;https://img.shields.io/npm/dm/@tabler/core?color=1971c2&amp;amp;label=Downloads&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://preview.tabler.io&quot; target=&quot;__blank&quot;&gt;&lt;img src=&quot;https://img.shields.io/static/v1?label=Demo&amp;amp;message=preview&amp;amp;color=228be6&quot; alt=&quot;Tabler preview&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://github.com/tabler/tabler/raw/master/LICENSE&quot;&gt;&lt;img src=&quot;https://img.shields.io/npm/l/tabler.svg?label=License&amp;amp;message=MIT&amp;amp;color=1c7ed6&quot; alt=&quot;License&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://github.com/tabler/tabler/archive/dev.zip&quot; target=&quot;__blank&quot;&gt;&lt;img src=&quot;https://img.shields.io/static/v1?label=Download&amp;amp;message=ZIP&amp;amp;color=339af0&quot; alt=&quot;Tabler preview&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://github.com/tabler/tabler/actions/workflows/test.yml&quot; target=&quot;__blank&quot;&gt;&lt;img alt=&quot;Test build&quot; src=&quot;https://github.com/tabler/tabler/actions/workflows/test.yml/badge.svg?sanitize=true&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://github.com/tabler/tabler&quot; target=&quot;__blank&quot;&gt;&lt;img alt=&quot;GitHub stars&quot; src=&quot;https://img.shields.io/github/stars/tabler/tabler?style=social&quot; /&gt;&lt;/a&gt; &lt;/p&gt; 
&lt;h2&gt;Sponsors&lt;/h2&gt; 
&lt;p&gt;&lt;strong&gt;If you want to support our project and help us grow it, you can &lt;a href=&quot;https://github.com/sponsors/codecalm&quot;&gt;become a sponsor on GitHub&lt;/a&gt; or just &lt;a href=&quot;https://paypal.me/codecalm&quot;&gt;donate on PayPal&lt;/a&gt; 😃&lt;/strong&gt;&lt;/p&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;a href=&quot;https://github.com/sponsors/codecalm&quot;&gt; &lt;img src=&quot;https://cdn.jsdelivr.net/gh/tabler/sponsors@latest/sponsors.svg?sanitize=true&quot; alt=&quot;Tabler sponsors&quot; /&gt; &lt;/a&gt; &lt;/p&gt; 
&lt;h2&gt;Testing&lt;/h2&gt; 
&lt;p align=&quot;center&quot;&gt;Browser testing via:&lt;/p&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;a href=&quot;https://www.testmuai.com/?utm_medium=sponsor&amp;amp;utm_source=tabler&quot; target=&quot;_blank&quot;&gt; 
  &lt;picture&gt; 
   &lt;source media=&quot;(prefers-color-scheme: dark)&quot; srcset=&quot;https://github.com/user-attachments/assets/f0967860-31ad-4078-850b-40b0abc95582&quot; /&gt; 
   &lt;source media=&quot;(prefers-color-scheme: light)&quot; srcset=&quot;https://github.com/user-attachments/assets/55ac290a-6729-44aa-bbc3-4c5e909facbf&quot; /&gt; 
   &lt;img src=&quot;https://github.com/user-attachments/assets/86bcbe29-eb8d-4273-a381-5ce17d4ca92d&quot; alt=&quot;TestMu AI&quot; width=&quot;296&quot; /&gt; 
  &lt;/picture&gt; &lt;/a&gt; &lt;/p&gt; 
&lt;h2&gt;🔎 Preview&lt;/h2&gt; 
&lt;p&gt;Tabler is fully responsive and compatible with all modern browsers. Thanks to its modern and user-friendly design you can create a fully functional interface that users will love! Choose the layouts and components you need and customize them to make your design consistent and eye-catching. Every component has been created with attention to detail to make your interface beautiful! &lt;a href=&quot;https://preview.tabler.io&quot;&gt;Show me a demo&lt;/a&gt;&lt;/p&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;a href=&quot;https://preview.tabler.io&quot; target=&quot;_blank&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/tabler/tabler/dev/shared/static/tabler-preview.png&quot; alt=&quot;Tabler Preview&quot; /&gt; &lt;/a&gt; &lt;/p&gt; 
&lt;h2&gt;🚀 Features&lt;/h2&gt; 
&lt;p&gt;We&#39;ve created this admin panel for everyone who wants to create templates based on our pre-made components. Our mission is to deliver a user-friendly, clear and easy administration panel that can be used by both simple websites and sophisticated systems. The only requirement is basic HTML and CSS (and some &lt;a href=&quot;https://github.com/Shopify/liquid/wiki&quot;&gt;Liquid&lt;/a&gt;) knowledge — as a reward, you&#39;ll be able to manage and visualize different types of data in the easiest possible way!&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;Responsive:&lt;/strong&gt; With the support for mobile, tablet and desktop displays, it doesn’t matter what device you’re using. Tabler is responsive in all major browsers.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Cross Browser:&lt;/strong&gt; Our theme works perfectly with the latest Chrome, Firefox+, Safari, Opera, Edge and mobile browsers. We work hard to provide continuous support for them.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;HTML5 &amp;amp; CSS3:&lt;/strong&gt; We use only modern web technologies, such as HTML5 and CSS3. Our theme includes some subtle CSS3 animations, which will help you attract attention.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Clean Code:&lt;/strong&gt; We followed Bootstrap’s guidelines carefully to make your integration as easy as possible. All code is handwritten and W3C valid.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Demo pages&lt;/strong&gt;: Tabler features over 20 individual pages using various components, which gives you the freedom to choose and combine. All components can vary in color and styling that you can easily modify using Sass. Sky is the limit!&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;📖 Documentation&lt;/h2&gt; 
&lt;p&gt;The documentation is available at &lt;a href=&quot;https://docs.tabler.io/&quot;&gt;https://docs.tabler.io/&lt;/a&gt;&lt;/p&gt; 
&lt;h2&gt;🪴 Project Activity&lt;/h2&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;img src=&quot;https://repobeats.axiom.co/api/embed/61d1db34446967b0848af68198a392067e0f5870.svg?sanitize=true&quot; alt=&quot;Repobeats analytics image&quot; /&gt; &lt;/p&gt; 
&lt;h2&gt;Installation&lt;/h2&gt; 
&lt;h3&gt;Package Managers&lt;/h3&gt; 
&lt;p&gt;Tabler is distributed via npm. You can install it with this or your preferred JavaScript package manager:&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-sh&quot;&gt;npm install --save @tabler/core
&lt;/code&gt;&lt;/pre&gt; 
&lt;h3&gt;CDN support&lt;/h3&gt; 
&lt;p&gt;All files included in &lt;code&gt;@tabler/core&lt;/code&gt; npm package are also available over a CDN.&lt;/p&gt; 
&lt;h4&gt;Javascript&lt;/h4&gt; 
&lt;pre&gt;&lt;code class=&quot;language-html&quot;&gt;&amp;lt;script src=&quot;https://cdn.jsdelivr.net/npm/@tabler/core@latest/dist/js/tabler.min.js&quot;&amp;gt;&amp;lt;/script&amp;gt;
&lt;/code&gt;&lt;/pre&gt; 
&lt;h4&gt;Styles&lt;/h4&gt; 
&lt;pre&gt;&lt;code class=&quot;language-html&quot;&gt;&amp;lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@tabler/core@latest/dist/css/tabler.min.css&quot;&amp;gt;
&lt;/code&gt;&lt;/pre&gt; 
&lt;h2&gt;Building locally&lt;/h2&gt; 
&lt;p&gt;To build a copy of Tabler locally, you have two options. You can either set up your device directly with the development tools required to build Tabler, or if you would prefer not to install all the development dependencies directly onto your device, you can use a Dockerfile that Tabler provides to build a docker image. Instructions follow below.&lt;/p&gt; 
&lt;h3&gt;First steps: Downloading the Tabler source files&lt;/h3&gt; 
&lt;p&gt;With either method, the first thing you&#39;ll want to do is download a copy of the Tabler source files to your device.&lt;/p&gt; 
&lt;h4&gt;From the Tabler GitHub releases page&lt;/h4&gt; 
&lt;p&gt;If you don&#39;t want to edit the source code once you&#39;ve downloaded it, and aren&#39;t interested in merging future project updates into your copy, you can just download the source files straight from the &lt;a href=&quot;https://github.com/tabler/tabler/releases&quot;&gt;Tabler releases on GitHub&lt;/a&gt; and extract the contents to a directory called &lt;code&gt;tabler&lt;/code&gt;.&lt;/p&gt; 
&lt;h4&gt;Cloning with Git&lt;/h4&gt; 
&lt;p&gt;If you &lt;strong&gt;do&lt;/strong&gt; wish to edit the source code after downloading it, for example to contribute changes back to the Tabler project, you&#39;ll want to do this by cloning it with Git:&lt;/p&gt; 
&lt;ol&gt; 
 &lt;li&gt;If you don&#39;t have Git installed on your device, download and install it. You can find instructions at &lt;a href=&quot;https://git-scm.com/downloads&quot;&gt;https://git-scm.com/downloads&lt;/a&gt;.&lt;/li&gt; 
 &lt;li&gt;(Optional) &lt;strong&gt;Windows users:&lt;/strong&gt; you could optionally install Git in the &lt;code&gt;C:\Program Files\git\bin&lt;/code&gt; directory and run &lt;code&gt;npm config set script-shell &quot;C:\\Program Files\\git\\bin\\bash.exe&quot;&lt;/code&gt; to change the default shell.&lt;/li&gt; 
 &lt;li&gt;Clone the Tabler project into a folder on your device. Instructions can be found at &lt;a href=&quot;https://docs.github.com/en/repositories/creating-and-managing-repositories/cloning-a-repository&quot;&gt;cloning a repository&lt;/a&gt;.&lt;/li&gt; 
&lt;/ol&gt; 
&lt;h3&gt;Installing and running development tools directly&lt;/h3&gt; 
&lt;ol&gt; 
 &lt;li&gt;&lt;a href=&quot;https://nodejs.org/download/&quot;&gt;Install Node.js&lt;/a&gt;, which we use to manage our dependencies.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://pnpm.io/installation&quot;&gt;Install pnpm&lt;/a&gt; (We recommend either by &lt;a href=&quot;https://pnpm.io/installation#using-corepack&quot;&gt;Using Corepack&lt;/a&gt; or by &lt;a href=&quot;https://pnpm.io/installation#using-npm&quot;&gt;Using npm&lt;/a&gt;)&lt;/li&gt; 
 &lt;li&gt;From the root &lt;code&gt;/tabler&lt;/code&gt; directory where you downloaded the Tabler source files, run installation on the command line:&lt;/li&gt; 
&lt;/ol&gt; 
&lt;pre&gt;&lt;code class=&quot;language-sh&quot;&gt;pnpm install
&lt;/code&gt;&lt;/pre&gt; 
&lt;ol start=&quot;4&quot;&gt; 
 &lt;li&gt;Then execute the following to start up the application stack:&lt;/li&gt; 
&lt;/ol&gt; 
&lt;pre&gt;&lt;code class=&quot;language-sh&quot;&gt;pnpm run start
&lt;/code&gt;&lt;/pre&gt; 
&lt;ol start=&quot;5&quot;&gt; 
 &lt;li&gt;Open &lt;a href=&quot;http://localhost:3000&quot;&gt;http://localhost:3000&lt;/a&gt; to view the preview website in your browser, or &lt;a href=&quot;http://localhost:3010&quot;&gt;http://localhost:3010&lt;/a&gt; to view the documentation website - and voilà. Changes to most of the source files of Tabler core, preview and docs will rebuild the application and refresh the page.&lt;/li&gt; 
&lt;/ol&gt; 
&lt;p&gt;&lt;strong&gt;Note&lt;/strong&gt;: If you wish to perform a one-off build without auto-refresh on any changes, you can run:&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-sh&quot;&gt;pnpm run build
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;You can open &lt;a href=&quot;http://localhost:3001&quot;&gt;http://localhost:3001&lt;/a&gt; to configure the Web server.&lt;/p&gt; 
&lt;h3&gt;Installing and running development tools with Docker&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;Plain Docker&lt;/strong&gt;&lt;/p&gt; 
&lt;p&gt;Here is an example of how to use this image:&lt;/p&gt; 
&lt;ol&gt; 
 &lt;li&gt;From the root &lt;code&gt;/tabler&lt;/code&gt; directory where you downloaded the Tabler source files, build the tabler image:&lt;/li&gt; 
&lt;/ol&gt; 
&lt;pre&gt;&lt;code class=&quot;language-sh&quot;&gt;docker build -t tabler .
&lt;/code&gt;&lt;/pre&gt; 
&lt;ol start=&quot;2&quot;&gt; 
 &lt;li&gt;Run the tabler image. The following command mounts the &lt;code&gt;src&lt;/code&gt; directory into the container, exposes port 3000 to browse the website locally, and exposes port 3001 to automatically sync changes:&lt;/li&gt; 
&lt;/ol&gt; 
&lt;pre&gt;&lt;code class=&quot;language-sh&quot;&gt;docker run -p 3000:3000 -p 3001:3001 -v $(pwd)/src:/app/src tabler
&lt;/code&gt;&lt;/pre&gt; 
&lt;ol start=&quot;3&quot;&gt; 
 &lt;li&gt;Open your browser to &lt;a href=&quot;http://localhost:3000&quot;&gt;http://localhost:3000&lt;/a&gt;. Edit anything in the &lt;code&gt;src/&lt;/code&gt; folder and watch your browser refresh the page after it has been rebuilt.&lt;/li&gt; 
&lt;/ol&gt; 
&lt;p&gt;&lt;strong&gt;Docker Compose&lt;/strong&gt;&lt;/p&gt; 
&lt;p&gt;You can also use the docker compose config from this repo. From the root &lt;code&gt;/tabler&lt;/code&gt; directory where you downloaded the Tabler source files, use &lt;code&gt;docker compose build &amp;amp;&amp;amp; docker compose up&lt;/code&gt; or &lt;code&gt;docker compose up --build&lt;/code&gt; to build and start the container. Edit anything in the &lt;code&gt;src/&lt;/code&gt; folder the same way as with plain docker and access the same URLs and ports in your browser.&lt;/p&gt; 
&lt;h2&gt;Bugs and feature requests&lt;/h2&gt; 
&lt;p&gt;Found a bug or have a feature request? &lt;a href=&quot;https://github.com/tabler/tabler/issues/new&quot;&gt;Please open a new issue&lt;/a&gt;.&lt;/p&gt; 
&lt;h2&gt;🤓 Creators&lt;/h2&gt; 
&lt;p&gt;&lt;strong&gt;Paweł Kuna&lt;/strong&gt;&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://x.com/codecalm&quot;&gt;https://x.com/codecalm&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/codecalm&quot;&gt;https://github.com/codecalm&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://codecalm.net&quot;&gt;https://codecalm.net&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;Bartłomiej Gawęda&lt;/strong&gt;&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://x.com/B_Gaweda&quot;&gt;https://x.com/B_Gaweda&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/BG-Software-BG&quot;&gt;https://github.com/BG-Software-BG&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;👨‍🚀 Contributors&lt;/h2&gt; 
&lt;p&gt;This project exists thanks to all the people who contribute.&lt;/p&gt; 
&lt;img src=&quot;https://opencollective.com/tabler/contributors.svg?width=890&amp;amp;button=false&quot; /&gt; 
&lt;h2&gt;Social media&lt;/h2&gt; 
&lt;p&gt;Stay up to date by joining our community on &lt;a href=&quot;https://x.com/tabler_io&quot;&gt;X&lt;/a&gt; and &lt;a href=&quot;https://www.facebook.com/tabler.io&quot;&gt;Facebook&lt;/a&gt;&lt;/p&gt; 
&lt;h2&gt;License&lt;/h2&gt; 
&lt;p&gt;See the &lt;a href=&quot;https://github.com/tabler/tabler/raw/master/LICENSE&quot;&gt;LICENSE&lt;/a&gt; file.&lt;/p&gt;</description>
      
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    <item>
      <title>microsoft/dotnet</title>
      <link>https://github.com/microsoft/dotnet</link>
      <description>&lt;p&gt;This repo is the official home of .NET on GitHub. It&#39;s a great starting point to find many .NET OSS projects from Microsoft and the community, including many that are part of the .NET Foundation.&lt;/p&gt;&lt;hr&gt;&lt;h1&gt;.NET Home&lt;/h1&gt; 
&lt;p&gt;This repository is a starting point to learn about and engage in &lt;a href=&quot;https://dot.net&quot;&gt;.NET&lt;/a&gt; and .NET open source projects.&lt;/p&gt; 
&lt;p&gt;This repository is not an official .NET or .NET Framework support location, however, we will respond to issues filed here as best we can. Please file .NET product issues at main project repos below.&lt;/p&gt; 
&lt;h2&gt;In this repository&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/microsoft/dotnet/main/releases/README.md&quot;&gt;.NET Framework Release Notes&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/microsoft/dotnet/main/Documentation/README.md&quot;&gt;.NET Framework Documentation&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/microsoft/dotnet/main/dotnet-developer-projects.md&quot;&gt;.NET Open Source Developer Projects&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/microsoft/dotnet/main/dotnet-consumer-projects.md&quot;&gt;.NET Open Source Consumer Projects&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/microsoft/dotnet/main/dotnet-free-oss-services.md&quot;&gt;Free Services &amp;amp; Tools for Open Source .NET Projects&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;Please contribute to this repository via &lt;a href=&quot;https://github.com/Microsoft/dotnet/pulls&quot;&gt;pull requests&lt;/a&gt;&lt;/p&gt; 
&lt;h2&gt;Finding .NET Open Source Projects&lt;/h2&gt; 
&lt;p&gt;Here are some excellent community-maintained lists of projects &amp;amp; libraries:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/quozd/awesome-dotnet&quot;&gt;Awesome .NET&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/jsuarezruiz/awesome-dotnet-maui&quot;&gt;Awesome .NET MAUI&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/AdrienTorris/awesome-blazor&quot;&gt;Awesome Blazor&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;There are many projects that you can use and contribute to, some of which are listed below. Please do contribute to these projects!&lt;/p&gt; 
&lt;h3&gt;.NET&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dotnet/core&quot;&gt;.NET (dotnet/core)&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dotnet/aspire&quot;&gt;.NET Aspire (dotnet/aspire)&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dotnet/maui&quot;&gt;.NET MAUI (dotnet/maui)&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/microsoft/testfx&quot;&gt;.NET testing, includes Microsoft.Testing.Platform and MSTest (microsoft/testfx)&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dotnet/aspnetcore&quot;&gt;ASP.NET Core (dotnet/aspnetcore)&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dotnet/csharplang&quot;&gt;C# (dotnet/csharplang)&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dotnet/efcore&quot;&gt;Entity Framework Core (dotnet/efcore)&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dotnet/fsharp&quot;&gt;F# (dotnet/fsharp)&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dotnet/machinelearning&quot;&gt;ML.NET (dotnet/machinelearning)&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dotnet/roslyn&quot;&gt;Roslyn Compiler Platform (dotnet/roslyn)&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dotnet/winforms&quot;&gt;Windows Forms (dotnet/winforms)&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dotnet/wpf&quot;&gt;WPF (dotnet/wpf)&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;.NET Docs&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dotnet/docs&quot;&gt;.NET docs (dotnet/docs)&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dotnet/docs-aspire&quot;&gt;.NET Aspire docs (dotnet/docs-aspire)&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dotnet/docs-maui&quot;&gt;.NET MAUI docs (dotnet/docs-maui)&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dotnet/AspNetCore.Docs&quot;&gt;ASP.NET Core docs (dotnet/AspNetCore.Docs)&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dotnet/EntityFramework.Docs&quot;&gt;Entity Framework docs (dotnet/EntityFramework.Docs)&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;.NET Framework&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dotnet/docs&quot;&gt;.NET Framework docs (dotnet/docs)&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/microsoft/referencesource&quot;&gt;.NET Framework source code - read-only subset (microsoft/referencesource)&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Xamarin&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/xamarin/xamarin-macios&quot;&gt;Xamarin iOS + macOS (xamarin/xamarin-macios)&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/xamarin/xamarin-android&quot;&gt;Xamarin Android (xamarin/xamarin-android)&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/xamarin/Xamarin.Forms&quot;&gt;Xamarin.Forms (xamarin/Xamarin.Forms)&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/mono/&quot;&gt;Mono Project&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Community&lt;/h3&gt; 
&lt;p&gt;Here is a short list of projects to check out:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dotnet/spark&quot;&gt;.NET for Apache Spark&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dotnet/orleans&quot;&gt;Orleans&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/exceptionless/Exceptionless&quot;&gt;Exceptionless&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Glimpse/Glimpse&quot;&gt;Glimpse&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/JamesNK/Newtonsoft.Json&quot;&gt;JSON.NET&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/MonoGame/MonoGame&quot;&gt;MonoGame&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/MvvmCross/MvvmCross&quot;&gt;MVVM Cross&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/reactiveui/ReactiveUI&quot;&gt;ReactiveUI&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;There are additional templates available for &lt;code&gt;dotnet new&lt;/code&gt;. For more information, see &lt;a href=&quot;https://github.com/dotnet/templating/wiki/Available-templates-for-dotnet-new&quot;&gt;Available templates for dotnet new&lt;/a&gt;&lt;/p&gt; 
&lt;h2&gt;.NET Foundation&lt;/h2&gt; 
&lt;p&gt;Many .NET open source projects are part of the &lt;a href=&quot;https://www.dotnetfoundation.org/projects&quot;&gt;.NET Foundation&lt;/a&gt;. Microsoft has contributed many projects, including &lt;a href=&quot;http://ASP.NET&quot;&gt;ASP.NET&lt;/a&gt; Core and .NET Core. You may want to consider &lt;a href=&quot;https://dotnetfoundation.org/community/&quot;&gt;joining the .NET Foundation&lt;/a&gt;.&lt;/p&gt; 
&lt;p&gt;Check out the &lt;a href=&quot;https://dotnetfoundation.org/socialize/discord&quot;&gt;.NET Foundation Discord Server&lt;/a&gt; to see what others are talking about, or start a new discussion to ask a question or make a point.&lt;/p&gt; 
&lt;h2&gt;License&lt;/h2&gt; 
&lt;p&gt;This repository is licensed with the &lt;a href=&quot;https://raw.githubusercontent.com/microsoft/dotnet/main/LICENSE&quot;&gt;MIT&lt;/a&gt; license.&lt;/p&gt;</description>
      
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      <title>gustavoguanabara/html-css</title>
      <link>https://github.com/gustavoguanabara/html-css</link>
      <description>&lt;p&gt;Curso de HTML5 e CSS3&lt;/p&gt;&lt;hr&gt;&lt;img src=&quot;https://raw.githubusercontent.com/gustavoguanabara/html-css/master/imagens/mascote.png&quot; align=&quot;right&quot; width=&quot;300&quot; /&gt; 
&lt;h1&gt;Curso de HTML5 e CSS3&lt;/h1&gt; 
&lt;p&gt;Material público para o ensino básico de HTML5 e CSS3 para alunos iniciantes. Acesse o material em PDF, analise o código disponibilizado para cada exercício e veja-os funcionando em execução direta via repositório GitHub.&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/gustavoguanabara/html-css/tree/master/aulas-pdf&quot;&gt;Acesse os PDFs das aulas clicando aqui&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/gustavoguanabara/html-css/tree/master/exercicios&quot;&gt;Código disponível para os exercícios&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://gustavoguanabara.github.io/html-css/exercicios/&quot;&gt;Execute os exercícios aqui&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/gustavoguanabara/html-css/tree/master/desafios&quot;&gt;Resolva os desafios de HTML aqui&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Direitos de uso&lt;/h2&gt; 
&lt;p&gt;Você tem todo o direito de usar esse material para seu próprio aprendizado. Professores também podem ter acesso a todo o conteúdo e usá-los com seus alunos. Porém todos o que usarem esse material - seja para qual for a finalidade - deverão manter a referência ao material original, criado e disponibilizado pelo Prof. Gustavo Guanabara. Este conteúdo não poderá ser utilizado em nenhuma hipótese para ser replicada - integral ou parcialmente - por autores/ editoras/ instituições de ensino para criar livros ou apostilas, com finalidades de obter ganho financeiro com ele.&lt;/p&gt;</description>
      
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