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    <title>GitHub HTML Monthly Trending Repositories</title>
    <description>Monthly Trending Repositories of HTML on GitHub</description>
    
    <pubDate>Sun, 11 Oct 2026 06:44:57 GMT</pubDate>
    <link>https://mshibanami.github.io/GitHubTrendingRSS</link>
    
    <item>
      <title>f/prompts.chat</title>
      <link>https://github.com/f/prompts.chat</link>
      <description>&lt;p&gt;f.k.a. Awesome ChatGPT Prompts. Share, discover, and collect prompts from the community. Free and open source — self-host for your organization with complete privacy.&lt;/p&gt;&lt;p&gt;&lt;img src=&quot;https://mshibanami.github.io/GitHubTrendingRSS/assets/icons/link.png&quot; width=&quot;20&quot; height=&quot;20&quot; alt=&quot;link&quot; style=&quot;margin: 0 8px 0 0; padding: 0; display: inline-block; vertical-align: middle;&quot; /&gt;&lt;a href=&quot;https://prompts.chat&quot;&gt;https://prompts.chat&lt;/a&gt;&lt;/p&gt;&lt;hr&gt;&lt;h1 align=&quot;center&quot;&gt; &lt;a href=&quot;https://prompts.chat&quot;&gt; 
  &lt;picture&gt; 
   &lt;source media=&quot;(prefers-color-scheme: dark)&quot; srcset=&quot;https://prompts.chat/logo-dark.svg&quot; /&gt; 
   &lt;source media=&quot;(prefers-color-scheme: light)&quot; srcset=&quot;https://prompts.chat/logo.svg&quot; /&gt; 
   &lt;img height=&quot;60&quot; alt=&quot;prompts.chat&quot; src=&quot;https://prompts.chat/logo.svg?sanitize=true&quot; /&gt; 
  &lt;/picture&gt; &lt;br /&gt; prompts.chat &lt;/a&gt; &lt;/h1&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;strong&gt;The world&#39;s largest open-source prompt library for AI&lt;/strong&gt;&lt;br /&gt; &lt;sub&gt;Works with ChatGPT, Claude, Gemini, Llama, Mistral, and more&lt;/sub&gt; &lt;/p&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;sub&gt;formerly known as Awesome ChatGPT Prompts&lt;/sub&gt; &lt;/p&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;a href=&quot;https://prompts.chat&quot;&gt;&lt;img src=&quot;https://img.shields.io/badge/Website-prompts.chat-blue?style=flat-square&quot; alt=&quot;Website&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://github.com/sindresorhus/awesome&quot;&gt;&lt;img src=&quot;https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg?sanitize=true&quot; alt=&quot;Awesome&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://huggingface.co/datasets/fka/prompts.chat&quot;&gt;&lt;img src=&quot;https://img.shields.io/badge/%F0%9F%A4%97-Hugging_Face-yellow?style=flat-square&quot; alt=&quot;Hugging Face&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://deepwiki.com/f/prompts.chat&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 align=&quot;center&quot;&gt; &lt;a href=&quot;https://prompts.chat/prompts&quot;&gt;🌐 Browse Prompts&lt;/a&gt; • &lt;a href=&quot;https://fka.gumroad.com/l/art-of-chatgpt-prompting&quot;&gt;📖 Read the Book&lt;/a&gt; • &lt;a href=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/PROMPTS.md&quot;&gt;📄 View on GitHub&lt;/a&gt; • &lt;a href=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/#-self-hosting&quot;&gt;🚀 Self-Host&lt;/a&gt; &lt;/p&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;sub&gt; 🏆 Featured in &lt;a href=&quot;https://www.forbes.com/sites/tjmccue/2023/01/19/chatgpt-success-completely-depends-on-your-prompt/&quot;&gt;Forbes&lt;/a&gt; · 🎓 Referenced by &lt;a href=&quot;https://www.huit.harvard.edu/news/ai-prompts&quot;&gt;Harvard&lt;/a&gt;, &lt;a href=&quot;https://etc.cuit.columbia.edu/news/columbia-prompt-library-effective-academic-ai-use&quot;&gt;Columbia&lt;/a&gt; · 📄 &lt;a href=&quot;https://scholar.google.com/citations?user=AZ0Dg8YAAAAJ&amp;amp;hl=en&quot;&gt;40+ academic citations&lt;/a&gt; · ❤️ &lt;a href=&quot;https://huggingface.co/datasets/fka/prompts.chat&quot;&gt;Most liked dataset&lt;/a&gt; on Hugging Face&lt;br /&gt; ⭐ 143k+ GitHub stars · 🏅 &lt;a href=&quot;https://spotlights-feed.github.com/spotlights/prompts-chat/index/&quot;&gt;GitHub Staff Pick&lt;/a&gt; · 🚀 First prompt library (Dec 2022) &lt;/sub&gt; &lt;/p&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;sub&gt;&lt;strong&gt;Loved by AI pioneers:&lt;/strong&gt;&lt;/sub&gt;&lt;br /&gt; &lt;sub&gt; &lt;a href=&quot;https://x.com/gdb/status/1602072566671110144&quot;&gt;&lt;strong&gt;Greg Brockman&lt;/strong&gt;&lt;/a&gt; (OpenAI Co-Founder) · &lt;a href=&quot;https://x.com/woj_zaremba/status/1601362952841760769&quot;&gt;&lt;strong&gt;Wojciech Zaremba&lt;/strong&gt;&lt;/a&gt; (OpenAI Co-Founder) · &lt;a href=&quot;https://x.com/clementdelangue/status/1830976369389642059&quot;&gt;&lt;strong&gt;Clement Delangue&lt;/strong&gt;&lt;/a&gt; (Hugging Face CEO) · &lt;a href=&quot;https://x.com/ashtom/status/1887250944427237816&quot;&gt;&lt;strong&gt;Thomas Dohmke&lt;/strong&gt;&lt;/a&gt; (Former GitHub CEO) &lt;/sub&gt; &lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;What is this?&lt;/h2&gt; 
&lt;p&gt;A curated collection of &lt;strong&gt;prompts&lt;/strong&gt; for AI chat models. Originally created for ChatGPT, these prompts work great with any modern AI assistant.&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Browse Prompts&lt;/th&gt; 
   &lt;th&gt;Data Formats&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://prompts.chat/prompts&quot;&gt;prompts.chat&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/prompts.csv&quot;&gt;prompts.csv&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/PROMPTS.md&quot;&gt;PROMPTS.md&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://huggingface.co/datasets/fka/prompts.chat&quot;&gt;Hugging Face Dataset&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;&lt;strong&gt;Want to contribute?&lt;/strong&gt; Add prompts at &lt;a href=&quot;https://prompts.chat/prompts/new&quot;&gt;prompts.chat/prompts/new&lt;/a&gt; — they sync here automatically.&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;📖 The Interactive Book of Prompting&lt;/h2&gt; 
&lt;p&gt;Learn prompt engineering with our &lt;strong&gt;free, interactive guide&lt;/strong&gt; — 28+ chapters covering everything from basics to advanced techniques like chain-of-thought reasoning, few-shot learning, and AI agents.&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;&lt;a href=&quot;https://fka.gumroad.com/l/art-of-chatgpt-prompting&quot;&gt;Start Reading →&lt;/a&gt;&lt;/strong&gt; (Source: &lt;a href=&quot;https://github.com/f/prompts.chat/tree/main/src/content/book&quot;&gt;https://github.com/f/prompts.chat/tree/main/src/content/book&lt;/a&gt;)&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;🎮 Prompting for Kids&lt;/h2&gt; 
&lt;p&gt; &lt;a href=&quot;https://prompts.chat/kids&quot;&gt; 
  &lt;picture&gt; 
   &lt;source media=&quot;(prefers-color-scheme: dark)&quot; srcset=&quot;https://prompts.chat/promi-dark.svg&quot; /&gt; 
   &lt;source media=&quot;(prefers-color-scheme: light)&quot; srcset=&quot;https://prompts.chat/promi.svg&quot; /&gt; 
   &lt;img height=&quot;60&quot; alt=&quot;Promi&quot; src=&quot;https://prompts.chat/promi.svg?sanitize=true&quot; align=&quot;left&quot; /&gt; 
  &lt;/picture&gt; &lt;/a&gt; &lt;/p&gt; 
&lt;p&gt;An interactive, game-based adventure to teach children (ages 8-14) how to communicate with AI through fun puzzles and stories.&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;&lt;a href=&quot;https://prompts.chat/kids&quot;&gt;Start Playing →&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt; 
&lt;br clear=&quot;left&quot; /&gt; 
&lt;hr /&gt; 
&lt;h2&gt;🚀 Self-Hosting&lt;/h2&gt; 
&lt;p&gt;Deploy your own private prompt library with custom branding, themes, and authentication.&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;Quick Start:&lt;/strong&gt;&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;npx prompts.chat new my-prompt-library
cd my-prompt-library
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;&lt;strong&gt;Manual Setup:&lt;/strong&gt;&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;git clone https://github.com/f/prompts.chat.git
cd prompts.chat
npm install &amp;amp;&amp;amp; npm run setup
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;The setup wizard configures branding, theme, authentication (GitHub/Google/Azure AD), and features.&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;Recommended database:&lt;/strong&gt; prompts.chat uses PostgreSQL. For a hosted database, we recommend &lt;a href=&quot;https://get.neon.com/VqfnMo4&quot;&gt;Neon&lt;/a&gt;.&lt;/p&gt; 
&lt;div&gt; 
 &lt;p&gt;Sponsored by&lt;/p&gt; 
 &lt;a href=&quot;https://get.neon.com/VqfnMo4&quot;&gt; 
  &lt;picture&gt; 
   &lt;source media=&quot;(prefers-color-scheme: dark)&quot; srcset=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/public/sponsors/neon-dark.svg&quot; /&gt; 
   &lt;source media=&quot;(prefers-color-scheme: light)&quot; srcset=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/public/sponsors/neon.svg&quot; /&gt; 
   &lt;img width=&quot;250px&quot; alt=&quot;Neon Logo fallback&quot; src=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/public/sponsors/neon-dark.svg?sanitize=true&quot; /&gt; 
  &lt;/picture&gt; &lt;/a&gt; 
&lt;/div&gt; 
&lt;p&gt;📖 &lt;strong&gt;&lt;a href=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/SELF-HOSTING.md&quot;&gt;Full Self-Hosting Guide&lt;/a&gt;&lt;/strong&gt; • 🐳 &lt;strong&gt;&lt;a href=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/DOCKER.md&quot;&gt;Docker Guide&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;🔌 Integrations&lt;/h2&gt; 
&lt;h3&gt;CLI&lt;/h3&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;npx prompts.chat
&lt;/code&gt;&lt;/pre&gt; 
&lt;h3&gt;Claude Code Plugin&lt;/h3&gt; 
&lt;pre&gt;&lt;code&gt;/plugin marketplace add f/prompts.chat
/plugin install prompts.chat@prompts.chat
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;📖 &lt;a href=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/CLAUDE-PLUGIN.md&quot;&gt;Plugin Documentation&lt;/a&gt;&lt;/p&gt; 
&lt;h3&gt;MCP Server&lt;/h3&gt; 
&lt;p&gt;Use prompts.chat as an MCP server in your AI tools.&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;Remote (recommended):&lt;/strong&gt;&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-json&quot;&gt;{
  &quot;mcpServers&quot;: {
    &quot;prompts.chat&quot;: {
      &quot;url&quot;: &quot;https://prompts.chat/api/mcp&quot;
    }
  }
}
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;&lt;strong&gt;Local:&lt;/strong&gt;&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-json&quot;&gt;{
  &quot;mcpServers&quot;: {
    &quot;prompts.chat&quot;: {
      &quot;command&quot;: &quot;npx&quot;,
      &quot;args&quot;: [&quot;-y&quot;, &quot;prompts.chat&quot;, &quot;mcp&quot;]
    }
  }
}
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;📖 &lt;a href=&quot;https://prompts.chat/docs/api&quot;&gt;MCP Documentation&lt;/a&gt;&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;💖 Sponsors&lt;/h2&gt; 
&lt;p align=&quot;center&quot;&gt; 
 &lt;!-- Neon (py-1) --&gt; &lt;a href=&quot;https://get.neon.com/VqfnMo4&quot;&gt; 
  &lt;picture&gt; 
   &lt;source media=&quot;(prefers-color-scheme: dark)&quot; srcset=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/public/sponsors/neon-dark.svg&quot; /&gt; 
   &lt;source media=&quot;(prefers-color-scheme: light)&quot; srcset=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/public/sponsors/neon.svg&quot; /&gt; 
   &lt;img height=&quot;30&quot; alt=&quot;Neon&quot; src=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/public/sponsors/neon.svg?sanitize=true&quot; /&gt; 
  &lt;/picture&gt; &lt;/a&gt;&amp;nbsp;&amp;nbsp; 
 &lt;!-- Clemta --&gt; &lt;a href=&quot;https://clemta.com/?utm_source=prompts.chat&quot;&gt; 
  &lt;picture&gt; 
   &lt;source media=&quot;(prefers-color-scheme: dark)&quot; srcset=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/public/sponsors/clemta-dark.webp&quot; /&gt; 
   &lt;source media=&quot;(prefers-color-scheme: light)&quot; srcset=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/public/sponsors/clemta.webp&quot; /&gt; 
   &lt;img height=&quot;35&quot; alt=&quot;Clemta&quot; src=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/public/sponsors/clemta.webp&quot; /&gt; 
  &lt;/picture&gt; &lt;/a&gt;&amp;nbsp;&amp;nbsp; 
 &lt;!-- Wiro (py-1) --&gt; &lt;a href=&quot;https://wiro.ai/?utm_source=prompts.chat&quot;&gt; &lt;img height=&quot;30&quot; alt=&quot;Wiro&quot; src=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/public/sponsors/wiro.png&quot; /&gt; &lt;/a&gt;&amp;nbsp;&amp;nbsp; 
 &lt;!-- Cognition --&gt; &lt;a href=&quot;https://wind.surf/prompts-chat&quot;&gt; 
  &lt;picture&gt; 
   &lt;source media=&quot;(prefers-color-scheme: dark)&quot; srcset=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/public/sponsors/cognition-dark.svg&quot; /&gt; 
   &lt;source media=&quot;(prefers-color-scheme: light)&quot; srcset=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/public/sponsors/cognition.svg&quot; /&gt; 
   &lt;img height=&quot;35&quot; alt=&quot;Cognition&quot; src=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/public/sponsors/cognition.svg?sanitize=true&quot; /&gt; 
  &lt;/picture&gt; &lt;/a&gt;&amp;nbsp;&amp;nbsp; 
 &lt;!-- CodeRabbit (py-1) --&gt; &lt;a href=&quot;https://coderabbit.link/fatih&quot;&gt; 
  &lt;picture&gt; 
   &lt;source media=&quot;(prefers-color-scheme: dark)&quot; srcset=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/public/sponsors/coderabbit-dark.svg&quot; /&gt; 
   &lt;source media=&quot;(prefers-color-scheme: light)&quot; srcset=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/public/sponsors/coderabbit.svg&quot; /&gt; 
   &lt;img height=&quot;30&quot; alt=&quot;CodeRabbit&quot; src=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/public/sponsors/coderabbit.svg?sanitize=true&quot; /&gt; 
  &lt;/picture&gt; &lt;/a&gt;&amp;nbsp;&amp;nbsp; 
 &lt;!-- Sentry (py-1) --&gt; &lt;a href=&quot;https://sentry.io/?utm_source=prompts.chat&quot;&gt; 
  &lt;picture&gt; 
   &lt;source media=&quot;(prefers-color-scheme: dark)&quot; srcset=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/public/sponsors/sentry-dark.svg&quot; /&gt; 
   &lt;source media=&quot;(prefers-color-scheme: light)&quot; srcset=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/public/sponsors/sentry.svg&quot; /&gt; 
   &lt;img height=&quot;30&quot; alt=&quot;Sentry&quot; src=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/public/sponsors/sentry.svg?sanitize=true&quot; /&gt; 
  &lt;/picture&gt; &lt;/a&gt;&amp;nbsp;&amp;nbsp; 
 &lt;!-- Each Labs (py-[6px]) --&gt; &lt;a href=&quot;https://www.eachlabs.ai/?utm_source=promptschat&amp;amp;utm_medium=referral&quot;&gt; 
  &lt;picture&gt; 
   &lt;source media=&quot;(prefers-color-scheme: dark)&quot; srcset=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/public/sponsors/eachlabs-dark.png&quot; /&gt; 
   &lt;source media=&quot;(prefers-color-scheme: light)&quot; srcset=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/public/sponsors/eachlabs.png&quot; /&gt; 
   &lt;img height=&quot;28&quot; alt=&quot;Each Labs&quot; src=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/public/sponsors/eachlabs.png&quot; /&gt; 
  &lt;/picture&gt; &lt;/a&gt;&amp;nbsp;&amp;nbsp; 
 &lt;!-- CommandCode (py-1) --&gt; &lt;a href=&quot;https://commandcode.ai/?utm_source=prompts.chat&quot;&gt; 
  &lt;picture&gt; 
   &lt;source media=&quot;(prefers-color-scheme: dark)&quot; srcset=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/public/sponsors/commandcode-dark.svg&quot; /&gt; 
   &lt;source media=&quot;(prefers-color-scheme: light)&quot; srcset=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/public/sponsors/commandcode.svg&quot; /&gt; 
   &lt;img height=&quot;30&quot; alt=&quot;CommandCode&quot; src=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/public/sponsors/commandcode.svg?sanitize=true&quot; /&gt; 
  &lt;/picture&gt; &lt;/a&gt; &lt;/p&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;sub&gt;Built with &lt;a href=&quot;https://wind.surf/prompts-chat&quot;&gt;Windsurf&lt;/a&gt; and &lt;a href=&quot;https://devin.ai&quot;&gt;Devin&lt;/a&gt;&lt;/sub&gt;&lt;br /&gt; &lt;a href=&quot;https://github.com/sponsors/f/sponsorships?sponsor=f&amp;amp;tier_id=558224&amp;amp;preview=false&quot;&gt;&lt;strong&gt;Become a Sponsor →&lt;/strong&gt;&lt;/a&gt; &lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;👥 Contributors&lt;/h2&gt; 
&lt;a href=&quot;https://github.com/f/prompts.chat/graphs/contributors&quot;&gt; &lt;img src=&quot;https://contrib.rocks/image?repo=f/prompts.chat&quot; /&gt; &lt;/a&gt; 
&lt;hr /&gt; 
&lt;h2&gt;📜 License&lt;/h2&gt; 
&lt;p&gt;This project is dual-licensed:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;Source code and site-authored content&lt;/strong&gt; is licensed under the &lt;a href=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/LICENSE-MIT&quot;&gt;MIT License&lt;/a&gt;, including the interactive book content in &lt;a href=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/src/content/book&quot;&gt;&lt;code&gt;src/content/book&lt;/code&gt;&lt;/a&gt;.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Prompt content and data&lt;/strong&gt; (prompts.csv, &lt;a href=&quot;http://PROMPTS.md&quot;&gt;PROMPTS.md&lt;/a&gt;, user-submitted prompts) is dedicated to the public domain under &lt;a href=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/LICENSE-CC0&quot;&gt;CC0 1.0 Universal&lt;/a&gt;.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;See &lt;a href=&quot;https://raw.githubusercontent.com/f/prompts.chat/main/LICENSE&quot;&gt;LICENSE&lt;/a&gt; for details.&lt;/p&gt;</description>
      
      <media:content url="https://repository-images.githubusercontent.com/574523116/180670d2-e408-47d6-85e0-a32067e89b57" medium="image" />
      
    </item>
    
    <item>
      <title>AhmadIbrahiim/Website-downloader</title>
      <link>https://github.com/AhmadIbrahiim/Website-downloader</link>
      <description>&lt;p&gt;💡 Download the complete source code of any website (including all assets). [ Javascripts, Stylesheets, Images ] using Node.js&lt;/p&gt;&lt;p&gt;&lt;img src=&quot;https://mshibanami.github.io/GitHubTrendingRSS/assets/icons/link.png&quot; width=&quot;20&quot; height=&quot;20&quot; alt=&quot;link&quot; style=&quot;margin: 0 8px 0 0; padding: 0; display: inline-block; vertical-align: middle;&quot; /&gt;&lt;a href=&quot;https://website-downloader.onrender.com&quot;&gt;https://website-downloader.onrender.com&lt;/a&gt;&lt;/p&gt;&lt;hr&gt;&lt;h2&gt;Complete Website Downloader 💾&lt;/h2&gt; 
&lt;p&gt;Download the complete source code of any website (including all assets) 🔨.&lt;/p&gt; 
&lt;p&gt;👉 Live Demo: &lt;a href=&quot;https://website-downloader.onrender.com&quot;&gt;https://website-downloader.onrender.com&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;&lt;img src=&quot;https://github.com/AhmadIbrahiim/Website-downloader/raw/master/public/Record.gif?raw=true&quot; alt=&quot;enter image description here&quot; /&gt;&lt;/p&gt; 
&lt;div align=&quot;center&quot;&gt; 
 &lt;p&gt;&lt;a href=&quot;&quot;&gt;&lt;img src=&quot;https://www.codefactor.io/repository/github/ahmadibrahiim/website-downloader/badge&quot; alt=&quot;CodeFactor&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;/div&gt; 
&lt;h2&gt;Description 📒&lt;/h2&gt; 
&lt;p&gt;Website downloader works with &lt;code&gt;wget&lt;/code&gt; and &lt;code&gt;archiver&lt;/code&gt; to download all websites assets and compress then sends it back to the user through socket channel&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;wget params the being used&lt;/strong&gt;&lt;/p&gt; 
&lt;p&gt;&lt;code&gt;wget --mirror --convert-links --adjust-extension --page-requisites --no-parent http://example.org&lt;/code&gt;&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;Explanation of the various flags:&lt;/strong&gt;&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;--mirror – Makes (among other things) the download recursive.&lt;/li&gt; 
 &lt;li&gt;--convert-links – convert all the links (also to stuff like CSS stylesheets) to relative, so it will be suitable for offline viewing.&lt;/li&gt; 
 &lt;li&gt;--adjust-extension – Adds suitable extensions to filenames (html or css) depending on their content-type.&lt;/li&gt; 
 &lt;li&gt;--page-requisites – Download things like CSS style-sheets and images required to properly display the page offline.&lt;/li&gt; 
 &lt;li&gt;--no-parent – When recursing do not ascend to the parent directory. It useful for restricting the download to only a portion of the site&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Deploy on cloud providers&lt;/h3&gt; 
&lt;p&gt;&lt;a href=&quot;https://replit.com/github/AhmadIbrahiim/Website-downloader&quot;&gt;&lt;img src=&quot;https://binbashbanana.github.io/deploy-buttons/buttons/remade/replit.svg?sanitize=true&quot; alt=&quot;Run on Replit&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://glitch.com/edit/#!/import/github/AhmadIbrahiim/Website-downloader&quot;&gt;&lt;img src=&quot;https://binbashbanana.github.io/deploy-buttons/buttons/remade/glitch.svg?sanitize=true&quot; alt=&quot;Remix on Glitch&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://railway.app/new/template?template=https://github.com/AhmadIbrahiim/Website-downloader&quot;&gt;&lt;img src=&quot;https://binbashbanana.github.io/deploy-buttons/buttons/remade/railway.svg?sanitize=true&quot; alt=&quot;Deploy on Railway&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://app.cyclic.sh/api/app/deploy/AhmadIbrahiim/Website-downloader&quot;&gt;&lt;img src=&quot;https://binbashbanana.github.io/deploy-buttons/buttons/remade/cyclic.svg?sanitize=true&quot; alt=&quot;Deploy to Cyclic&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://app.koyeb.com/deploy?type=git&amp;amp;repository=github.com/AhmadIbrahiim/Website-downloader&amp;amp;branch=main&amp;amp;name=Website-downloader&quot;&gt;&lt;img src=&quot;https://binbashbanana.github.io/deploy-buttons/buttons/remade/koyeb.svg?sanitize=true&quot; alt=&quot;Deploy to Koyeb&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://render.com/deploy?repo=https://github.com/AhmadIbrahiim/Website-downloader&quot;&gt;&lt;img src=&quot;https://binbashbanana.github.io/deploy-buttons/buttons/remade/render.svg?sanitize=true&quot; alt=&quot;Deploy to Render&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;h2&gt;Requirements 📦&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;Node.js 16 or newer&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;wget&lt;/code&gt; on the &lt;code&gt;PATH&lt;/code&gt;. The app shells out to it, and nothing will download without it: 
  &lt;ul&gt; 
   &lt;li&gt;Debian/Ubuntu: &lt;code&gt;apt install wget&lt;/code&gt;&lt;/li&gt; 
   &lt;li&gt;macOS: &lt;code&gt;brew install wget&lt;/code&gt;&lt;/li&gt; 
   &lt;li&gt;Windows: &lt;code&gt;winget install JernejSimoncic.Wget&lt;/code&gt;&lt;/li&gt; 
  &lt;/ul&gt; &lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;How to run it 🤔&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;code&gt;git clone https://github.com/AhmadIbrahiim/Website-downloader.git&lt;/code&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;cd Website-downloader&lt;/code&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;$ npm install&lt;/code&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;$ npm start&lt;/code&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;http://localhost:3000/&lt;/code&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Optional settings&lt;/h3&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Variable&lt;/th&gt; 
   &lt;th&gt;Default&lt;/th&gt; 
   &lt;th&gt;What it does&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;PORT&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;3000&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Port the server listens on&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;DOWNLOAD_QUOTA&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;100m&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;Size ceiling passed to wget, so one request cannot fill the disk&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;code&gt;DOWNLOAD_TIMEOUT_MS&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;300000&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;How long a single download may run before it is stopped&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h1&gt;How To Contribute:&lt;/h1&gt; 
&lt;ul&gt; 
 &lt;li&gt;Open Issue(s) with any bugs you notice.&lt;/li&gt; 
 &lt;li&gt;Please create Pull Requests if you think it would be an added value towards our program.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Liked it ? You can buy a coffee:&lt;/h2&gt; 
&lt;p&gt;&lt;a href=&quot;https://www.buymeacoffee.com/aibrahim&quot; target=&quot;_blank&quot;&gt;&lt;img src=&quot;https://www.buymeacoffee.com/assets/img/custom_images/orange_img.png&quot; alt=&quot;Buy Me A Coffee&quot; style=&quot;height: 41px !important;width: 174px !important;box-shadow: 0px 3px 2px 0px rgba(190, 190, 190, 0.5) !important;-webkit-box-shadow: 0px 3px 2px 0px rgba(190, 190, 190, 0.5) !important;&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;Thank you,&lt;/p&gt; 
&lt;p&gt;Email: &lt;a href=&quot;mailto:me@ahmed-ibrahim.com&quot;&gt;me@ahmed-ibrahim.com&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;&lt;a href=&quot;https://www.ahmed-ibrahim.com&quot;&gt;https://www.ahmed-ibrahim.com&lt;/a&gt;&lt;/p&gt;</description>
      
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    <item>
      <title>OWASP/Top10</title>
      <link>https://github.com/OWASP/Top10</link>
      <description>&lt;p&gt;Official OWASP Top 10 Document Repository&lt;/p&gt;&lt;hr&gt;&lt;h1&gt;Top10&lt;/h1&gt; 
&lt;p&gt;&lt;b&gt;Official OWASP Top 10 Document Repository&lt;/b&gt;&lt;/p&gt; 
&lt;h2&gt;OWASP Top 10 2025 - RELEASED&lt;/h2&gt; 
&lt;p&gt;We have released the OWASP Top 10:2025 (Final):&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://owasp.org/Top10/2025/&quot;&gt;OWASP Top10:2025&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;Please log any &lt;a href=&quot;https://github.com/OWASP/Top10/issues&quot;&gt;feedback, comments, or log issues&lt;/a&gt; here.&lt;/p&gt; 
&lt;h2&gt;OWASP Top 10 2021 - SUPERSEDED&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://owasp.org/Top10/2021/&quot;&gt;OWASP Top10:2021&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;OWASP Top 10 2017 - HISTORIC&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/OWASP/Top10/raw/master/2017/OWASP%20Top%2010-2017%20(en).pptx&quot;&gt;OWASP Top 10:2017 (PPTX)&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/OWASP/Top10/raw/master/2017/OWASP%20Top%2010-2017%20(en).pdf&quot;&gt;OWASP Top 10:2017 (PDF)&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;OWASP Top 10 Leadership&lt;/h2&gt; 
&lt;p&gt;There are currently five co-leaders for the OWASP Top 10:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Andrew van der Stock - X: &lt;a href=&quot;https://x.com/vanderaj&quot;&gt;@vanderaj&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;Brian Glas - X: &lt;a href=&quot;https://x.com/infosecdad&quot;&gt;@infosecdad&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;Neil Smithline - X: &lt;a href=&quot;https://x.com/appsecneil&quot;&gt;@appsecneil&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;Tanya Janca - X: &lt;a href=&quot;https://x.com/shehackspurple&quot;&gt;@shehackspurple&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;Torsten Gigler - Mastodon: &lt;a href=&quot;https://infosec.exchange/@torsten_gigler&quot;&gt;@torsten_gigler@infosec.exchange&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;OWASP Top 10 References&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://owasp.org/www-project-top-ten&quot;&gt;OWASP Top 10 Project Page&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;HISTORIC: &lt;a href=&quot;https://owaspsummit.org/Outcomes/Owasp-Top-10-2017/Owasp-Top-10-2017.html&quot;&gt;OWASP 2017 Summit Outcomes&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt;</description>
      
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    <item>
      <title>google/fonts</title>
      <link>https://github.com/google/fonts</link>
      <description>&lt;p&gt;Font files available from Google Fonts, and a public issue tracker for all things Google Fonts&lt;/p&gt;&lt;p&gt;&lt;img src=&quot;https://mshibanami.github.io/GitHubTrendingRSS/assets/icons/link.png&quot; width=&quot;20&quot; height=&quot;20&quot; alt=&quot;link&quot; style=&quot;margin: 0 8px 0 0; padding: 0; display: inline-block; vertical-align: middle;&quot; /&gt;&lt;a href=&quot;http://google.github.io/fonts/&quot;&gt;http://google.github.io/fonts/&lt;/a&gt;&lt;/p&gt;&lt;hr&gt;&lt;p&gt;&lt;a href=&quot;https://github.com/google/fonts/actions/workflows/ci.yml?query=workflow%3ATest+branch%3Amain&quot;&gt;&lt;img src=&quot;https://github.com/google/fonts/workflows/Continuous%20Test/badge.svg?branch=main&quot; alt=&quot;CI Status&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;h1&gt;Google Fonts Files&lt;/h1&gt; 
&lt;p&gt;This project mainly contains the binary font files served by Google Fonts (&lt;a href=&quot;https://fonts.google.com&quot;&gt;fonts.google.com&lt;/a&gt;)&lt;/p&gt; 
&lt;p&gt;The top-level directories indicate the license of all files found within them. Subdirectories are named according to the family name of the fonts within.&lt;/p&gt; 
&lt;p&gt;Each family subdirectory contains the &lt;code&gt;.ttf&lt;/code&gt; font files served by Google Fonts, plus a &lt;code&gt;METADATA.pb&lt;/code&gt; file with metadata for the family (such as information on the project designer(s), genre category, and license - &lt;a href=&quot;https://github.com/googlefonts/gf-docs/tree/master/METADATA&quot;&gt;learn more&lt;/a&gt;) and a &lt;code&gt;DESCRIPTION.en_us.html&lt;/code&gt; with a description of the family in US English.&lt;/p&gt; 
&lt;p&gt;The &lt;code&gt;/catalog&lt;/code&gt; subdirectory contains additional metadata, such as profile texts and portrait/avatar images of font designers, and this is open for contributions and corrections from anyone via GitHub.&lt;/p&gt; 
&lt;p&gt;The &lt;code&gt;/axisregistry&lt;/code&gt; subtree contains metadata for the GF Axis Registry, containing information on variable font axes that can be found in the collection, including experimental axes. As a subtree, no changes should be made directly to this repo, instead please use the upstream, &lt;a href=&quot;http://github.com/googlefonts/axisregistry&quot;&gt;github.com/googlefonts/axisregistry&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;The &lt;code&gt;/lang&lt;/code&gt; subtree contains language support data, and should also not be changed here but instead upstream. &lt;a href=&quot;https://github.com/googlefonts/lang&quot;&gt;github.com/googlefonts/lang&lt;/a&gt;&lt;/p&gt; 
&lt;h2&gt;Bug Reports and Improvement Requests&lt;/h2&gt; 
&lt;p&gt;If you find a problem with a font file or have a request for the future development of a font project, please &lt;a href=&quot;https://github.com/google/fonts/issues&quot;&gt;create a new issue in this project&#39;s issue tracker&lt;/a&gt;.&lt;/p&gt; 
&lt;h2&gt;Contribute Fonts&lt;/h2&gt; 
&lt;p&gt;If you need more context on how to create issues in a GitHub issue tracker, or if you want to contribute a font directly, see &lt;a href=&quot;https://github.com/google/fonts/raw/main/CONTRIBUTING.md&quot;&gt;CONTRIBUTING&lt;/a&gt;&lt;/p&gt; 
&lt;h2&gt;Contributor Code of Conduct&lt;/h2&gt; 
&lt;p&gt;However you choose to contribute, please abide by our &lt;a href=&quot;https://raw.githubusercontent.com/google/fonts/main/CODE_OF_CONDUCT.md&quot;&gt;code of conduct&lt;/a&gt; to keep our community a healthy and welcoming place.&lt;/p&gt; 
&lt;h2&gt;Self Host Fonts Available From Google Fonts&lt;/h2&gt; 
&lt;p&gt;Since all the fonts available here are licensed with permission to redistribute, subject to the license terms, you can self-host using a variety of third-party projects.&lt;/p&gt; 
&lt;p&gt;One popular service is &lt;a href=&quot;https://github.com/fontsource/fontsource&quot;&gt;Fontsource&lt;/a&gt;, which offers bundled NPM packages.&lt;/p&gt; 
&lt;h2&gt;Local installation package managers&lt;/h2&gt; 
&lt;p&gt;For Linux, macOS, FreeBSD, or HaikuOS you can also use &lt;a href=&quot;https://github.com/alexmyczko/fnt&quot;&gt;fnt&lt;/a&gt;, to install single fonts. For &lt;a href=&quot;http://bootes.ethz.ch/fonts/rpm/&quot;&gt;RPM&lt;/a&gt;, &lt;a href=&quot;http://bootes.ethz.ch/fonts/deb/&quot;&gt;DEB&lt;/a&gt; based systems, feel free to try the linked URLs for individual fonts. Others can also use the &lt;a href=&quot;http://bootes.ethz.ch/fonts/&quot;&gt;webservice&lt;/a&gt;.&lt;/p&gt; 
&lt;h2&gt;Download All Google Fonts&lt;/h2&gt; 
&lt;p&gt;You can download all Google Fonts in a simple ZIP snapshot (over 1GB) from &lt;a href=&quot;https://github.com/google/fonts/archive/main.zip&quot;&gt;https://github.com/google/fonts/archive/main.zip&lt;/a&gt;&lt;/p&gt; 
&lt;h4&gt;Sync With Git&lt;/h4&gt; 
&lt;p&gt;You can also sync the collection with git so that you can update by only fetching what has changed. To learn how to use git, GitHub provides &lt;a href=&quot;https://guides.github.com&quot;&gt;illustrated guides&lt;/a&gt;, a &lt;a href=&quot;https://www.youtube.com/user/GitHubGuides&quot;&gt;youtube channel&lt;/a&gt;, and an &lt;a href=&quot;https://skills.github.com/&quot;&gt;interactive learning site&lt;/a&gt;. Free, open-source git applications are available for &lt;a href=&quot;https://git-scm.com/download/gui/windows&quot;&gt;Windows&lt;/a&gt; and &lt;a href=&quot;https://git-scm.com/download/gui/mac&quot;&gt;Mac OS X&lt;/a&gt;.&lt;/p&gt; 
&lt;h2&gt;License&lt;/h2&gt; 
&lt;p&gt;It is important to always read the license for every font that you use. Each font family directory contains the appropriate license file for the fonts in that directory. The fonts files themselves also contain licensing and authorship metadata.&lt;/p&gt; 
&lt;p&gt;Most of the fonts in the collection use the SIL Open Font License, v1.1. Some fonts use the Apache 2 license. The Ubuntu fonts use the Ubuntu Font License v1.0.&lt;/p&gt; 
&lt;p&gt;The SIL Open Font License has an option for copyright holders to include a Reserved Font Name requirement, and this option is used with some of the fonts. If you modify those fonts, please take care of this important detail.&lt;/p&gt; 
&lt;h2&gt;Source Files&lt;/h2&gt; 
&lt;p&gt;Source files for each family are often available from the designer, or from &lt;a href=&quot;https://github.com/googlefonts&quot;&gt;github.com/googlefonts&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;These fonts are usually the result of collaborative projects, where you are invited to discuss issues with the designers and even contribute to their ongoing development.&lt;/p&gt; 
&lt;p&gt;When customizing or remixing fonts, please do contact the designers to understand what they might need in order to include your improvements.&lt;/p&gt; 
&lt;p&gt;Most of all: Enjoy the fonts!&lt;/p&gt; 
&lt;p&gt;– The Google Fonts team&lt;/p&gt;</description>
      
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    <item>
      <title>ossu/computer-science</title>
      <link>https://github.com/ossu/computer-science</link>
      <description>&lt;p&gt;🎓 Path to a free self-taught education in Computer Science!&lt;/p&gt;&lt;p&gt;&lt;img src=&quot;https://mshibanami.github.io/GitHubTrendingRSS/assets/icons/link.png&quot; width=&quot;20&quot; height=&quot;20&quot; alt=&quot;link&quot; style=&quot;margin: 0 8px 0 0; padding: 0; display: inline-block; vertical-align: middle;&quot; /&gt;&lt;a href=&quot;https://cs.ossu.dev&quot;&gt;https://cs.ossu.dev&lt;/a&gt;&lt;/p&gt;&lt;hr&gt;&lt;div align=&quot;center&quot; style=&quot;text-align: center&quot;&gt; 
 &lt;img src=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/images/ossu-logo.webp&quot; alt=&quot;Open Source Society logo&quot; /&gt; 
 &lt;h3&gt;Open Source Society University&lt;/h3&gt; 
 &lt;p&gt; Path to a free self-taught education in Computer Science! &lt;/p&gt; 
 &lt;p&gt; &lt;a href=&quot;https://github.com/sindresorhus/awesome&quot;&gt; &lt;img alt=&quot;Awesome&quot; src=&quot;https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg?sanitize=true&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://github.com/ossu/computer-science&quot;&gt; &lt;img alt=&quot;Open Source Society University - Computer Science&quot; src=&quot;https://img.shields.io/badge/OSSU-computer--science-blue.svg?sanitize=true&quot; /&gt;&lt;/a&gt; &lt;/p&gt; 
&lt;/div&gt; 
&lt;h1&gt;Contents&lt;/h1&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/#summary&quot;&gt;Summary&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/#community&quot;&gt;Community&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/#curriculum&quot;&gt;Curriculum&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/#code-of-conduct&quot;&gt;Code of conduct&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/#team&quot;&gt;Team&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h1&gt;Summary&lt;/h1&gt; 
&lt;p&gt;The OSSU curriculum is a &lt;strong&gt;complete education in computer science&lt;/strong&gt; using online materials. It&#39;s not merely for career training or professional development. It&#39;s for those who want a proper, &lt;em&gt;well-rounded&lt;/em&gt; grounding in concepts fundamental to all computing disciplines, and for those who have the discipline, will, and (most importantly!) good habits to obtain this education largely on their own, but with support from a worldwide community of fellow learners.&lt;/p&gt; 
&lt;p&gt;It is designed according to the degree requirements of undergraduate computer science majors, minus general education (non-CS) requirements, as it is assumed most of the people following this curriculum are already educated outside the field of CS. The courses themselves are among the very best in the world, often coming from Harvard, Princeton, MIT, etc., but specifically chosen to meet the following criteria.&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;Courses must&lt;/strong&gt;:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Be open for enrollment&lt;/li&gt; 
 &lt;li&gt;Run regularly (ideally in self-paced format, otherwise running multiple times per year)&lt;/li&gt; 
 &lt;li&gt;Be of generally high quality in teaching materials and pedagogical principles&lt;/li&gt; 
 &lt;li&gt;Match the curricular standards of the &lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/CURRICULAR_GUIDELINES.md&quot;&gt;CS 2013&lt;/a&gt;: Curriculum Guidelines for Undergraduate Degree Programs in Computer Science&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;When no course meets the above criteria, the coursework is supplemented with a book. When there are courses or books that don&#39;t fit into the curriculum but are otherwise of high quality, they belong in &lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/extras/courses.md&quot;&gt;extras/courses&lt;/a&gt; or &lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/extras/readings.md&quot;&gt;extras/readings&lt;/a&gt;.&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;Organization&lt;/strong&gt;. The curriculum is designed as follows:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;em&gt;Intro CS&lt;/em&gt;: for students to try out CS and see if it&#39;s right for them&lt;/li&gt; 
 &lt;li&gt;&lt;em&gt;Core CS&lt;/em&gt;: corresponds roughly to the first three years of a computer science curriculum, taking classes that all majors would be required to take&lt;/li&gt; 
 &lt;li&gt;&lt;em&gt;Advanced CS&lt;/em&gt;: corresponds roughly to the final year of a computer science curriculum, taking electives according to the student&#39;s interests&lt;/li&gt; 
 &lt;li&gt;&lt;em&gt;Final Project&lt;/em&gt;: a project for students to validate, consolidate, and display their knowledge, to be evaluated by their peers worldwide&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;Duration&lt;/strong&gt;. It is possible to finish within about 2 years if you plan carefully and devote roughly 20 hours/week to your studies. Learners can use &lt;a href=&quot;https://docs.google.com/spreadsheets/d/1y2kMsIg9VaHMVmw35x_aH1hpty3V-ZMuV2jA13P_Cgo/copy&quot;&gt;this spreadsheet&lt;/a&gt; to estimate their end date. Make a copy and input your start date and expected hours per week in the &lt;code&gt;Timeline&lt;/code&gt; sheet. As you work through courses you can enter your actual course completion dates in the &lt;code&gt;Curriculum Data&lt;/code&gt; sheet and get updated completion estimates.&lt;/p&gt; 
&lt;blockquote&gt; 
 &lt;p&gt;&lt;strong&gt;Warning:&lt;/strong&gt; While the spreadsheet is a useful tool to estimate the time you need to complete this curriculum, it may not always be up-to-date with the curriculum. Use the &lt;a href=&quot;https://cs.ossu.dev&quot;&gt;OSSU CS website&lt;/a&gt; or &lt;a href=&quot;https://github.com/ossu/computer-science&quot;&gt;the repo&lt;/a&gt; to see what courses to do.&lt;/p&gt; 
&lt;/blockquote&gt; 
&lt;p&gt;&lt;strong&gt;Cost&lt;/strong&gt;. All or nearly all course material is available for free. However, some courses may charge money for assignments/tests/projects to be graded. Note that both &lt;a href=&quot;https://www.coursera.support/s/article/209819033-Apply-for-Financial-Aid-or-a-Scholarship?language=en_US&quot;&gt;Coursera&lt;/a&gt; and &lt;a href=&quot;https://courses.edx.org/financial-assistance/&quot;&gt;edX&lt;/a&gt; offer financial aid.&lt;/p&gt; 
&lt;p&gt;Decide how much or how little to spend based on your own time and budget; just remember that you can&#39;t purchase success!&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;Process&lt;/strong&gt;. Students can work through the curriculum alone or in groups, in order or out of order.&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;We recommend doing all courses in Core CS, only skipping a course when you are certain that you&#39;ve already learned the material previously.&lt;/li&gt; 
 &lt;li&gt;For simplicity, we recommend working through courses (especially Core CS) in order from top to bottom. Some students choose to study multiple courses at a time in order to vary the material they are working on in a day/week. A popular option is to take the math courses in parallel with the introductory courses. Course prerequisites are listed to help you determine if you are prepared for a given course.&lt;/li&gt; 
 &lt;li&gt;Courses in Advanced CS are electives. Choose one subject (e.g. Advanced programming) you want to become an expert in and take all the courses under that heading. You can also create your own custom subject; the Discord community may provide feedback on your planned subject.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;Content policy&lt;/strong&gt;. If you plan on showing off some of your coursework publicly, you must share only files that you are allowed to. &lt;em&gt;Respect the code of conduct&lt;/em&gt; that you signed in the beginning of each course!&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/CONTRIBUTING.md&quot;&gt;How to contribute&lt;/a&gt;&lt;/strong&gt;&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/HELP.md&quot;&gt;Getting help&lt;/a&gt;&lt;/strong&gt; (Details about our FAQ and chatroom)&lt;/p&gt; 
&lt;h1&gt;Community&lt;/h1&gt; 
&lt;ul&gt; 
 &lt;li&gt;We have a Discord server! &lt;a href=&quot;https://discord.gg/wuytwK5s9h&quot;&gt;&lt;img src=&quot;https://img.shields.io/discord/744385009028431943.svg?label=&amp;amp;logo=discord&amp;amp;logoColor=ffffff&amp;amp;color=7389D8&amp;amp;labelColor=6A7EC2&quot; alt=&quot;Discord&quot; /&gt;&lt;/a&gt; This should be your first stop to talk with other OSSU students. Why don&#39;t you introduce yourself right now? &lt;a href=&quot;https://discord.gg/wuytwK5s9h&quot;&gt;Join the OSSU Discord&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;You can also interact through GitHub issues. If there is a problem with a course, or a change needs to be made to the curriculum, this is the place to start the conversation. Read more &lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/CONTRIBUTING.md&quot;&gt;here&lt;/a&gt;.&lt;/li&gt; 
 &lt;li&gt;Add &lt;strong&gt;Open Source Society University&lt;/strong&gt; to your &lt;a href=&quot;https://www.linkedin.com/school/11272443/&quot;&gt;Linkedin&lt;/a&gt; profile!&lt;/li&gt; 
&lt;/ul&gt; 
&lt;blockquote&gt; 
 &lt;p&gt;&lt;strong&gt;Warning:&lt;/strong&gt; There are a few third-party/deprecated/outdated material that you might find when searching for OSSU. We recommend you to ignore them, and only use the &lt;a href=&quot;https://cs.ossu.dev&quot;&gt;OSSU CS website&lt;/a&gt; or &lt;a href=&quot;https://github.com/ossu/computer-science&quot;&gt;OSSU CS Github Repo&lt;/a&gt;. Some known outdated materials are:&lt;/p&gt; 
 &lt;ul&gt; 
  &lt;li&gt;An unmaintained and deprecated firebase app. Read more in the &lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/FAQ.md#why-is-the-firebase-ossu-app-different-or-broken&quot;&gt;FAQ&lt;/a&gt;.&lt;/li&gt; 
  &lt;li&gt;An unmaintained and deprecated trello board&lt;/li&gt; 
  &lt;li&gt;Third-party notion templates&lt;/li&gt; 
 &lt;/ul&gt; 
&lt;/blockquote&gt; 
&lt;h1&gt;Curriculum&lt;/h1&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/#prerequisites&quot;&gt;Prerequisites&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/#intro-cs&quot;&gt;Intro CS&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/#core-cs&quot;&gt;Core CS&lt;/a&gt; 
  &lt;ul&gt; 
   &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/#core-programming&quot;&gt;Core programming&lt;/a&gt;&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/#core-math&quot;&gt;Core math&lt;/a&gt;&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/#cs-tools&quot;&gt;CS Tools&lt;/a&gt;&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/#core-systems&quot;&gt;Core systems&lt;/a&gt;&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/#core-theory&quot;&gt;Core theory&lt;/a&gt;&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/#core-security&quot;&gt;Core security&lt;/a&gt;&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/#core-applications&quot;&gt;Core applications&lt;/a&gt;&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/#core-ethics&quot;&gt;Core ethics&lt;/a&gt;&lt;/li&gt; 
  &lt;/ul&gt; &lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/#advanced-cs&quot;&gt;Advanced CS&lt;/a&gt; 
  &lt;ul&gt; 
   &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/#advanced-programming&quot;&gt;Advanced programming&lt;/a&gt;&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/#advanced-systems&quot;&gt;Advanced systems&lt;/a&gt;&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/#advanced-theory&quot;&gt;Advanced theory&lt;/a&gt;&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/#advanced-information-security&quot;&gt;Advanced information security&lt;/a&gt;&lt;/li&gt; 
   &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/#advanced-math&quot;&gt;Advanced math&lt;/a&gt;&lt;/li&gt; 
  &lt;/ul&gt; &lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/#final-project&quot;&gt;Final project&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;h2&gt;Prerequisites&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/#core-cs&quot;&gt;Core CS&lt;/a&gt; assumes the student has already taken &lt;a href=&quot;https://ossu.dev/precollege-math&quot;&gt;high school math&lt;/a&gt;, including algebra, geometry, and pre-calculus.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/#advanced-cs&quot;&gt;Advanced CS&lt;/a&gt; assumes the student has already taken the entirety of Core CS and is knowledgeable enough now to decide which electives to take.&lt;/li&gt; 
 &lt;li&gt;Note that &lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/#advanced-systems&quot;&gt;Advanced systems&lt;/a&gt; assumes the student has taken a basic physics course (e.g. AP Physics in high school).&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Intro CS&lt;/h2&gt; 
&lt;p&gt;This course will introduce you to the world of computer science and programming. This course gives you a flavor of the material to come. If you finish the course wanting more, Computer Science is likely for you!&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;Topics covered&lt;/strong&gt;: &lt;code&gt;computation&lt;/code&gt; &lt;code&gt;imperative programming&lt;/code&gt; &lt;code&gt;basic data structures and algorithms&lt;/code&gt; &lt;code&gt;and more&lt;/code&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th style=&quot;text-align:left&quot;&gt;Courses&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Duration&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Effort&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Prerequisites&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Discussion&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/coursepages/intro-cs/README.md&quot;&gt;Introduction to Computer Science and Programming using Python&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;14 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;6-10 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://ossu.dev/precollege-math&quot;&gt;high school algebra&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.gg/jvchSm9&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h2&gt;Core CS&lt;/h2&gt; 
&lt;p&gt;All coursework under Core CS is &lt;strong&gt;required&lt;/strong&gt;, unless otherwise indicated.&lt;/p&gt; 
&lt;h3&gt;Core programming&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;Topics covered&lt;/strong&gt;: &lt;code&gt;functional programming&lt;/code&gt; &lt;code&gt;design for testing&lt;/code&gt; &lt;code&gt;program requirements&lt;/code&gt; &lt;code&gt;common design patterns&lt;/code&gt; &lt;code&gt;unit testing&lt;/code&gt; &lt;code&gt;object-oriented design&lt;/code&gt; &lt;code&gt;static typing&lt;/code&gt; &lt;code&gt;dynamic typing&lt;/code&gt; &lt;code&gt;ML-family languages (via Standard ML)&lt;/code&gt; &lt;code&gt;Lisp-family languages (via Racket)&lt;/code&gt; &lt;code&gt;Ruby&lt;/code&gt; &lt;code&gt;and more&lt;/code&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th style=&quot;text-align:left&quot;&gt;Courses&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Duration&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Effort&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Prerequisites&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Discussion&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/coursepages/spd/README.md&quot;&gt;Systematic Program Design&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;13 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;8-10 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;none&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;chat: &lt;a href=&quot;https://discord.gg/RfqAmGJ&quot;&gt;part 1&lt;/a&gt; / &lt;a href=&quot;https://discord.gg/kczJzpm&quot;&gt;part 2&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/coursepages/class-based/README.md&quot;&gt;Class-based Program Design&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;13 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;5-10 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;Systematic Program Design, High School Math&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.com/channels/744385009028431943/891411727294562314&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://courses.cs.washington.edu/courses/cse341/19sp/#lectures&quot;&gt;Programming Languages&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;11 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;4-8 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;Systematic Program Design&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.gg/8BkJtXN&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://course.ccs.neu.edu/cs3500f19/&quot;&gt;Object-Oriented Design&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;13 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;5-10 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;Class-based Program Design&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.com/channels/744385009028431943/891412022120579103&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.coursera.org/learn/software-architecture&quot;&gt;Software Architecture&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;4 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;2-5 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;Object Oriented Design&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.com/channels/744385009028431943/891412169638432788&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;Core math&lt;/h3&gt; 
&lt;p&gt;Discrete math (Math for CS) is a prerequisite and closely related to the study of algorithms and data structures. Calculus both prepares students for discrete math and helps students develop mathematical maturity.&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;Topics covered&lt;/strong&gt;: &lt;code&gt;discrete mathematics&lt;/code&gt; &lt;code&gt;mathematical proofs&lt;/code&gt; &lt;code&gt;basic statistics&lt;/code&gt; &lt;code&gt;O-notation&lt;/code&gt; &lt;code&gt;discrete probability&lt;/code&gt; &lt;code&gt;and more&lt;/code&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th style=&quot;text-align:left&quot;&gt;Courses&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Duration&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Effort&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Notes&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Prerequisites&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Discussion&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://openlearninglibrary.mit.edu/courses/course-v1:MITx+18.01.1x+2T2019/about&quot;&gt;Calculus 1A: Differentiation&lt;/a&gt; (&lt;a href=&quot;https://ocw.mit.edu/courses/mathematics/18-01sc-single-variable-calculus-fall-2010/index.htm&quot;&gt;alternative&lt;/a&gt;)&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;13 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;6-10 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;The alternate covers this and the following 2 courses&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://ossu.dev/precollege-math&quot;&gt;high school math&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.gg/mPCt45F&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://openlearninglibrary.mit.edu/courses/course-v1:MITx+18.01.2x+3T2019/about&quot;&gt;Calculus 1B: Integration&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;13 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;5-10 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;-&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;Calculus 1A&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.gg/sddAsZg&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://openlearninglibrary.mit.edu/courses/course-v1:MITx+18.01.3x+1T2020/about&quot;&gt;Calculus 1C: Coordinate Systems &amp;amp; Infinite Series&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;6 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;5-10 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;-&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;Calculus 1B&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.gg/FNEcNNq&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://openlearninglibrary.mit.edu/courses/course-v1:OCW+6.042J+2T2019/about&quot;&gt;Mathematics for Computer Science&lt;/a&gt; (&lt;a href=&quot;https://ocw.mit.edu/courses/6-042j-mathematics-for-computer-science-fall-2010/&quot;&gt;alternative&lt;/a&gt;)&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;13 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;5 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://github.com/spamegg1/Math-for-CS-solutions&quot;&gt;2015/2019 solutions&lt;/a&gt; &lt;a href=&quot;https://github.com/frevib/mit-cs-math-6042-fall-2010-problems&quot;&gt;2010 solutions&lt;/a&gt; &lt;a href=&quot;https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-042j-mathematics-for-computer-science-fall-2005/assignments/&quot;&gt;2005 solutions&lt;/a&gt;.&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;Calculus 1C&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.gg/EuTzNbF&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;CS Tools&lt;/h3&gt; 
&lt;p&gt;Understanding theory is important, but you will also be expected to create programs. There are a number of tools that are widely used to make that process easier. Learn them now to ease your future work writing programs.&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;Topics covered&lt;/strong&gt;: &lt;code&gt;terminals and shell scripting&lt;/code&gt; &lt;code&gt;vim&lt;/code&gt; &lt;code&gt;command line environments&lt;/code&gt; &lt;code&gt;version control&lt;/code&gt; &lt;code&gt;and more&lt;/code&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th style=&quot;text-align:left&quot;&gt;Courses&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Duration&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Effort&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Prerequisites&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Discussion&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://missing.csail.mit.edu/&quot;&gt;The Missing Semester of Your CS Education&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;2 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;12 hours/week&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;a href=&quot;https://discord.gg/5FvKycS&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;Core systems&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;Topics covered&lt;/strong&gt;: &lt;code&gt;procedural programming&lt;/code&gt; &lt;code&gt;manual memory management&lt;/code&gt; &lt;code&gt;boolean algebra&lt;/code&gt; &lt;code&gt;gate logic&lt;/code&gt; &lt;code&gt;memory&lt;/code&gt; &lt;code&gt;computer architecture&lt;/code&gt; &lt;code&gt;assembly&lt;/code&gt; &lt;code&gt;machine language&lt;/code&gt; &lt;code&gt;virtual machines&lt;/code&gt; &lt;code&gt;high-level languages&lt;/code&gt; &lt;code&gt;compilers&lt;/code&gt; &lt;code&gt;operating systems&lt;/code&gt; &lt;code&gt;network protocols&lt;/code&gt; &lt;code&gt;and more&lt;/code&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th style=&quot;text-align:left&quot;&gt;Courses&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Duration&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Effort&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Additional Text / Assignments&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Prerequisites&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Discussion&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.coursera.org/learn/build-a-computer&quot;&gt;Build a Modern Computer from First Principles: From Nand to Tetris&lt;/a&gt; (&lt;a href=&quot;https://www.nand2tetris.org/&quot;&gt;alternative&lt;/a&gt;)&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;6 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;7-13 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;-&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;C-like programming language&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.gg/vxB2DRV&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.coursera.org/learn/nand2tetris2&quot;&gt;Build a Modern Computer from First Principles: Nand to Tetris Part II&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;6 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;12-18 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;-&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;one of &lt;a href=&quot;https://user-images.githubusercontent.com/2046800/35426340-f6ce6358-026a-11e8-8bbb-4e95ac36b1d7.png&quot;&gt;these programming languages&lt;/a&gt;, From Nand to Tetris Part I&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.gg/AsUXcPu&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/coursepages/ostep/README.md&quot;&gt;Operating Systems: Three Easy Pieces&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;10-12 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;6-10 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;-&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;Nand to Tetris Part II&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.gg/wZNgpep&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://gaia.cs.umass.edu/kurose_ross/online_lectures.htm&quot;&gt;Computer Networking: a Top-Down Approach&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;8 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;4–12 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://gaia.cs.umass.edu/kurose_ross/wireshark.php&quot;&gt;Wireshark Labs&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;algebra, probability, basic CS&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.gg/MJ9YXyV&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;Core theory&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;Topics covered&lt;/strong&gt;: &lt;code&gt;divide and conquer&lt;/code&gt; &lt;code&gt;sorting and searching&lt;/code&gt; &lt;code&gt;randomized algorithms&lt;/code&gt; &lt;code&gt;graph search&lt;/code&gt; &lt;code&gt;shortest paths&lt;/code&gt; &lt;code&gt;data structures&lt;/code&gt; &lt;code&gt;greedy algorithms&lt;/code&gt; &lt;code&gt;minimum spanning trees&lt;/code&gt; &lt;code&gt;dynamic programming&lt;/code&gt; &lt;code&gt;NP-completeness&lt;/code&gt; &lt;code&gt;and more&lt;/code&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th style=&quot;text-align:left&quot;&gt;Courses&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Duration&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Effort&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Prerequisites&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Discussion&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.edx.org/learn/algorithms/stanford-university-algorithms-design-and-analysis-part-1&quot;&gt;Algorithms: Design and Analysis, Part 1&lt;/a&gt; (&lt;a href=&quot;https://www.algorithmsilluminated.org/&quot;&gt;alternative&lt;/a&gt;)&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;8 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;4-8 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;any programming language, Mathematics for Computer Science&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.gg/mKRS7tY&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.edx.org/learn/algorithms/stanford-university-algorithms-design-and-analysis-part-2&quot;&gt;Algorithms: Design and Analysis, Part 2&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;8 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;4-8 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;Algorithms Part 1&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.gg/Qstqe4t&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;Core security&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;Topics covered&lt;/strong&gt; &lt;code&gt;Confidentiality, Integrity, Availability&lt;/code&gt; &lt;code&gt;Secure Design&lt;/code&gt; &lt;code&gt;Defensive Programming&lt;/code&gt; &lt;code&gt;Threats and Attacks&lt;/code&gt; &lt;code&gt;Network Security&lt;/code&gt; &lt;code&gt;Cryptography&lt;/code&gt; &lt;code&gt;and more&lt;/code&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th style=&quot;text-align:left&quot;&gt;Courses&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Duration&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Effort&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Prerequisites&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Discussion&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.edx.org/learn/cybersecurity/rochester-institute-of-technology-cybersecurity-fundamentals&quot;&gt;Cybersecurity Fundamentals&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;8 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;10-12 hours/week&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;a href=&quot;https://discord.gg/XdY3AwTFK4&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.coursera.org/learn/secure-coding-principles&quot;&gt;Principles of Secure Coding&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;4 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;4 hours/week&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;a href=&quot;https://discord.gg/5gMdeSK&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.coursera.org/learn/identifying-security-vulnerabilities&quot;&gt;Identifying Security Vulnerabilities&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;4 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;4 hours/week&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;a href=&quot;https://discord.gg/V78MjUS&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;Choose &lt;strong&gt;one&lt;/strong&gt; of the following:&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th style=&quot;text-align:left&quot;&gt;Courses&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Duration&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Effort&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Prerequisites&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Discussion&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.coursera.org/learn/identifying-security-vulnerabilities-c-programming&quot;&gt;Identifying Security Vulnerabilities in C/C++ Programming&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;4 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;5 hours/week&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;a href=&quot;https://discord.gg/Vbxce7A&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.coursera.org/learn/exploiting-securing-vulnerabilities-java-applications&quot;&gt;Exploiting and Securing Vulnerabilities in Java Applications&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;4 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;5 hours/week&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;a href=&quot;https://discord.gg/QxC22rR&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;Core applications&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;Topics covered&lt;/strong&gt;: &lt;code&gt;Agile methodology&lt;/code&gt; &lt;code&gt;REST&lt;/code&gt; &lt;code&gt;software specifications&lt;/code&gt; &lt;code&gt;refactoring&lt;/code&gt; &lt;code&gt;relational databases&lt;/code&gt; &lt;code&gt;transaction processing&lt;/code&gt; &lt;code&gt;data modeling&lt;/code&gt; &lt;code&gt;neural networks&lt;/code&gt; &lt;code&gt;supervised learning&lt;/code&gt; &lt;code&gt;unsupervised learning&lt;/code&gt; &lt;code&gt;OpenGL&lt;/code&gt; &lt;code&gt;ray tracing&lt;/code&gt; &lt;code&gt;and more&lt;/code&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th style=&quot;text-align:left&quot;&gt;Courses&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Duration&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Effort&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Prerequisites&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Discussion&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.edx.org/learn/databases/stanford-university-databases-modeling-and-theory&quot;&gt;Databases: Modeling and Theory&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;2 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;10 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;core programming&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.gg/pMFqNf4&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.edx.org/learn/relational-databases/stanford-university-databases-relational-databases-and-sql&quot;&gt;Databases: Relational Databases and SQL&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;2 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;10 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;core programming&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.gg/P8SPPyF&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.edx.org/learn/relational-databases/stanford-university-databases-semistructured-data&quot;&gt;Databases: Semistructured Data&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;2 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;10 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;core programming&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.gg/duCJ3GN&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.deeplearning.ai/courses/machine-learning-specialization/&quot;&gt;Machine Learning&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;11 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;9 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;Basic coding&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.gg/NcXHDjy&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.edx.org/learn/computer-graphics/the-university-of-california-san-diego-computer-graphics&quot;&gt;Computer Graphics&lt;/a&gt; (&lt;a href=&quot;https://cseweb.ucsd.edu/~viscomp/classes/cse167/wi22/schedule.html&quot;&gt;alternative&lt;/a&gt;)&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;6 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;12 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;C++ or Java, &lt;a href=&quot;https://ossu.dev/precollege-math/coursepages/precalculus&quot;&gt;Basic Linear Algebra&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.gg/68WqMNV&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.edx.org/learn/software-engineering/university-of-british-columbia-software-engineering-introduction&quot;&gt;Software Engineering: Introduction&lt;/a&gt; (&lt;a href=&quot;https://github.com/ubccpsc/310/raw/main/resources/README.md&quot;&gt;alternative&lt;/a&gt;)&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;6 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;8-10 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;Core Programming, and a &lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/FAQ.md#why-require-experience-with-a-sizable-project-before-the-Software-Engineering-courses&quot;&gt;sizable project&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.gg/5Qtcwtz&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;Core ethics&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;Topics covered&lt;/strong&gt;: &lt;code&gt;Social Context&lt;/code&gt; &lt;code&gt;Analytical Tools&lt;/code&gt; &lt;code&gt;Professional Ethics&lt;/code&gt; &lt;code&gt;Intellectual Property&lt;/code&gt; &lt;code&gt;Privacy and Civil Liberties&lt;/code&gt; &lt;code&gt;and more&lt;/code&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th style=&quot;text-align:left&quot;&gt;Courses&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Duration&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Effort&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Prerequisites&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Discussion&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.coursera.org/learn/ethics-technology-engineering&quot;&gt;Ethics, Technology and Engineering&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;9 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;2 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;none&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.gg/6ttjPmzZbe&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.coursera.org/learn/introduction-intellectual-property&quot;&gt;Introduction to Intellectual Property&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;4 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;2 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;none&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.gg/YbuERswpAK&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.coursera.org/learn/northeastern-data-privacy&quot;&gt;Data Privacy Fundamentals&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;3 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;3 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;none&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.gg/64J34ajNBd&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h2&gt;Advanced CS&lt;/h2&gt; 
&lt;p&gt;After completing &lt;strong&gt;every required course&lt;/strong&gt; in Core CS, students should choose a subset of courses from Advanced CS based on interest. Not every course from a subcategory needs to be taken. But students should take &lt;em&gt;every&lt;/em&gt; course that is relevant to the field they intend to go into.&lt;/p&gt; 
&lt;h3&gt;Advanced programming&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;Topics covered&lt;/strong&gt;: &lt;code&gt;debugging theory and practice&lt;/code&gt; &lt;code&gt;goal-oriented programming&lt;/code&gt; &lt;code&gt;parallel computing&lt;/code&gt; &lt;code&gt;object-oriented analysis and design&lt;/code&gt; &lt;code&gt;UML&lt;/code&gt; &lt;code&gt;large-scale software architecture and design&lt;/code&gt; &lt;code&gt;and more&lt;/code&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th style=&quot;text-align:left&quot;&gt;Courses&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Duration&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Effort&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Prerequisites&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.coursera.org/learn/scala-parallel-programming&quot;&gt;Parallel Programming&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;4 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;6-8 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;Scala programming&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.edx.org/learn/computer-science/stanford-university-compilers&quot;&gt;Compilers&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;9 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;6-8 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;none&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.seas.upenn.edu/~cis194/fall16/&quot;&gt;Introduction to Haskell&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;14 weeks&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 style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.let.rug.nl/bos/lpn//lpnpage.php?pageid=online&quot;&gt;Learn Prolog Now!&lt;/a&gt; (&lt;a href=&quot;https://github.com/ossu/computer-science/files/6085884/lpn.pdf&quot;&gt;alternative&lt;/a&gt;)*&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;12 weeks&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 style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.youtube.com/playlist?list=PLAwxTw4SYaPkxK63TiT88oEe-AIBhr96A&quot;&gt;Software Debugging&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;8 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;6 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;Python, object-oriented programming&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.youtube.com/playlist?list=PLAwxTw4SYaPkWVHeC_8aSIbSxE_NXI76g&quot;&gt;Software Testing&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;4 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;6 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;Python, programming experience&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;(*) book by Blackburn, Bos, Striegnitz (compiled from &lt;a href=&quot;https://github.com/LearnPrologNow/lpn&quot;&gt;source&lt;/a&gt;, redistributed under &lt;a href=&quot;https://creativecommons.org/licenses/by-sa/4.0/&quot;&gt;CC license&lt;/a&gt;)&lt;/p&gt; 
&lt;h3&gt;Advanced systems&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;Topics covered&lt;/strong&gt;: &lt;code&gt;digital signaling&lt;/code&gt; &lt;code&gt;combinational logic&lt;/code&gt; &lt;code&gt;CMOS technologies&lt;/code&gt; &lt;code&gt;sequential logic&lt;/code&gt; &lt;code&gt;finite state machines&lt;/code&gt; &lt;code&gt;processor instruction sets&lt;/code&gt; &lt;code&gt;caches&lt;/code&gt; &lt;code&gt;pipelining&lt;/code&gt; &lt;code&gt;virtualization&lt;/code&gt; &lt;code&gt;parallel processing&lt;/code&gt; &lt;code&gt;virtual memory&lt;/code&gt; &lt;code&gt;synchronization primitives&lt;/code&gt; &lt;code&gt;system call interface&lt;/code&gt; &lt;code&gt;and more&lt;/code&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th style=&quot;text-align:left&quot;&gt;Courses&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Duration&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Effort&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Prerequisites&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Notes&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://learning.edx.org/course/course-v1:MITx+6.004.1x_3+3T2016&quot;&gt;Computation Structures 1: Digital Circuits&lt;/a&gt; &lt;a href=&quot;https://ocw.mit.edu/courses/6-004-computation-structures-spring-2017/&quot;&gt;alternative 1&lt;/a&gt; &lt;a href=&quot;https://ocw.mit.edu/courses/6-004-computation-structures-spring-2009/&quot;&gt;alternative 2&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;10 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;6 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://www.coursera.org/learn/nand2tetris2&quot;&gt;Nand2Tetris II&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;Alternate links contain all 3 courses.&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://learning.edx.org/course/course-v1:MITx+6.004.2x+3T2015&quot;&gt;Computation Structures 2: Computer Architecture&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;10 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;6 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;Computation Structures 1&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;-&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://learning.edx.org/course/course-v1:MITx+6.004.3x_2+1T2017&quot;&gt;Computation Structures 3: Computer Organization&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;10 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;6 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;Computation Structures 2&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;-&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;Advanced theory&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;Topics covered&lt;/strong&gt;: &lt;code&gt;formal languages&lt;/code&gt; &lt;code&gt;Turing machines&lt;/code&gt; &lt;code&gt;computability&lt;/code&gt; &lt;code&gt;event-driven concurrency&lt;/code&gt; &lt;code&gt;automata&lt;/code&gt; &lt;code&gt;distributed shared memory&lt;/code&gt; &lt;code&gt;consensus algorithms&lt;/code&gt; &lt;code&gt;state machine replication&lt;/code&gt; &lt;code&gt;computational geometry theory&lt;/code&gt; &lt;code&gt;propositional logic&lt;/code&gt; &lt;code&gt;relational logic&lt;/code&gt; &lt;code&gt;Herbrand logic&lt;/code&gt; &lt;code&gt;game trees&lt;/code&gt; &lt;code&gt;and more&lt;/code&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th style=&quot;text-align:left&quot;&gt;Courses&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Duration&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Effort&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Prerequisites&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://ocw.mit.edu/courses/18-404j-theory-of-computation-fall-2020/&quot;&gt;Theory of Computation&lt;/a&gt; (&lt;a href=&quot;https://www.youtube.com/playlist?list=PLEE7DF8F5E0203A56&quot;&gt;alternative&lt;/a&gt;)&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;13 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;10 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://openlearninglibrary.mit.edu/courses/course-v1:OCW+6.042J+2T2019/about&quot;&gt;Mathematics for Computer Science&lt;/a&gt;, logic, algorithms&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.edx.org/learn/geometry/tsinghua-university-ji-suan-ji-he-computational-geometry&quot;&gt;Computational Geometry&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;16 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;8 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;algorithms, C++&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://timroughgarden.org/f13/f13.html&quot;&gt;Algorithmic Game Theory&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;10 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;12 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;Core Theory&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;Advanced Information Security&lt;/h3&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th style=&quot;text-align:left&quot;&gt;Courses&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Duration&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Effort&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Prerequisites&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.edx.org/learn/computer-security/ku-leuven-web-security-fundamentals&quot;&gt;Web Security Fundamentals&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;5 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;4-6 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;understanding basic web technologies&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.coursera.org/learn/security-governance-compliance&quot;&gt;Security Governance &amp;amp; Compliance&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;3 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;3 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;-&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.coursera.org/learn/digital-forensics-concepts&quot;&gt;Digital Forensics Concepts&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;3 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;2-3 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;Core Security&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.edx.org/learn/software-development/the-linux-foundation-secure-software-development-requirements-design-and-reuse&quot;&gt;Secure Software Development: Requirements, Design, and Reuse&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;7 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;1-2 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;Core Programming and Core Security&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.edx.org/learn/software-development/the-linux-foundation-secure-software-development-implementation&quot;&gt;Secure Software Development: Implementation&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;7 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;1-2 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;Secure Software Development: Requirements, Design, and Reuse&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.edx.org/learn/software-engineering/the-linux-foundation-secure-software-development-verification-and-more-specialized-topics&quot;&gt;Secure Software Development: Verification and More Specialized Topics&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;7 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;1-2 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;Secure Software Development: Implementation&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;Advanced math&lt;/h3&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th style=&quot;text-align:left&quot;&gt;Courses&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Duration&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Effort&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Prerequisites&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Discussion&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.youtube.com/playlist?list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab&quot;&gt;Essence of Linear Algebra&lt;/a&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;a href=&quot;https://ossu.dev/precollege-math&quot;&gt;high school math&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.gg/m6wHbP6&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://ocw.mit.edu/courses/mathematics/18-06sc-linear-algebra-fall-2011/&quot;&gt;Linear Algebra&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;14 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;12 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;corequisite: Essence of Linear Algebra&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.gg/k7nSWJH&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://ocw.mit.edu/courses/mathematics/18-335j-introduction-to-numerical-methods-spring-2019/index.htm&quot;&gt;Introduction to Numerical Methods&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;14 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;12 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://ocw.mit.edu/courses/mathematics/18-06sc-linear-algebra-fall-2011/&quot;&gt;Linear Algebra&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.gg/FNEcNNq&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://forallx.openlogicproject.org/&quot;&gt;Introduction to Formal Logic&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;10 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;4-8 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://www.youtube.com/playlist?list=PL5KkMZvBpo5AH_5GpxMiryJT6Dkj32H6N&quot;&gt;Set Theory&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.gg/MbM2Gg5&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://stat110.hsites.harvard.edu/&quot;&gt;Probability&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;15 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;5-10 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://www.edx.org/course/calculus-1b-integration&quot;&gt;Differentiation and Integration&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;&lt;a href=&quot;https://discord.gg/UVjs9BU&quot;&gt;chat&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h2&gt;Final project&lt;/h2&gt; 
&lt;p&gt;Part of learning is doing. The assignments and exams for each course are to prepare you to use your knowledge to solve real-world problems.&lt;/p&gt; 
&lt;p&gt;After you&#39;ve completed Core CS and the parts of Advanced CS relevant to you, you should identify a problem that you can solve using the knowledge you&#39;ve acquired. You can create something entirely new, or you can improve some tool/program that you use and wish were better.&lt;/p&gt; 
&lt;p&gt;Students who would like more guidance in creating a project may choose to use a series of project oriented courses. Here is a sample of options (many more are available, at this point you should be capable of identifying a series that is interesting and relevant to you):&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th style=&quot;text-align:left&quot;&gt;Courses&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Duration&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Effort&lt;/th&gt; 
   &lt;th style=&quot;text-align:center&quot;&gt;Prerequisites&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://fullstackopen.com/en/&quot;&gt;Fullstack Open&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;12 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;15 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;programming&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://modernrobotics.northwestern.edu&quot;&gt;Modern Robotics&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;26 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;2-5 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;freshman-level physics, linear algebra, calculus, &lt;a href=&quot;https://www.khanacademy.org/math/differential-equations&quot;&gt;linear ordinary differential equations&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.coursera.org/specializations/data-mining&quot;&gt;Data Mining (Specialization)&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;30 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;2-5 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;machine learning&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.coursera.org/specializations/big-data&quot;&gt;Big Data (Specialization)&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;30 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;3-5 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;none&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.coursera.org/specializations/internet-of-things&quot;&gt;Internet of Things (Specialization)&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;30 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;1-5 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;strong programming&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.coursera.org/specializations/cloud-computing&quot;&gt;Cloud Computing (Specialization)&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;30 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;2-6 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;C++ programming&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.coursera.org/specializations/jhu-data-science&quot;&gt;Data Science (Specialization)&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;43 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;1-6 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;none&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.coursera.org/specializations/scala&quot;&gt;Functional Programming in Scala (Specialization)&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;29 weeks&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;4-5 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;One year programming experience&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td style=&quot;text-align:left&quot;&gt;&lt;a href=&quot;https://www.coursera.org/specializations/game-design-and-development&quot;&gt;Game Design and Development with Unity 2020 (Specialization)&lt;/a&gt;&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;6 months&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;5 hours/week&lt;/td&gt; 
   &lt;td style=&quot;text-align:center&quot;&gt;programming, interactive design&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h2&gt;Congratulations&lt;/h2&gt; 
&lt;p&gt;After completing the requirements of the curriculum above, you will have completed the equivalent of a full bachelor&#39;s degree in Computer Science. Congratulations!&lt;/p&gt; 
&lt;p&gt;What is next for you? The possibilities are boundless and overlapping:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Look for a job as a developer!&lt;/li&gt; 
 &lt;li&gt;Check out the &lt;a href=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/extras/readings.md&quot;&gt;readings&lt;/a&gt; for classic books you can read that will sharpen your skills and expand your knowledge.&lt;/li&gt; 
 &lt;li&gt;Join a local developer meetup (e.g. via &lt;a href=&quot;https://www.meetup.com/&quot;&gt;meetup.com&lt;/a&gt;).&lt;/li&gt; 
 &lt;li&gt;Pay attention to emerging technologies in the world of software development: 
  &lt;ul&gt; 
   &lt;li&gt;Explore the &lt;strong&gt;actor model&lt;/strong&gt; through &lt;a href=&quot;https://elixir-lang.org/&quot;&gt;Elixir&lt;/a&gt;, a new functional programming language for the web based on the battle-tested Erlang Virtual Machine!&lt;/li&gt; 
   &lt;li&gt;Explore &lt;strong&gt;borrowing and lifetimes&lt;/strong&gt; through &lt;a href=&quot;https://www.rust-lang.org/&quot;&gt;Rust&lt;/a&gt;, a systems language which achieves memory- and thread-safety without a garbage collector!&lt;/li&gt; 
   &lt;li&gt;Explore &lt;strong&gt;dependent type systems&lt;/strong&gt; through &lt;a href=&quot;https://www.idris-lang.org/&quot;&gt;Idris&lt;/a&gt;, a new Haskell-inspired language with unprecedented support for type-driven development.&lt;/li&gt; 
  &lt;/ul&gt; &lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/ossu/computer-science/master/images/keep-learning.webp&quot; alt=&quot;keep learning&quot; /&gt;&lt;/p&gt; 
&lt;h1&gt;Code of conduct&lt;/h1&gt; 
&lt;p&gt;&lt;a href=&quot;https://github.com/ossu/code-of-conduct&quot;&gt;OSSU&#39;s code of conduct&lt;/a&gt;.&lt;/p&gt; 
&lt;h2&gt;How to show your progress&lt;/h2&gt; 
&lt;p&gt;&lt;a href=&quot;https://www.freecodecamp.org/news/how-to-fork-a-github-repository/&quot;&gt;Fork&lt;/a&gt; the &lt;a href=&quot;https://github.com/ossu/computer-science&quot;&gt;GitHub repo&lt;/a&gt; into your own GitHub account and put ✅ next to the stuff you&#39;ve completed as you complete it. This can serve as your &lt;a href=&quot;https://en.wikipedia.org/wiki/Kanban_board&quot;&gt;kanban board&lt;/a&gt; and will be faster to implement than any other solution (giving you time to spend on the courses).&lt;/p&gt; 
&lt;h1&gt;Team&lt;/h1&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;&lt;a href=&quot;https://github.com/ericdouglas&quot;&gt;Eric Douglas&lt;/a&gt;&lt;/strong&gt;: founder of OSSU&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;&lt;a href=&quot;https://github.com/joshmhanson&quot;&gt;Josh Hanson&lt;/a&gt;&lt;/strong&gt;: lead technical maintainer&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;&lt;a href=&quot;https://github.com/waciumawanjohi&quot;&gt;Waciuma Wanjohi&lt;/a&gt;&lt;/strong&gt;: lead academic maintainer&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;&lt;a href=&quot;https://github.com/ossu/computer-science/graphs/contributors&quot;&gt;Contributors&lt;/a&gt;&lt;/strong&gt;&lt;/li&gt; 
&lt;/ul&gt;</description>
      
      <media:content url="https://opengraph.githubassets.com/9ef9d7a76caf069173fbf7b540bba028716169f562ac00a63f4d635b7182f8ce/ossu/computer-science" medium="image" />
      
    </item>
    
    <item>
      <title>baojie/shiji-kb</title>
      <link>https://github.com/baojie/shiji-kb</link>
      <description>&lt;h1&gt;史记知识库 - 让两千年的文字活过来&lt;/h1&gt; 
&lt;blockquote&gt; 
 &lt;p&gt;两千年来我们读《史记》，现在让机器帮我们&quot;看见&quot;隐藏的知识网络。&lt;/p&gt; 
&lt;/blockquote&gt; 
&lt;p&gt;&lt;strong&gt;在线阅读（GitHub Pages）&lt;/strong&gt;: &lt;a href=&quot;https://baojie.github.io/shiji-kb&quot;&gt;https://baojie.github.io/shiji-kb&lt;/a&gt; | &lt;strong&gt;Wiki&lt;/strong&gt;: &lt;a href=&quot;https://baojie.github.io/shiji-kb/wiki/&quot;&gt;https://baojie.github.io/shiji-kb/wiki/&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;在线阅读（自有域名 · 备用/国内更快）&lt;/strong&gt;: &lt;a href=&quot;https://shiji.memify.wiki/&quot;&gt;https://shiji.memify.wiki/&lt;/a&gt; | &lt;strong&gt;Wiki&lt;/strong&gt;: &lt;a href=&quot;https://shiji.memify.wiki/wiki&quot;&gt;https://shiji.memify.wiki/wiki&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;报告问题&lt;/strong&gt;: &lt;a href=&quot;https://github.com/baojie/shiji-kb/issues/new&quot;&gt;提交Issue&lt;/a&gt; （推荐截屏+paste） &lt;strong&gt;许可证&lt;/strong&gt;: &lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/LICENSE&quot;&gt;CC BY-NC-SA 4.0&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;学术文献请引用：鲍捷，史记知识库，2026，在线发布于&lt;a href=&quot;https://github.com/baojie/shiji-kb&quot;&gt;https://github.com/baojie/shiji-kb&lt;/a&gt;&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;这是什么？&lt;/h2&gt; 
&lt;p&gt;&lt;strong&gt;一句话介绍&lt;/strong&gt;：用AI将《史记》57万字转化为可交互、可探索的知识图谱，让两千年前的文字像代码一样可以语法高亮、跳转、搜索、推理。&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;核心成果&lt;/strong&gt;（2026-05-14）：&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;14,065 个实体&lt;/strong&gt;，&lt;strong&gt;126,441 次标注&lt;/strong&gt;（18 类名词 + 4 类动词，共 22 类）&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;3,198 个历史事件&lt;/strong&gt;，98.7% 标注公元纪年&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;7,637 条事件关系&lt;/strong&gt;（9 种类型）&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;130条交互式时间线&lt;/strong&gt;（&quot;史记地铁图&quot;）&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;2本PDF方法论书籍&lt;/strong&gt;（425页元技能+438页管线技能）&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;近期里程碑&lt;/strong&gt;（2026-05-14）：&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;Wiki 突破 20,000 页&lt;/strong&gt;：三周内从 5,600 页增长至 20,830 页（含 1,246 篇 premium + 686 篇 featured 精品页），知识量 K ≈ 810,000&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;首页 Hero 区大改版&lt;/strong&gt;：星空背景图 + 篆刻印章 + 渐变遮罩，全断点响应式布局&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Butler 累计运行 12,000+ 轮&lt;/strong&gt;：从 R121→R12,000，涵盖 stub 新建、精品扩写、引文核验、断链修复、premium 升级、地名配图等全类型 wiki 维护操作&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;五级质量评估体系&lt;/strong&gt;：stub→basic→standard→featured→premium 自动化管线&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;谭其骧《中国历史地图集》地名配图&lt;/strong&gt;：600+ 地名页自动裁切历史地图截图&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;实体全类型导入&lt;/strong&gt;：20 类实体 ~6,290 页 + 458 篇故事 + 202 邦国页全量导入&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;20 国君主世系表&lt;/strong&gt;：全量重建，含无年代/无页面君主&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;史源推理实验室&lt;/strong&gt;扩展：12 个深度案例（107,000 字），含长平之战财政计算、冯谖烧券买义经济学分析&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;适合谁？&lt;/strong&gt;&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;📖 &lt;strong&gt;历史爱好者&lt;/strong&gt;：语法高亮阅读、一键跳转、人物关系图谱&lt;/li&gt; 
 &lt;li&gt;🎓 &lt;strong&gt;学术研究者&lt;/strong&gt;：矛盾检测、史料溯源、系统化推理&lt;/li&gt; 
 &lt;li&gt;🎮 &lt;strong&gt;内容创作者&lt;/strong&gt;：历史素材引擎、二次创作工具库&lt;/li&gt; 
 &lt;li&gt;🤖 &lt;strong&gt;AI工程师&lt;/strong&gt;：古籍知识工程方法论、Agent工作流参考&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;h2&gt;快速体验&lt;/h2&gt; 
&lt;h3&gt;在线阅读器&lt;/h3&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;站点&lt;/th&gt; 
   &lt;th&gt;地址&lt;/th&gt; 
   &lt;th&gt;说明&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;GitHub Pages&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://baojie.github.io/shiji-kb&quot;&gt;https://baojie.github.io/shiji-kb&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;主站，通过 CDN 全球分发&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;shiji.memify.wiki&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://shiji.memify.wiki/&quot;&gt;https://shiji.memify.wiki/&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;备用站，服务端渲染，国内访问更稳定&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;&lt;strong&gt;精选章节&lt;/strong&gt;（两个站点均可访问）:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://baojie.github.io/shiji-kb/chapters/001_%E4%BA%94%E5%B8%9D%E6%9C%AC%E7%BA%AA.html&quot;&gt;五帝本纪&lt;/a&gt; - 上古神话与帝王传说&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://baojie.github.io/shiji-kb/chapters/007_%E9%A1%B9%E7%BE%BD%E6%9C%AC%E7%BA%AA.html&quot;&gt;项羽本纪&lt;/a&gt; - 西楚霸王的兴衰&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://baojie.github.io/shiji-kb/chapters/016_%E7%A7%A6%E6%A5%9A%E4%B9%8B%E9%99%85%E6%9C%88%E8%A1%A8.html&quot;&gt;秦楚之际月表&lt;/a&gt; - 交互式历史年表&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://baojie.github.io/shiji-kb/chapters/047_%E5%AD%94%E5%AD%90%E4%B8%96%E5%AE%B6.html&quot;&gt;孔子世家&lt;/a&gt; - 儒家圣人的一生&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://baojie.github.io/shiji-kb/chapters/086_%E5%88%BA%E5%AE%A2%E5%88%97%E4%BC%A0.html&quot;&gt;刺客列传&lt;/a&gt; - 专诸、聂政、荆轲传奇&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;核心功能&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;22 类实体语法高亮&lt;/strong&gt;：18 类名词（人名/地名/官职/身份/时间/邦国/氏族/名物/族群/器物/天文/神话/生物/数量/典籍/礼仪/刑法/思想）+ 4 类动词（军事/刑罚/政治/经济）&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;语法高亮开关&lt;/strong&gt;：右上角齿轮按钮，可关闭高亮专注阅读（持久化保存偏好）&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;知识索引跳转&lt;/strong&gt;：&lt;strong&gt;14,065 个实体词条&lt;/strong&gt;（126,441 次标注），别名 3,489 条（variants），章内消歧 11,514 处&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Purple Numbers段落编号&lt;/strong&gt;：每个段落可精确引用和分享（致敬Doug Engelbart）&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;史记地铁图&lt;/strong&gt;：130条线路×3,197站点，支持缩放/拖拽/搜索/时间线 (&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/app/metro&quot;&gt;app/metro&lt;/a&gt;)&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;阅读器演进五层次&lt;/h3&gt; 
&lt;p&gt;从原始文本到全功能知识库：&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;原文 → 专名标注 → 语法高亮 → 语义排版 → 关系连线&lt;/strong&gt;&lt;/p&gt; 
&lt;p&gt;&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/resources/publications/notes/%E5%8F%B2%E8%AE%B0%E8%AF%AD%E6%B3%95%E9%AB%98%E4%BA%AE%E5%88%9B%E9%80%A0%E8%BF%87%E7%A8%8B.md&quot;&gt;查看完整演进过程&lt;/a&gt; | &lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/resources/publications/draft/2026-03-16_%E5%8F%B2%E8%AE%B0%E9%98%85%E8%AF%BB%E5%99%A8%E9%87%8D%E6%9E%84%E4%B8%8E%E8%AF%AD%E4%B9%89%E6%8E%92%E7%89%88/%E5%8F%B2%E8%AE%B0%E9%98%85%E8%AF%BB%E5%99%A8%E9%87%8D%E6%9E%84%E4%B8%8E%E8%AF%AD%E4%B9%89%E6%8E%92%E7%89%88.md&quot;&gt;语义排版技术细节&lt;/a&gt;&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;三大突破&lt;/h2&gt; 
&lt;h3&gt;🎯 Agentic Ontology：AI时代的知识工程新范式&lt;/h3&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;&lt;/th&gt; 
   &lt;th&gt;传统本体构建（2001）&lt;/th&gt; 
   &lt;th&gt;Agentic Ontology（2026）&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;起点&lt;/td&gt; 
   &lt;td&gt;专家在Protégé中从空白开始&lt;/td&gt; 
   &lt;td&gt;AI从原始文本中提取&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;方向&lt;/td&gt; 
   &lt;td&gt;自上而下设计&lt;/td&gt; 
   &lt;td&gt;自下而上涌现&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;规模&lt;/td&gt; 
   &lt;td&gt;数十个类、数百个实例&lt;/td&gt; 
   &lt;td&gt;数千个类、数万个实例&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;迭代速度&lt;/td&gt; 
   &lt;td&gt;数周一轮&lt;/td&gt; 
   &lt;td&gt;数小时一轮&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;核心瓶颈&lt;/td&gt; 
   &lt;td&gt;&lt;strong&gt;2001: 设计&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;strong&gt;2026: 反思/进化&lt;/strong&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;&lt;strong&gt;核心转变&lt;/strong&gt;：2001年的难点是&quot;设计本体&quot;，2026年的难点是&quot;反思/进化AI提取的本体&quot;。本体不再是专家预先设计的蓝图，而是从数据中生长出来、由人类修剪和校准的有机结构。&lt;/p&gt; 
&lt;blockquote&gt; 
 &lt;p&gt;详见方法论对标文档：&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/resources/publications/draft/2026-03-20_agentic_ontology_101/agentic_ontology_101.md&quot;&gt;Agentic Ontology 101&lt;/a&gt;（英文，对标Noy &amp;amp; McGuinness 2001经典）&lt;/p&gt; 
&lt;/blockquote&gt; 
&lt;h3&gt;📚 可复用方法论：从一部书到整个文库&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;总控SKILL&lt;/strong&gt; - 完整管线操作指南&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;九步管线的执行顺序、依赖关系、质量检查点&lt;/li&gt; 
 &lt;li&gt;→ &lt;strong&gt;&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/skills/SKILL_00_%E7%AE%A1%E7%BA%BF%E6%80%BB%E8%A7%88.md&quot;&gt;SKILL_00_管线总览&lt;/a&gt;&lt;/strong&gt; | &lt;strong&gt;&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/skills/INDEX.md&quot;&gt;完整SKILL索引&lt;/a&gt;&lt;/strong&gt; | &lt;strong&gt;&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/skills/pipeline.svg&quot;&gt;📊 管线大图 pipeline.svg&lt;/a&gt;&lt;/strong&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;14个元技能（Meta-Skills）&lt;/strong&gt; - 通用知识工程方法论&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;OTF+JIT+Bootstrap、反思循环、冷启动、柳叶刀方法、质量控制、SKILL优化与演化……&lt;/li&gt; 
 &lt;li&gt;→ &lt;strong&gt;&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/resources/publications/meta-skill-book/%E5%A4%A7%E8%A7%84%E6%A8%A1%E7%9F%A5%E8%AF%86%E5%BA%93%E6%9E%84%E9%80%A0%E5%85%83%E6%8A%80%E8%83%BD%E6%96%B9%E6%B3%95%E8%AE%BA.pdf&quot;&gt;下载PDF合集&lt;/a&gt;&lt;/strong&gt;（发布日期：2026-03-18，425页，2.35MB，包含14个元技能）&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;89个管线技能（Pipeline Skills）&lt;/strong&gt; - 古籍处理完整技术栈&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;校勘→结构分析→实体构建→事件构建→关系构建→本体构建→逻辑推理→知识库管驭→应用→项目管理&lt;/li&gt; 
 &lt;li&gt;→ &lt;strong&gt;&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/resources/publications/pipeline-skills-book/%E5%8F%B2%E8%AE%B0%E7%9F%A5%E8%AF%86%E5%BA%93%E6%9E%84%E9%80%A0%E7%AE%A1%E7%BA%BF%E6%8A%80%E8%83%BD%E6%89%8B%E5%86%8C.pdf&quot;&gt;下载PDF合集&lt;/a&gt;&lt;/strong&gt;（发布日期：2026-03-19，438页，3.01MB，包含40个管线SKILL）&lt;/li&gt; 
 &lt;li&gt;注：当前SKILL体系已扩展至103个（14元技能 + 89管线技能），PDF为2026-03-19版本快照&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;技术文章&lt;/strong&gt; - 方法论实战解读&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;《从历史书中探索知识图谱》（2026-03-19）：项目缘起、核心成果、技术架构、元技能体系的完整呈现&lt;/li&gt; 
 &lt;li&gt;→ &lt;strong&gt;&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/resources/draft/2026-03-19_%E4%BB%8E%E5%8E%86%E5%8F%B2%E4%B9%A6%E4%B8%AD%E6%8E%A2%E7%B4%A2%E7%9F%A5%E8%AF%86%E5%9B%BE%E8%B0%B1/%E4%BB%8E%E5%8E%86%E5%8F%B2%E4%B9%A6%E4%B8%AD%E6%8E%A2%E7%B4%A2%E7%9F%A5%E8%AF%86%E5%9B%BE%E8%B0%B1.pdf&quot;&gt;下载PDF（14页，1.5MB）&lt;/a&gt;&lt;/strong&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;为什么是SKILL而非代码？&lt;/strong&gt;&lt;/p&gt; 
&lt;p&gt;四个关键原因：&lt;/p&gt; 
&lt;ol&gt; 
 &lt;li&gt; &lt;p&gt;&lt;strong&gt;灵活性&lt;/strong&gt;：每个研究问题都不同。传统代码需要重写，SKILL只需调整提示词。当发现新的错误模式（如&quot;单锚点塌缩&quot;），直接写入SKILL文档，所有后续章节自动获益——无需修改代码逻辑。&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;strong&gt;可读性&lt;/strong&gt;：学者能直接阅读和验证方法论。事件年代反思的26条错误模式、12条推理逻辑，用自然语言表达比正则表达式或if-else分支更清晰。史学研究者可以挑战、改进这些规则，而不需要懂编程。&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;strong&gt;普适性&lt;/strong&gt;：同一套SKILL架构可直接迁移。《史记》的实体标注SKILL稍作调整即可用于《汉书》《资治通鉴》；年代推断SKILL可复用到任何编年史料。代码往往与具体数据格式强耦合。&lt;/p&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;strong&gt;可演进性&lt;/strong&gt;：知识工程本身可以自举。系统从李开元《秦崩》学会30+种史源溯源方法 → 提炼成SKILL → 用这个SKILL分析新案例 → 发现8种新方法 → 更新SKILL。这个闭环用传统代码难以实现。&lt;/p&gt; &lt;/li&gt; 
&lt;/ol&gt; 
&lt;p&gt;这套管线的执行，没有人从头写过一行传统程序。每一步对应一份SKILL文档——用结构化自然语言写清楚：输入是什么、处理逻辑是什么、输出是什么、怎么验证。AI读SKILL，执行SKILL，产出结果。&lt;/p&gt; 
&lt;h3&gt;🔍 从数据中涌现的洞见&lt;/h3&gt; 
&lt;p&gt;语法高亮是认知辅助的第一步。更深层的突破是：&lt;strong&gt;当实体、事件、关系被结构化后，机器能发现人力不可能完成的模式——跨130篇的矛盾检测、跨越2600年的规律归纳、从57万字中自动推断治乱兴衰的深层逻辑。&lt;/strong&gt;&lt;/p&gt; 
&lt;p&gt;知识图谱在构建过程中发现了20+个跨章洞见（详见 &lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/kg/ontology/ontology-v1/eureka.md&quot;&gt;eureka.md&lt;/a&gt;）：&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;征服-治理倒转&lt;/strong&gt;：打天下的手段恰恰是治天下的障碍&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;边缘优势&lt;/strong&gt;：成功王朝一致从边缘地区起源&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;宽恕悖论&lt;/strong&gt;：对下属的宽恕创造忠诚，对敌国的宽恕制造灾难&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;冯谖烧券买义的经济学&lt;/strong&gt;：首次用现代财政分析解读战国债务免除——年利率推算、债务规模估算、免除成本效益分析，揭示孟尝君如何通过3000金换取薛地民心，开创战国贵族财政史研究（详见&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/labs/source-inference/source_inference_%E6%A1%88%E4%BE%8B12_%E5%86%AF%E8%B0%96%E7%83%A7%E5%88%B8%E4%B9%B0%E4%B9%89.md&quot;&gt;案例12&lt;/a&gt;）&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;沙丘之谋的四层传播链&lt;/strong&gt;：追溯&quot;赵高-李斯-胡亥密谋&quot;故事从前210年到司马迁时代的百年传播路径，揭示官方史料、野史传说、儒家叙事如何层层叠加，最终形成《史记》版本（详见&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/labs/source-inference/source_inference_%E6%A1%88%E4%BE%8B04_%E6%B2%99%E4%B8%98%E4%B9%8B%E8%B0%8B.md&quot;&gt;案例04&lt;/a&gt;）&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;这证明：&lt;strong&gt;当知识被充分结构化后，机器辅助的推理能发现人类难以通过线性阅读察觉的深层模式&lt;/strong&gt;。&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;🎨 应用与实验&lt;/h2&gt; 
&lt;p&gt;&lt;strong&gt;史记是个巨大的宝库，知识图谱是产生创见的浓缩咖啡。&lt;/strong&gt; 它能让我们更快、更自动化地创作出更多更好的播客、短视频、小说、电影、游戏。当然，也能帮我们发现历史真相，进行学术研究。&lt;/p&gt; 
&lt;p&gt;最新好玩的实验（都是刚刚开始的在进行中的半成品）：&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/labs/sima-qian-style/&quot;&gt;太史公曰&lt;/a&gt;&lt;/strong&gt; - AI学太史公写作：三层SKILL架构，把乔布斯、葛底斯堡演说改写成《史记》文风&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/labs/source-inference/&quot;&gt;太史公怎么知道&lt;/a&gt;&lt;/strong&gt; ✨NEW - 史源溯源与历史推理：整合李开元30+种方法 + 《安史之乱》8种新方法，&lt;strong&gt;12个深度案例（107,000字）&lt;/strong&gt; 
  &lt;ul&gt; 
   &lt;li&gt;案例11：长平之战财政计算，揭示赵王换将真因&lt;/li&gt; 
   &lt;li&gt;案例12：冯谖烧券买义经济学分析，开创战国贵族财政史研究&lt;/li&gt; 
  &lt;/ul&gt; &lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/labs/contradiction-analysis/&quot;&gt;矛盾分析&lt;/a&gt;&lt;/strong&gt; - 130篇里谁说了假话：AI跨篇章矛盾检测，基于&lt;strong&gt;史记常识库&lt;/strong&gt;发现10个反常案例&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/kg/common-sense/&quot;&gt;史记常识库&lt;/a&gt;&lt;/strong&gt; - 10大类普适性规律知识（108+条目），支持反常检测与真实性推理，&lt;strong&gt;首轮反思迭代提取8个高质量常识&lt;/strong&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/labs/prototypes/&quot;&gt;语义排版&lt;/a&gt;&lt;/strong&gt; - 文本也能像代码一样高亮：句间关系可视化&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;→ 更多实验见 &lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/labs/&quot;&gt;&lt;code&gt;labs/&lt;/code&gt;&lt;/a&gt; 目录&lt;/p&gt; 
&lt;h3&gt;应用场景&lt;/h3&gt; 
&lt;p&gt;详见：&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/resources/publications/draft/2026-03-16_%E5%8F%B2%E8%AE%B0%E9%98%85%E8%AF%BB%E5%99%A8%E9%87%8D%E6%9E%84%E4%B8%8E%E8%AF%AD%E4%B9%89%E6%8E%92%E7%89%88/%E5%8F%B2%E8%AE%B0%E9%98%85%E8%AF%BB%E5%99%A8%E9%87%8D%E6%9E%84%E4%B8%8E%E8%AF%AD%E4%B9%89%E6%8E%92%E7%89%88.md&quot;&gt;史记阅读器重构与语义排版&lt;/a&gt;&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;文艺二次创造&lt;/strong&gt;：历史小说/电影/短剧素材引擎，快速检索人物关系、事件脉络、场景细节 
  &lt;ul&gt; 
   &lt;li&gt;播客案例：&lt;a href=&quot;https://www.xiaoyuzhoufm.com/episode/69c40294852cf1b8bbe08cf7&quot;&gt;EP02 AI侦探：荆轲死了，秦始皇不说，那谁说的&lt;/a&gt; - 从知识图谱到音频叙事的创作实践&lt;/li&gt; 
  &lt;/ul&gt; &lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;游戏化&lt;/strong&gt;：SKU→技能卡，事件→剧情，实体→角色。一个知识库支撑一百款不同游戏&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;历史探案&lt;/strong&gt;：年龄/婚姻/家庭一致性自动检验，矛盾自动浮现&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;学术研究&lt;/strong&gt;：矛盾检测、史料溯源、系统化推理（详见&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/#%E7%A4%BE%E5%8C%BA%E5%8F%8D%E9%A6%88&quot;&gt;北大考古学生反馈&lt;/a&gt;）&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;跨语言历史&lt;/strong&gt;：波斯文/蒙古文/阿拉伯文史料融合中文知识图谱，边疆史多视角呈现&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;考古应用&lt;/strong&gt;：16万份甲骨拓片系统性分析，单字研究逻辑并行化&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;h2&gt;史记 Wiki&lt;/h2&gt; 
&lt;p&gt;&lt;strong&gt;在线地址&lt;/strong&gt;:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;GitHub Pages: &lt;a href=&quot;https://baojie.github.io/shiji-kb/wiki/&quot;&gt;https://baojie.github.io/shiji-kb/wiki/&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;shiji.memify.wiki: &lt;a href=&quot;https://shiji.memify.wiki/wiki&quot;&gt;https://shiji.memify.wiki/wiki&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;《史记》结构化知识的百科式入口——把标注数据、知识图谱、史源分析整合为人可阅读的 wiki 页面网络。&lt;/p&gt; 
&lt;h3&gt;规模（2026-05-14）&lt;/h3&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;指标&lt;/th&gt; 
   &lt;th&gt;数值&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;总页数&lt;/td&gt; 
   &lt;td&gt;20,830+&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;Premium 精品页&lt;/td&gt; 
   &lt;td&gt;1,246&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;Featured 精品页&lt;/td&gt; 
   &lt;td&gt;686&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;知识量 K&lt;/td&gt; 
   &lt;td&gt;~810,000&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;页面类型&lt;/td&gt; 
   &lt;td&gt;person / event / story / chapter / place / state / concept / 侯国 / sanwen … 共 15 类&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;页面类型&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;person&lt;/strong&gt;：人物页，含生平、事件时间线、原文引证、横向对照&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;event&lt;/strong&gt;：事件页，精品事件附五维评分与引文核验&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;chapter&lt;/strong&gt;：130 章节索引页，链接原文阅读器&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;state&lt;/strong&gt;：邦国页（秦/汉/楚/赵/燕/魏/韩/越…），含兴亡脉络&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;place&lt;/strong&gt;：地名页（黄河/咸阳/番禺/鸿门…）&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;story&lt;/strong&gt;：成语典故页（附史记出处与原文）&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;concept&lt;/strong&gt;：政治地理与思想概念页（天下/中国/三秦…）&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;sanwen&lt;/strong&gt;：诏令、辩论、誓词等散文体知识单元&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Butler Agent&lt;/h3&gt; 
&lt;p&gt;wiki 由 &lt;strong&gt;butler&lt;/strong&gt;（自主 AI agent）按轮次维护：每轮执行一个原子操作（新建 stub、深化精品页、引文核验、类型整理），每 23 轮批量提交一次。&lt;/p&gt; 
&lt;p&gt;agent 配备三层反思机制：&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;反思类型&lt;/th&gt; 
   &lt;th&gt;触发条件&lt;/th&gt; 
   &lt;th&gt;作用&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;W5 流程反思&lt;/td&gt; 
   &lt;td&gt;每 20 条 action&lt;/td&gt; 
   &lt;td&gt;识别系统性问题，修订操作规则&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;W9 图式反思&lt;/td&gt; 
   &lt;td&gt;每完成 6 页（3 精品+3 stub）&lt;/td&gt; 
   &lt;td&gt;发现页面结构模式，建立类型模板&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;W11 类型审计&lt;/td&gt; 
   &lt;td&gt;每 10 轮&lt;/td&gt; 
   &lt;td&gt;扫描错误分类，追踪知识量分布&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;详见：&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/wiki/doc/butler-reflections.md&quot;&gt;wiki/doc/butler-reflections.md&lt;/a&gt; — 所有反思记录总览&lt;/p&gt; 
&lt;h3&gt;本地运行&lt;/h3&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;python3 wiki/server/serve.py wiki/public 8000
# 浏览器打开 http://localhost:8000
&lt;/code&gt;&lt;/pre&gt; 
&lt;hr /&gt; 
&lt;h2&gt;核心数据&lt;/h2&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;类别&lt;/th&gt; 
   &lt;th&gt;规模&lt;/th&gt; 
   &lt;th&gt;亮点&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;文本标注&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;130 篇，57.7 万字&lt;/td&gt; 
   &lt;td&gt;&lt;strong&gt;22 类实体&lt;/strong&gt;（18 类名词 + 4 类动词），126,441 次标注&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;实体&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;strong&gt;14,065 词条 / 126,441 次标注&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;4 轮按章反思，累计修正 ~28,000 处&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;知识索引&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;18 类名词 + 4 类动词 + 3 类语义关系&lt;/td&gt; 
   &lt;td&gt;别名 3,489 条（variants），章内消歧 11,514 处&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;事件&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;3,198 个，11 类事件类型&lt;/td&gt; 
   &lt;td&gt;98.7% 已标注公元纪年&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;事件关系&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;7,637 条，9 种类型&lt;/td&gt; 
   &lt;td&gt;4 种自动计算 + 5 种 LLM 推断，1,876 个跨章换乘&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;知识单元&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;434 事实 + 241 技能&lt;/td&gt; 
   &lt;td&gt;7,497 个实体关联&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;方法论&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;14 元技能 + 89 管线技能&lt;/td&gt; 
   &lt;td&gt;2 本 PDF 合集（共 863 页，2026-03 快照）&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;技术文章&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;1 篇，14 页 PDF&lt;/td&gt; 
   &lt;td&gt;《从历史书中探索知识图谱》（2026-03-19）&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h3&gt;标注质量里程碑&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;事件时间反思&lt;/strong&gt;（5轮Agent迭代，累计修正~2,100处）：&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;第1轮：1,010处（消除系统性错误，建立26条错误模式）&lt;/li&gt; 
 &lt;li&gt;第2轮：431处（精细调校，确定性升级）&lt;/li&gt; 
 &lt;li&gt;第3轮：465处（收敛验证，格式清理）&lt;/li&gt; 
 &lt;li&gt;第4轮：167处（终态验证，仅9%为实质性年份修正）&lt;/li&gt; 
 &lt;li&gt;第5轮：21处（跨章节交叉验证，强收敛）&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;实体标注反思&lt;/strong&gt;（4 轮按章审查，累计修正 ~20,000 处）：&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;第 1 轮（2026-03-15）：~1,913 处（类型边界修正，官职→身份等 650+ 处）&lt;/li&gt; 
 &lt;li&gt;第 2 轮（2026-03-17）：~9,955 处（刑法、礼仪等遗漏补充）&lt;/li&gt; 
 &lt;li&gt;第 3 轮（2026-03-21）：~890 处（时长消歧 A8 批量 770+，A70 动词格式红线封堵）&lt;/li&gt; 
 &lt;li&gt;第 4 轮（2026-04-16 至 04-18）：&lt;strong&gt;~8,684 处&lt;/strong&gt;（B7 邦国+人名总则批量升级、A110 主人公消歧无豁免、E3 半角引号全库扫描）&lt;/li&gt; 
 &lt;li&gt;规律库：&lt;strong&gt;134 条&lt;/strong&gt;（A 类型判断 116 + B 邦国氏族 7 + C 单字消歧 5 + D 领域专项 15 + E 格式残留 5）&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;其他质量保障&lt;/strong&gt;：&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;✅ CSS渲染升级v5.4：身份标注符号语义修复（8,774处）&lt;/li&gt; 
 &lt;li&gt;✅ 文本完整性验证：原文与标注文件逐字相同，100%通过&lt;/li&gt; 
 &lt;li&gt;📊 详见 &lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/doc/events/&quot;&gt;doc/events/&lt;/a&gt; | &lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/doc/entities/&quot;&gt;doc/entities/&lt;/a&gt; | &lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/doc/spec/RENDER_CSS%E5%8E%86%E5%8F%B2v5.4.md&quot;&gt;CSS版本历史&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;h2&gt;技术架构&lt;/h2&gt; 
&lt;h3&gt;四层语义递进模型&lt;/h3&gt; 
&lt;pre&gt;&lt;code&gt;结构语义 → 图谱语义 → 知识语义 → 应用语义
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;每一层回答不同的问题，严格递进：&lt;/p&gt; 
&lt;ol&gt; 
 &lt;li&gt; &lt;p&gt;&lt;strong&gt;结构语义&lt;/strong&gt;（第1层）：文本怎么组织的？句子间什么关系？&lt;/p&gt; 
  &lt;ul&gt; 
   &lt;li&gt;校勘、切分、编号、句间关系识别、三家注对齐&lt;/li&gt; 
  &lt;/ul&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;strong&gt;图谱语义&lt;/strong&gt;（第2层）：谁做了什么？在哪里？什么时候？&lt;/p&gt; 
  &lt;ul&gt; 
   &lt;li&gt;实体标注、事件提取、关系发现、年代推断&lt;/li&gt; 
  &lt;/ul&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;strong&gt;知识语义&lt;/strong&gt;（第3层）：怎么分类？遵循什么规律？&lt;/p&gt; 
  &lt;ul&gt; 
   &lt;li&gt;本体构建、逻辑推理、知识单元化、模式识别&lt;/li&gt; 
  &lt;/ul&gt; &lt;/li&gt; 
 &lt;li&gt; &lt;p&gt;&lt;strong&gt;应用语义&lt;/strong&gt;（第4层）：历史真相是什么？有哪些矛盾？能发现什么规律？&lt;/p&gt; 
  &lt;ul&gt; 
   &lt;li&gt;矛盾检测、规律归纳、交互式探索、洞见挖掘&lt;/li&gt; 
  &lt;/ul&gt; &lt;/li&gt; 
&lt;/ol&gt; 
&lt;p&gt;详见：&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/doc/methodology/%E7%A0%94%E7%A9%B6%E6%96%B9%E6%B3%95%E6%80%BB%E5%88%99.md&quot;&gt;研究方法总则&lt;/a&gt; | &lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/resources/publications/notes/%E9%A1%B9%E7%9B%AE%E5%88%9D%E8%A1%B7%E3%80%81%E6%84%BF%E6%99%AF%E4%B8%8E%E6%9C%AA%E6%9D%A5%E6%96%B9%E5%90%91.md&quot;&gt;项目初衷、愿景与未来方向&lt;/a&gt;&lt;/p&gt; 
&lt;h3&gt;九步管线（Agent驱动，可并行）&lt;/h3&gt; 
&lt;pre&gt;&lt;code&gt;01 校勘 → 02 结构分析 → 03 实体构建
  → [04 事件 / 05 关系 / 06 本体 并行]
  → 07 逻辑推理 → 08 SKU构造 → 09 应用构造
&lt;/code&gt;&lt;/pre&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;校勘&lt;/strong&gt;：多版本比对，生成定本 (&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/skills/SKILL_01_%E5%8F%A4%E7%B1%8D%E6%A0%A1%E5%8B%98.md&quot;&gt;SKILL 01&lt;/a&gt;)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;结构分析&lt;/strong&gt;：章节切分、Purple Numbers编号、句间语义关系、三家注对齐 (&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/skills/SKILL_02_%E7%BB%93%E6%9E%84%E5%88%86%E6%9E%90.md&quot;&gt;SKILL 02&lt;/a&gt;)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;实体构建&lt;/strong&gt;：18类NER标注、别名消歧、多轮反思审查 (&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/skills/SKILL_03_%E5%AE%9E%E4%BD%93%E6%9E%84%E5%BB%BA.md&quot;&gt;SKILL 03&lt;/a&gt;)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;事件构建&lt;/strong&gt;：结构化事件提取、公元纪年推断、十轮反思校正 (&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/skills/SKILL_04_%E4%BA%8B%E4%BB%B6%E6%9E%84%E5%BB%BA.md&quot;&gt;SKILL 04&lt;/a&gt;)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;关系构建&lt;/strong&gt;：9种关系类型、SPO三元组、事件链路 (&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/skills/SKILL_05_%E5%85%B3%E7%B3%BB%E6%9E%84%E5%BB%BA.md&quot;&gt;SKILL 05&lt;/a&gt;)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;本体构建&lt;/strong&gt;：实体词表→分类树→OWL/RDF (&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/skills/SKILL_06_%E6%9C%AC%E4%BD%93%E6%9E%84%E5%BB%BA.md&quot;&gt;SKILL 06&lt;/a&gt;)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;逻辑推理&lt;/strong&gt;：矛盾检测、生卒年推断、姓氏推理 (&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/skills/SKILL_07_%E9%80%BB%E8%BE%91%E6%8E%A8%E7%90%86.md&quot;&gt;SKILL 07&lt;/a&gt;)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;SKU构造&lt;/strong&gt;：知识单元化（Factual/Procedural/Relational） (&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/skills/SKILL_08_SKU%E6%9E%84%E9%80%A0.md&quot;&gt;SKILL 08&lt;/a&gt;)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;应用构造&lt;/strong&gt;：阅读器、地铁图、游戏化、问答 (&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/skills/SKILL_09_%E5%BA%94%E7%94%A8%E6%9E%84%E9%80%A0.md&quot;&gt;SKILL 09&lt;/a&gt;)&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;详见：&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/skills/SKILL_00_%E7%AE%A1%E7%BA%BF%E6%80%BB%E8%A7%88.md&quot;&gt;管线总览&lt;/a&gt; | &lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/skills/INDEX.md&quot;&gt;完整SKILL索引&lt;/a&gt; | &lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/skills/pipeline.svg&quot;&gt;📊 管线调用大图 pipeline.svg&lt;/a&gt;&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;路线图&lt;/h2&gt; 
&lt;h3&gt;近期：深化《史记》（2026 Q2-Q3）&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;十表交互式查看器&lt;/strong&gt;：将年表从静态HTML转为可筛选、可排序的动态表格&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;社会网络分析&lt;/strong&gt;：基于3,797个人名和已有关系数据，构建跨朝代人物网络&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;时空分析&lt;/strong&gt;：对接CHGIS（中国历史地理信息系统），构建可按朝代切换底图的交互式历史地图&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;系统化矛盾检测&lt;/strong&gt;：跨章交叉验证（如007项羽本纪 vs 008高祖本纪的死伤数矛盾）&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Neo4j图数据库&lt;/strong&gt;：导入知识图谱，支持Cypher查询和图算法分析&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;近期规划：3月完成史记，4月处理汉书和左传，5月完成通鉴。&lt;/p&gt; 
&lt;h3&gt;中期：扩展到26史+资治通鉴（2026-2027）&lt;/h3&gt; 
&lt;p&gt;项目的方法论（管线架构、SKILL文档、Agent工作流）设计之初就考虑了可移植性：&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;目标&lt;/th&gt; 
   &lt;th&gt;规模&lt;/th&gt; 
   &lt;th&gt;成本估算&lt;/th&gt; 
   &lt;th&gt;适配要点&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;二十六史&lt;/td&gt; 
   &lt;td&gt;~4,000万字&lt;/td&gt; 
   &lt;td&gt;优化后~5-10万元&lt;/td&gt; 
   &lt;td&gt;实体类型扩展、朝代特有制度&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;资治通鉴系列&lt;/td&gt; 
   &lt;td&gt;~600-700万字&lt;/td&gt; 
   &lt;td&gt;优化后~1-2万元&lt;/td&gt; 
   &lt;td&gt;编年体结构、与纪传体互参&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;先秦诸子&lt;/td&gt; 
   &lt;td&gt;~100万字&lt;/td&gt; 
   &lt;td&gt;优化后~2千元&lt;/td&gt; 
   &lt;td&gt;思想概念为核心实体、论证结构分析&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;&lt;strong&gt;关键&lt;/strong&gt;：不是重复劳动，而是&lt;strong&gt;复用已验证的SKILL，让每一部新古籍的处理成本递减&lt;/strong&gt;。&lt;/p&gt; 
&lt;p&gt;史记一共60万字，处理成本约千元级别（含试错和方法论探索）。优化后，每10万字成本可降至百元级别。&lt;/p&gt; 
&lt;h3&gt;远期：30亿字级古籍数字化基础设施（2028+）&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;四库全书、佛道经典&lt;/strong&gt;：总规模约30亿字&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Agent驱动、Skills可复用&lt;/strong&gt;：方法论本身成为可分发的知识资产&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;从文献到知识到发现&lt;/strong&gt;：机器不只是帮助阅读，而是帮助&lt;strong&gt;发现&lt;/strong&gt;——跨文献的交叉验证、矛盾识别、规律归纳&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;开放协作&lt;/strong&gt;：代码和方法论开源，数据以CC BY-NC-SA 4.0发布&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;最终愿景：&lt;strong&gt;建立一个由AI Agent维护和持续进化的中国古典文献知识网络，让任何人都能以问答、可视化、推理的方式探索数千年的历史智慧。&lt;/strong&gt;&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;质量保障&lt;/h2&gt; 
&lt;h3&gt;为什么会有错误？&lt;/h3&gt; 
&lt;p&gt;这是一个人+AI协作的大规模知识工程项目。&lt;strong&gt;57.7 万字、15,331 个实体（18 类名词 + 4 类动词）、3,198 个事件&lt;/strong&gt;，全部由 AI Agent 在有限提示词指导下自动提取。错误不仅不可避免，而且&lt;strong&gt;预期之内&lt;/strong&gt;。&lt;/p&gt; 
&lt;h4&gt;错误的三个主要来源&lt;/h4&gt; 
&lt;p&gt;&lt;strong&gt;1. AI理解偏差&lt;/strong&gt;&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;古文歧义性&lt;/strong&gt;：同一个字在不同语境下可能是人名、地名或普通词汇（如&quot;齐&quot;可以是齐国、齐桓公，也可以表示&quot;相同&quot;）&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;多义实体&lt;/strong&gt;：历史上有多个同名人物（如张良、李斯跨朝代同名）&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;隐性指代&lt;/strong&gt;：史记中大量使用&quot;公&quot;&quot;侯&quot;&quot;王&quot;等称谓，需要结合上下文推断具体是谁&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;2. 标注规范的动态演进&lt;/strong&gt;&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;项目初期规范不完善，随着数据积累逐步细化&lt;/li&gt; 
 &lt;li&gt;例如：身份标注符号语义在v5.4版本才系统修复（8,774处调整）&lt;/li&gt; 
 &lt;li&gt;跨章一致性问题：不同章节标注时段不同，规范认知有差异&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;3. 复杂推理的边界&lt;/strong&gt;&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;年代推断&lt;/strong&gt;：史记使用在位纪年，转换到公元年需要多步推理（君主在位年表→在位年数→公元映射）&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;事件关系&lt;/strong&gt;：因果关系、时序关系等语义判断，AI准确率约85-92%&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;消歧决策&lt;/strong&gt;：判断两个&quot;韩信&quot;是否是同一人，需要综合地理、时间、职位等多维信息&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;我们怎么修正？&lt;/h3&gt; 
&lt;h4&gt;结构化反思循环（Agent-driven Quality Loop）&lt;/h4&gt; 
&lt;pre&gt;&lt;code&gt;[AI初始标注] → [规则校验] → [Agent反思] → [批量修正] → [人工抽检] → [规范迭代]
     ↑                                                               ↓
     └─────────────────────── 下一轮反思 ←──────────────────────────┘
&lt;/code&gt;&lt;/pre&gt; 
&lt;h4&gt;实证：事件年代审查的质量收敛&lt;/h4&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;轮次&lt;/th&gt; 
   &lt;th&gt;修正数&lt;/th&gt; 
   &lt;th&gt;涉及章节&lt;/th&gt; 
   &lt;th&gt;错误率下降&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;第1轮&lt;/td&gt; 
   &lt;td&gt;1,010&lt;/td&gt; 
   &lt;td&gt;118/130&lt;/td&gt; 
   &lt;td&gt;初始基线&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;第2轮&lt;/td&gt; 
   &lt;td&gt;431&lt;/td&gt; 
   &lt;td&gt;105/130&lt;/td&gt; 
   &lt;td&gt;↓ 57%&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;第3轮&lt;/td&gt; 
   &lt;td&gt;465&lt;/td&gt; 
   &lt;td&gt;70/130&lt;/td&gt; 
   &lt;td&gt;↓ 8% (新类型错误)&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;第4轮&lt;/td&gt; 
   &lt;td&gt;167&lt;/td&gt; 
   &lt;td&gt;68/130&lt;/td&gt; 
   &lt;td&gt;↓ 64%&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;第5轮&lt;/td&gt; 
   &lt;td&gt;46&lt;/td&gt; 
   &lt;td&gt;28/130&lt;/td&gt; 
   &lt;td&gt;↓ 72%&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;&lt;strong&gt;关键洞察&lt;/strong&gt;：90%准确率的AI标注 + 5轮反思，总耗时5天，成本约200元。人工从零标注57万字，估计需要6-12个月。&lt;strong&gt;速度提升100倍的代价是接受初始错误并系统性迭代修正&lt;/strong&gt;。&lt;/p&gt; 
&lt;h4&gt;多层质量保障机制&lt;/h4&gt; 
&lt;p&gt;&lt;strong&gt;1. 自动校验工具链&lt;/strong&gt;&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;原文完整性检验&lt;/strong&gt;：100%验证标注后字符数与原文匹配&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;符号对称性检验&lt;/strong&gt;：&lt;code&gt;〖@人名〗&lt;/code&gt; 开合标签必须配对&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;实体类型约束&lt;/strong&gt;：18类实体的合法性检查&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;跨文件引用检查&lt;/strong&gt;：事件中引用的人名/地名必须存在于知识索引&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;2. Agent反思审查&lt;/strong&gt;&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;第一轮实体反思&lt;/strong&gt;（2026-03-17）：130章系统审查，修正1,913处标注错误&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;事件年代审查&lt;/strong&gt;：5轮迭代，修正2,119处年代推断错误&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;别名消歧&lt;/strong&gt;：595条别名合并，644处同名消歧&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;3. 人工抽查与规范修订&lt;/strong&gt;&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;每完成一批反思，人工抽检5-10%结果&lt;/li&gt; 
 &lt;li&gt;根据发现的系统性问题修订SKILL文档&lt;/li&gt; 
 &lt;li&gt;重新运行受影响章节的标注&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;已知问题清单&lt;/h3&gt; 
&lt;p&gt;详见 &lt;a href=&quot;https://github.com/baojie/shiji-kb/issues&quot;&gt;Issues&lt;/a&gt;，当前主要问题类型：&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;实体边界模糊&lt;/strong&gt;：复合词如&quot;汉中王&quot;应该标注为&quot;汉中（地名）+王（身份）&quot;还是整体标注为&quot;职位&quot;？&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;事件粒度不一致&lt;/strong&gt;：部分章节事件切分过细（一句话多个事件），部分过粗（一段只有一个事件）&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;关系推断过度&lt;/strong&gt;：某些因果关系是AI过度推理，史记原文未明确表达&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;年代推断空缺&lt;/strong&gt;：约1.3%的事件无法推断具体公元年（如神话时期、记载过于模糊的事件）&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;如何报告错误？&lt;/h3&gt; 
&lt;p&gt;我们&lt;strong&gt;非常欢迎&lt;/strong&gt;社区帮助发现和修正错误！&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;GitHub Issues&lt;/strong&gt;: &lt;a href=&quot;https://github.com/baojie/shiji-kb/issues&quot;&gt;https://github.com/baojie/shiji-kb/issues&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;报告方式&lt;/strong&gt;：最简单的方式是&lt;strong&gt;直接截图上传&lt;/strong&gt;，配一句话说明问题即可。我们会从截图中定位章节和具体位置。&lt;/p&gt; 
&lt;h4&gt;我们会怎么处理？&lt;/h4&gt; 
&lt;ol&gt; 
 &lt;li&gt;&lt;strong&gt;48小时内响应&lt;/strong&gt;：标记issue类型、优先级&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;批量修正&lt;/strong&gt;：累积同类错误，用Agent批量修正而非逐个手工改&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;规范更新&lt;/strong&gt;：如果是系统性问题，更新SKILL文档并重新运行相关章节&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;贡献者致谢&lt;/strong&gt;：在commit message和更新日志中致谢报告者&lt;/li&gt; 
&lt;/ol&gt; 
&lt;h3&gt;长期愿景：众包质量迭代&lt;/h3&gt; 
&lt;p&gt;未来计划：&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;公开质量看板&lt;/strong&gt;：实时展示各章节各类标注的置信度分数&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;众包审校系统&lt;/strong&gt;：社区成员可以在线提交修正建议，自动生成PR&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;置信度标注&lt;/strong&gt;：给每个实体/事件/关系标注AI的置信度，低置信度项优先人工复核&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;对抗性验证&lt;/strong&gt;：用不同模型独立标注同一文本，差异处自动标记为待审查&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;核心理念&lt;/strong&gt;：&lt;strong&gt;不追求一次性完美，追求可观测、可迭代的渐进完善&lt;/strong&gt;。开放数据+开放流程+社区协作，让知识库像开源软件一样持续演化。&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;参与贡献&lt;/h2&gt; 
&lt;h3&gt;贡献方式&lt;/h3&gt; 
&lt;p&gt;欢迎各种形式的贡献：&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;知识图谱完善（实体标注修正、事件关系补充）&lt;/li&gt; 
 &lt;li&gt;代码改进（渲染器优化、新功能开发）&lt;/li&gt; 
 &lt;li&gt;学术讨论（方法论反馈、应用场景探索）&lt;/li&gt; 
 &lt;li&gt;可视化设计（阅读器UI改进、数据可视化）&lt;/li&gt; 
 &lt;li&gt;Bug报告和功能建议&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;&lt;strong&gt;参与指南&lt;/strong&gt;: &lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/resources/help/CONTRIBUTING.md&quot;&gt;resources/help/CONTRIBUTING.md&lt;/a&gt; - 详细的贡献流程和规范&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;GitHub Issues&lt;/strong&gt;: &lt;a href=&quot;https://github.com/baojie/shiji-kb/issues&quot;&gt;https://github.com/baojie/shiji-kb/issues&lt;/a&gt;&lt;/p&gt; 
&lt;h3&gt;社区反馈&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;2026-03-30: 北京大学考古学生试用反馈&lt;/strong&gt; (&lt;a href=&quot;https://github.com/baojie/shiji-kb/issues/85&quot;&gt;#85&lt;/a&gt;)&lt;/p&gt; 
&lt;p&gt;在赵冬梅教授的《中国史学史》课堂上，学生们试用了史记知识库并提出了6点建议：&lt;/p&gt; 
&lt;ol&gt; 
 &lt;li&gt;✅ &lt;strong&gt;开关面板&lt;/strong&gt; - 已实现语法高亮开关 (&lt;a href=&quot;https://github.com/baojie/shiji-kb/issues/17&quot;&gt;#17&lt;/a&gt;)&lt;/li&gt; 
 &lt;li&gt;📋 &lt;strong&gt;文本版本体系&lt;/strong&gt; - 版本信息、注释、异文集成展示 (&lt;a href=&quot;https://github.com/baojie/shiji-kb/issues/87&quot;&gt;#87&lt;/a&gt;)&lt;/li&gt; 
 &lt;li&gt;📋 &lt;strong&gt;图文对照&lt;/strong&gt; - 原始典籍页面与数字文本并列展示 (&lt;a href=&quot;https://github.com/baojie/shiji-kb/issues/88&quot;&gt;#88&lt;/a&gt;)&lt;/li&gt; 
 &lt;li&gt;📋 &lt;strong&gt;模糊搜索改进&lt;/strong&gt; - 扩展至地名、官职、典故等 (&lt;a href=&quot;https://github.com/baojie/shiji-kb/issues/41&quot;&gt;#41&lt;/a&gt;)&lt;/li&gt; 
 &lt;li&gt;📋 &lt;strong&gt;官制词典&lt;/strong&gt; - 辅助理解复杂官制体系 (&lt;a href=&quot;https://github.com/baojie/shiji-kb/issues/89&quot;&gt;#89&lt;/a&gt;)&lt;/li&gt; 
 &lt;li&gt;📋 &lt;strong&gt;问题驱动数据库&lt;/strong&gt; - 史料溯源、作者意图分析 (&lt;a href=&quot;https://github.com/baojie/shiji-kb/issues/60&quot;&gt;#60&lt;/a&gt;)&lt;/li&gt; 
&lt;/ol&gt; 
&lt;p&gt;&lt;strong&gt;详细反馈&lt;/strong&gt;: &lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/resources/community/2026-03-30_%E5%8C%97%E5%A4%A7%E8%80%83%E5%8F%A4%E5%AD%A6%E7%94%9F%E5%8F%8D%E9%A6%88_issue85.md&quot;&gt;resources/community/2026-03-30_北大考古学生反馈_issue85.md&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;这些来自历史学、考古学专业视角的建议，为项目的学术化方向提供了重要指引。&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;快速开始&lt;/h2&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;# 1. 克隆项目
git clone https://github.com/baojie/shiji-kb.git
cd shiji-kb

# 2. 安装依赖
pip install -r requirements.txt

# 3. 生成HTML（单章或全部）
python render_shiji_html.py chapter_md/001_五帝本纪.tagged.md
python generate_all_chapters.py

# 4. 查看结果
# 在线：https://baojie.github.io/shiji-kb
# 本地：打开 docs/chapters/ 下的HTML文件
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;&lt;strong&gt;目录结构&lt;/strong&gt;: &lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/resources/help/PROJECT_STRUCTURE.md&quot;&gt;PROJECT_STRUCTURE.md&lt;/a&gt;&lt;/p&gt; 
&lt;hr /&gt; 
&lt;h2&gt;作者与致谢&lt;/h2&gt; 
&lt;h3&gt;创建者&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;鲍捷&lt;/strong&gt; (&lt;a href=&quot;https://github.com/baojie&quot;&gt;baojie&lt;/a&gt;)&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;Email: &lt;a href=&quot;mailto:baojie@gmail.com&quot;&gt;baojie@gmail.com&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;微信: baojiexigua&lt;/li&gt; 
 &lt;li&gt;GitHub: @baojie&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;AI协作者&lt;/h3&gt; 
&lt;p&gt;&lt;strong&gt;Claude Code&lt;/strong&gt; (Anthropic)&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;主力模型：Claude Sonnet 4.5 / Opus 4.6&lt;/li&gt; 
 &lt;li&gt;累计消耗：~55亿tokens，约120小时人机协作（截至2026-04-02）&lt;/li&gt; 
 &lt;li&gt;分工：AI负责大规模标注、代码开发、文档生成；人负责愿景、审美、质量把控、任务调度&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;致谢&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;原始文本&lt;/strong&gt;：&lt;a href=&quot;https://zh.wikisource.org/wiki/%E5%8F%B2%E8%A8%98&quot;&gt;维基文库《史记》&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;底层AI基础设施&lt;/strong&gt;：Claude Code、Claude Sonnet 4.5、Claude Opus 4.6 (Anthropic)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;灵感来源&lt;/strong&gt;：Doug Engelbart（Purple Numbers）、Noy &amp;amp; McGuinness（Ontology Development 101）&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;许可证&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;标注数据&lt;/strong&gt;：&lt;a href=&quot;https://raw.githubusercontent.com/baojie/shiji-kb/main/LICENSE&quot;&gt;CC BY-NC-SA 4.0&lt;/a&gt; - 署名-非商业性使用-相同方式共享（可自由用于学术研究和非商业项目，需注明出处，衍生作品需使用相同许可；商业使用请联系作者获取授权）&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;分析脚本&lt;/strong&gt;：MIT License - 自由使用、修改、分发&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;《史记》原文&lt;/strong&gt;：公有领域作品&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;p&gt;&lt;strong&gt;免责声明&lt;/strong&gt;：本项目由AI辅助生成，标注和知识提取中不可避免地存在错误和疏漏。我们正在与AI一起持续修正和完善。本知识库严格局限于《史记》本身的文本内容，不涉及史实考证。&lt;/p&gt; 
&lt;hr /&gt; 
&lt;p&gt;&lt;strong&gt;项目维护者&lt;/strong&gt;：&lt;a href=&quot;https://github.com/baojie&quot;&gt;baojie&lt;/a&gt; (上海 / San Jose)· &lt;strong&gt;最后更新&lt;/strong&gt;：2026-05-14&lt;/p&gt; 
&lt;h2&gt;赞助一杯咖啡&lt;/h2&gt; 
&lt;p&gt;如果你觉得这个项目有意义，欢迎支持我继续做下去。数额随意，不用超过一杯咖啡钱。&lt;/p&gt; 
&lt;img width=&quot;201&quot; height=&quot;277&quot; alt=&quot;赞助一杯咖啡&quot; src=&quot;https://github.com/user-attachments/assets/b546252c-b04b-4bce-97cd-e18afd48ad85&quot; /&gt;</description>
      
      <media:content url="https://opengraph.githubassets.com/320836a544e8442714be8682ca3b54f0c095f67660da966689c76c931f0783cb/baojie/shiji-kb" medium="image" />
      
    </item>
    
    <item>
      <title>aorumbayev/awesome-omarchy</title>
      <link>https://github.com/aorumbayev/awesome-omarchy</link>
      <description>&lt;p&gt;⚡A curated list of awesome omarchy resources&lt;/p&gt;&lt;p&gt;&lt;img src=&quot;https://mshibanami.github.io/GitHubTrendingRSS/assets/icons/link.png&quot; width=&quot;20&quot; height=&quot;20&quot; alt=&quot;link&quot; style=&quot;margin: 0 8px 0 0; padding: 0; display: inline-block; vertical-align: middle;&quot; /&gt;&lt;a href=&quot;https://awesome-omarchy.com/&quot;&gt;https://awesome-omarchy.com/&lt;/a&gt;&lt;/p&gt;&lt;hr&gt;&lt;h1&gt;Awesome Omarchy &lt;a href=&quot;https://awesome.re&quot;&gt;&lt;img src=&quot;https://awesome.re/badge.svg?sanitize=true&quot; alt=&quot;Awesome&quot; /&gt;&lt;/a&gt;&lt;/h1&gt; 
&lt;blockquote&gt; 
 &lt;p&gt;&lt;a href=&quot;https://omarchy.org/&quot;&gt;Omarchy&lt;/a&gt; is an opinionated Arch Linux/Hyprland configuration that transforms a fresh Arch installation into a fully-configured, beautiful, and modern desktop environment with a single command.&lt;/p&gt; 
&lt;/blockquote&gt; 
&lt;p&gt;A curated list of Omarchy plugins, themes, resources, and tools.&lt;/p&gt; 
&lt;h2&gt;Contents&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/aorumbayev/awesome-omarchy/main/#official-resources&quot;&gt;Official Resources&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/aorumbayev/awesome-omarchy/main/#alternative-implementations&quot;&gt;Alternative Implementations&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/aorumbayev/awesome-omarchy/main/#plugins&quot;&gt;Plugins&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/aorumbayev/awesome-omarchy/main/#development-tools&quot;&gt;Development Tools&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/aorumbayev/awesome-omarchy/main/#related-projects&quot;&gt;Related Projects&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/aorumbayev/awesome-omarchy/main/#alternative-curated-lists&quot;&gt;Alternative Curated Lists&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/aorumbayev/awesome-omarchy/main/#community-resources&quot;&gt;Community Resources&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/aorumbayev/awesome-omarchy/main/#articles-and-tutorials&quot;&gt;Articles and Tutorials&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/aorumbayev/awesome-omarchy/main/#themes&quot;&gt;Themes&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Official Resources&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/basecamp/omarchy&quot;&gt;Omarchy&lt;/a&gt; - The main Omarchy project by Basecamp.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://learn.omacom.io/2/the-omarchy-manual&quot;&gt;Omarchy Documentation&lt;/a&gt; - Official website with installation guides and documentation.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Alternative Implementations&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/nilszeilon/armarchy&quot;&gt;armarchy&lt;/a&gt; - ARM architecture-optimized fork of Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/aorumbayev/deckarchy&quot;&gt;deckarchy&lt;/a&gt; - Steam Deck hardware fixes and optimizations for Omarchy installation.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/hinriksnaer/Fedpunk&quot;&gt;Fedpunk&lt;/a&gt; - Omarchy-based desktop configuration and modular theming engine for Fedora.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/goodroot/hyprwhspr&quot;&gt;hyprwhspr&lt;/a&gt; - Native speech-to-text for Arch / Omarchy. Fast, accurate and easy system-wide Whisper dictation.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/cristian-fleischer/okimarchy&quot;&gt;Okimarchy&lt;/a&gt; - An Omarchy fork that adds support for niri window manager alongside Hyprland, with runtime switching and unified theming.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/elpritchos/omadora&quot;&gt;omadora&lt;/a&gt; - Minimal Fedora install based on Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/lentra0/omarchy-cachyos&quot;&gt;omarchy-cachyos&lt;/a&gt; - Opinionated CachyOS/Hyprland Setup.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/deepakness/omarchy-hub&quot;&gt;omarchy-hub&lt;/a&gt; - A comprehensive resource library for Omarchy Linux.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/henrysipp/omarchy-nix&quot;&gt;omarchy-nix&lt;/a&gt; - NixOS version of Omarchy with declarative configuration.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/mroboff/omarchy-on-cachyos&quot;&gt;omarchy-on-cachyos&lt;/a&gt; - Installation script for Omarchy on top of CachyOS.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/ChrisTitusTech/omarchy-titus&quot;&gt;omarchy-titus&lt;/a&gt; - Chris Titus Tech&#39;s customized version of Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/typecraft-dev/omarchy-supplement&quot;&gt;typecraft-dev/omarchy-supplement&lt;/a&gt; - Additional packages, dotfiles, and overrides to be used after installing Omarchy.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Plugins&lt;/h2&gt; 
&lt;p&gt;Community plugins for &lt;a href=&quot;https://github.com/basecamp/omarchy/tree/quattro&quot;&gt;Omarchy Quattro&lt;/a&gt;.&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/stappmus/omarchy-activity-monitor&quot;&gt;Activity Monitor&lt;/a&gt; - Lightweight CPU, memory, GPU, storage, and process glance for Omarchy Quattro.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/akitaonrails/ai-usagebar&quot;&gt;AI Usage&lt;/a&gt; - Multi-provider AI plan usage and balances in a native Omarchy Quattro panel.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/thisisgm/omarchy-pods&quot;&gt;AirPods&lt;/a&gt; - Battery, listening mode, and noise-control widgets for connected AirPods.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/tmn73/omarchy-calendar&quot;&gt;Calendar&lt;/a&gt; - Next Google Calendar event in the Omarchy bar with one-click meeting join.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/promaaa/sync-calendar-omarchy&quot;&gt;Calendar Sync Clock&lt;/a&gt; - Clock and calendar for the Omarchy bar with two-way sync for Google, iCloud, Proton, Outlook, Fastmail JMAP, Nextcloud, and any iCalendar feed.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/mryll/claudebar&quot;&gt;Claude Usage&lt;/a&gt; - Claude Code session, weekly, and per-model usage limits in the Omarchy bar.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/rosakodu/omarchy-dock&quot;&gt;Dock&lt;/a&gt; - Animated application dock for Omarchy Quattro with Hyprland window tracking.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/mtolhuys/fathom&quot;&gt;Fathom&lt;/a&gt; - Depth-based Alt+Tab that orders windows by recency, with a map of every workspace.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/robzolkos/omarchy-github&quot;&gt;GitHub&lt;/a&gt; - Keyboard-friendly GitHub inbox for notifications, reviews, PRs, and Actions.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/konradk/hass&quot;&gt;Home Assistant&lt;/a&gt; - View and control Home Assistant devices from the Omarchy bar.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/GreyforgeLabs/omarchy-hotbar&quot;&gt;Hotbar&lt;/a&gt; - Omarchy bar plugin with fixed slots for pinned apps, filesystem shortcuts, and a running-app drawer.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/crmne/omarchy-hyprmoncfg&quot;&gt;hyprmoncfg&lt;/a&gt; - Automatic Hyprland monitor profiles on hotplug, lid events, and resume.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/OldJobobo/lacuna-shell&quot;&gt;Lacuna&lt;/a&gt; - Shell suite for Omarchy with a custom bar, sidebar, system controls, and widgets.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/SirJul1337/omarchy-lock-explorer&quot;&gt;Lock Screen Explorer&lt;/a&gt; - Lock screen designs for Omarchy with a picker to preview and switch between them.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/lijiawei0305-pixel/omarchy-mihomo-plugin&quot;&gt;Mihomo&lt;/a&gt; - Status-bar control panel for a standalone mihomo proxy core.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/huacnlee/omarchy-mihoro&quot;&gt;Mihoro&lt;/a&gt; - Mihomo/Clash.Meta proxy status, speed, and subscription switching for Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/sanjyay/Mirador&quot;&gt;Mirador&lt;/a&gt; - Visual overview of workspaces and their windows.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Shavanced/omarchy-notification-center-plugin&quot;&gt;Notification Center&lt;/a&gt; - Native notification center with history, search, and Do Not Disturb.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/brianblakely/omarchy-plugins&quot;&gt;Okomart&lt;/a&gt; - Storefront to browse, install, update, and remove Omarchy plugins.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/jitendradara12/omaconnect&quot;&gt;OmaConnect&lt;/a&gt; - KDE Connect integration for SMS, clipboard, file sharing, and device commands.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/prettyletto/omagen&quot;&gt;Omagen&lt;/a&gt; - Generate Omarchy themes from images.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bobby-nicholas/omaland&quot;&gt;Omaland&lt;/a&gt; - Live-preview panel for editing Hyprland look-and-feel from the Omarchy menu.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/AlexZeitler/omalibre&quot;&gt;Omalibre&lt;/a&gt; - Bookshelf plugin for recently read books on Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/huacnlee/omamail&quot;&gt;Omamail&lt;/a&gt; - Native Gmail and IMAP client for Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/fross100/omaplug&quot;&gt;omaplug&lt;/a&gt; - Standalone manager to enable, update, install, and remove Omarchy plugins.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/grichard99/omaproton-vpn&quot;&gt;OmaProton VPN&lt;/a&gt; - Proton VPN bar widget for Omarchy Quattro with one-click connect, a world map of cities, Kill Switch, NetShield, Always On, and split tunneling.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/onlyVishesh/omarchy-power-manager&quot;&gt;Omarchy Power Manager&lt;/a&gt; - Advanced battery controller with dynamic profile switching, smart thresholds, and native hibernation support.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/stappmus/Omarchy-Spotify&quot;&gt;Omarchy Spotify&lt;/a&gt; - Native Quickshell Spotify client themed for Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/zzwong/omarchy-stage&quot;&gt;Omarchy Stage&lt;/a&gt; - Mission Control for Omarchy with carousel and grid views of live workspace previews, pane zoom, and now-playing pills.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bjarneo/omarchy-shell-plugins&quot;&gt;omarchy-shell-plugins&lt;/a&gt; - Omni command palette plus QuickApps HUD and cliamp now-playing plugins.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/jkoestinger/omarchy-vpn&quot;&gt;omarchy-vpn&lt;/a&gt; - VPN status and switching in the Omarchy bar across installed VPN tools.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dmitry-solomadin/omastocks&quot;&gt;Omastocks&lt;/a&gt; - Stock research app with charts, market heatmaps, watchlists, and a top-bar ticker.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/momoi-labs/omarchy-pane-manager&quot;&gt;Pane Manager&lt;/a&gt; - Resize tiled panes by dragging the divider, with a live drop indicator, per-workspace layouts, and layout reset.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/husamemadH/omarchy-quattro-prayer-times&quot;&gt;Prayer Times&lt;/a&gt; - Next prayer countdown and today&#39;s prayer times in the Omarchy bar.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/28allday/Quattrolitaire&quot;&gt;Quattrolitaire&lt;/a&gt; - Klondike solitaire as a native Omarchy shell plugin.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/GreyforgeLabs/reprieve&quot;&gt;Reprieve&lt;/a&gt; - Reversible window parking for Omarchy with undo, redo, and a recovery timeline.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/lgse/sandman&quot;&gt;Sandman&lt;/a&gt; - Lid-close, lock, sleep, and hibernate timing controls for Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/ax1g/quickshell-screentime-plugin&quot;&gt;Screen Time&lt;/a&gt; - Per-app screen time in the Omarchy bar with local history and trends.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/HANCORE-linux/Shibumi-Shell&quot;&gt;SHIBUMI&lt;/a&gt; - Native bar and modular plugin suite for Omarchy Quattro.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Aryan-Techie/omarchy-todoist&quot;&gt;Todoist&lt;/a&gt; - Due counts and quick-add from the Omarchy bar.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/iamcheyan/omarchy-voxtype-enhance&quot;&gt;Voxtype Enhance&lt;/a&gt; - Voxtype dictation control center with model downloads and paste controls.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Development Tools&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/adsovetzky/Adsovetzky-Omarchy-s-Waybar&quot;&gt;Adsovetzky-Omarchy-s-Waybar&lt;/a&gt; - Custom Waybar configurations for Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bjarneo/aether&quot;&gt;aether&lt;/a&gt; - Desktop theming toolkit that streamlines crafting Omarchy themes.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/aorumbayev/awesome-omarchy-tui&quot;&gt;awesome-omarchy-tui&lt;/a&gt; - Terminal UI for browsing awesome-omarchy repository content.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Grenish/clipboard-manager&quot;&gt;clipboard-manager&lt;/a&gt; - Windows-like clipboard manager for Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/mirarr-app/editt&quot;&gt;edit&lt;/a&gt; - Beautiful image viewer and editor with Omarchy styling support.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/aloisdeniel/flutter_omarchy&quot;&gt;flutter_omarchy&lt;/a&gt; - Develop Flutter apps for Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/2disbetter/FW12Rotate&quot;&gt;FW12Rotate&lt;/a&gt; - Framework 12 rotation application specifically for Omarchy Linux.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/magudb/hyprBluetooth&quot;&gt;hyprBluetooth&lt;/a&gt; - Bluetoothctl-powered TUI for quickly pairing devices on Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/nocstah/hyprflip&quot;&gt;Hyprflip&lt;/a&gt; - Hyprland plugin for two-sided window cards with animated flipping, multi-app faces, and saved workspace arrangements.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/devmobasa/hyprmarker&quot;&gt;hyprmarker&lt;/a&gt; - ZoomIt-inspired annotation overlay tailored for Hyprland/Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/erans/hyprmon&quot;&gt;hyprmon&lt;/a&gt; - TUI monitor configuration tool for Hyprland with visual layout, drag-and-drop, and profile management.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/t4t5/hypruler&quot;&gt;hypruler&lt;/a&gt; - Measure anything on your screen. Inspired by PixelSnap for Mac.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/JaimeStill/omarchy-theme-generator&quot;&gt;JaimeStill/omarchy-theme-generator&lt;/a&gt; - Generate Omarchy themes based on images.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/blank-query/lazyVPN-for-Omarchy&quot;&gt;lazyVPN-for-Omarchy&lt;/a&gt; - A WireGuard VPN manager with Walker menu integration, killswitch protection, and dynamic server browsing.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/daurydicaprio/live-wallpaper-for-omarchy-linux&quot;&gt;live-wallpaper-for-omarchy-linux&lt;/a&gt; - A robust script to manage and cycle through live video wallpapers on Omarchy/Hyprland.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/HectorBjernersjo/Neovim-theme-switcher&quot;&gt;Neovim-theme-switcher&lt;/a&gt; - Lightweight theme switcher for Neovim compatible with Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/x3me/omacal&quot;&gt;omacal&lt;/a&gt; - Desktop calendar for Google, iCloud and CalDAV with live Omarchy theming, a bar widget, and a CLI for terminals and agents.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/rhemvi/omaclip&quot;&gt;omaclip&lt;/a&gt; - A clipboard manager with cross-device sync and hot theme reloading.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/tahayvr/omarchist&quot;&gt;omarchist&lt;/a&gt; - GUI app for Omarchy with visual theme designer built with Tauri/Rust/Svelte.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/tomycostantino/omarchpods&quot;&gt;omarchpods&lt;/a&gt; - TUI for monitoring AirPods and other Bluetooth headphones with battery status and device info.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/mitkox/omarchy-ai&quot;&gt;omarchy-ai&lt;/a&gt; - AI-powered enhancements and tools for Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/AccursedGalaxy/omarchy-auto-theme&quot;&gt;omarchy-auto-theme&lt;/a&gt; - Wallpaper-based dynamic theming: matugen renders a Material You palette into a native Omarchy theme on every wallpaper change.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dylanbr/omarchy-box&quot;&gt;omarchy-box&lt;/a&gt; - Containerized Omarchy environment.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/aloisdeniel/omarchy_calculator&quot;&gt;omarchy-calculator&lt;/a&gt; - Official Omarchy calculator application built with Flutter.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/acrogenesis/omarchy-cheat-sheet&quot;&gt;omarchy-cheat-sheet&lt;/a&gt; - Quick reference guide for Omarchy commands and shortcuts.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/omacom-io/omarchy-chromium&quot;&gt;omarchy-chromium&lt;/a&gt; - Chromium browser integration and optimizations for Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/maxart/omarchy-cleaner&quot;&gt;omarchy-cleaner&lt;/a&gt; - Quickly and easily remove pre-installed apps and webapps.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/omacom-io/omarchy-configurator&quot;&gt;omarchy-configurator&lt;/a&gt; - Configuration management tool for Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/nemuiyarou/omarchy-enhanced-bindings&quot;&gt;omarchy-enhanced-bindings&lt;/a&gt; - Enhanced keyboard bindings for Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/amanat361/omarchy-gui&quot;&gt;omarchy-gui&lt;/a&gt; - GUI tools for Omarchy configuration.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/omacom-io/omarchy-installer&quot;&gt;omarchy-installer&lt;/a&gt; - Enhanced installation utilities and scripts for Omarchy setup.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/omacom-io/omarchy-iso&quot;&gt;omarchy-iso&lt;/a&gt; - Custom ISO builder for Omarchy installations.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/thatmechguy/omarchy-material-waybar&quot;&gt;omarchy-material-waybar&lt;/a&gt; - Material design style Waybar configuration for Hyprland.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/CyphrRiot/Migrate&quot;&gt;omarchy-migrate&lt;/a&gt; - Stunningly beautiful terminal backup and restore tool written in Pure Go.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/ryanyogan/omarchy-monitor-settings&quot;&gt;omarchy-monitor-settings&lt;/a&gt; - Omarchy Monitor Settings TUI.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/daurydicaprio/omarchy-monitor-toggle&quot;&gt;omarchy-monitor-toggle&lt;/a&gt; - Tools for automating monitor power management within Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/omacom-io/omarchy-pkgs&quot;&gt;omarchy-pkgs&lt;/a&gt; - Official Omarchy packages and utilities.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/michabbb/omarchy-speech-to-text&quot;&gt;omarchy-speech-to-text&lt;/a&gt; - Whisper-backed speech-to-text integrations for Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/cephalization/omarchy-steam-gaming-mode&quot;&gt;omarchy-steam-gaming-mode&lt;/a&gt; - Steam Deck-like gaming experience for Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/gitcoder89431/omarchy-theme-builder&quot;&gt;omarchy-theme-builder&lt;/a&gt; - Interactive, real-time theme builder for Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/jg-k/omarchy-theme-builder&quot;&gt;omarchy-theme-builder&lt;/a&gt; - Advanced theme building tool for Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/maxberggren/omarchy-theme-generator&quot;&gt;omarchy-theme-generator&lt;/a&gt; - Alternative theme generation utility.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/hipsterusername/omarchy-themes-generator&quot;&gt;omarchy-themes-generator&lt;/a&gt; - Tool for generating custom Omarchy themes.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/joaofelipegalvao/omarchy-tmux&quot;&gt;omarchy-tmux&lt;/a&gt; - Tmux status bar themes styled to match Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/hjanuschka/OMARCHY-VM-UTM&quot;&gt;OMARCHY-VM-UTM&lt;/a&gt; - Pre-configured Arch Linux virtual machine for UTM.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/limehawk/omarchy-vpn&quot;&gt;omarchy-vpn&lt;/a&gt; - WireGuard VPN manager TUI with live connection stats, inline config import/rename, and optional Waybar module.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/JacobusXIII/omarchy-wireguard-vpn-toggle&quot;&gt;omarchy-wireguard-vpn-toggle&lt;/a&gt; - WireGuard VPN toggle for Omarchy&#39;s Waybar.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/jonashan/omarchy-workspace-mover&quot;&gt;omarchy-workspace-mover&lt;/a&gt; - An Omarchy plugin for moving workspaces between monitors.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/APS6/omazed&quot;&gt;omazed&lt;/a&gt; - Live theme switching for Zed editor in Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Firstp1ck/Pacsea&quot;&gt;Pacsea&lt;/a&gt; - Rust TUI for browsing and queueing pacman/AUR packages, inspired by Omarchy&#39;s installer.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/kaolti/phantomat&quot;&gt;Phantomat&lt;/a&gt; - Zoomable infinite-canvas window manager for Hyprland with a curved-lens overview and jump-to-window navigation.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/t4t5/rencal&quot;&gt;renCal&lt;/a&gt; - Modern desktop calendar built for Omarchy that syncs with Google, iCloud, Outlook and CalDAV.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bjarneo/tema&quot;&gt;tema&lt;/a&gt; - Modern Omarchy theming UI with live previews and presets.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/HANCORE-linux/waybar-themes&quot;&gt;waybar-themes&lt;/a&gt; - Collection of Waybar themes with various styles and combinations for Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/devmobasa/wayscriber&quot;&gt;wayscriber&lt;/a&gt; - Instant on-screen annotations and markup for Wayland, ZoomIt-inspired.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Related Projects&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/alibaghernejad/waybar-privacy-dots&quot;&gt;alibaghernejad/waybar-privacy-dots&lt;/a&gt; - Privacy-first module for your Waybar status bar.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/CyphrRiot/ArchRiot&quot;&gt;CyphrRiot/ArchRiot&lt;/a&gt; - A curated Arch Linux experience inspired by Omarchy&#39;s philosophy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dougburks/ohmydebn&quot;&gt;dougburks/ohmydebn&lt;/a&gt; - A debonair Debian + Cinnamon setup inspired by Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/j5onrf/dots&quot;&gt;j5onrf/dots&lt;/a&gt; - Hyprland dotfiles with Waybar and ML4W inspired by Omarchy aesthetics.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/omacom-io/omarchy-mirror&quot;&gt;omarchy-mirror&lt;/a&gt; - Dedicated mirror of Arch repositories for Omarchy hosted on Cloudflare R2.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/omacom-io/omarchy-site&quot;&gt;omarchy-site&lt;/a&gt; - Official Omarchy website source code.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/pixincreate/configs&quot;&gt;pixincreate/configs&lt;/a&gt; - Cross-platform dotfiles and setup scripts with Omarchy/Omaforge profiles.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/sheikhlimon/dotfiles&quot;&gt;sheikhlimon/dotfiles&lt;/a&gt; - Personal Omarchy dotfiles configuration.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Alternative Curated Lists&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/HANCORE-linux/omarchy-plugin-marketplace&quot;&gt;omarchy-plugin-marketplace&lt;/a&gt; - Community registry of Omarchy Quattro plugins, published at &lt;a href=&quot;http://omarchyplugins.com&quot;&gt;omarchyplugins.com&lt;/a&gt;.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Wheel-Smith/awesome-omarchy&quot;&gt;Wheel-Smith/awesome-omarchy&lt;/a&gt; - Alternative curated list of Omarchy resources with explicit focus on theme resources with screenshot previews.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Community Resources&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/basecamp/omarchy/discussions&quot;&gt;GitHub Discussions&lt;/a&gt; - Official community discussions and support.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/basecamp/omarchy/issues&quot;&gt;GitHub Issues&lt;/a&gt; - Bug reports and feature requests.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://seanabrahams.com/linux/archlinux/macbook/omarchy/2025/08/07/omarchy-macbook-air.html&quot;&gt;Omarchy on 11 inch MacBook Air&lt;/a&gt; - Technical guide for installing Omarchy on a 2014 MacBook Air with WiFi configuration.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/basecamp/omarchy/discussions/642&quot;&gt;Omarchy on Raspberry Pi 5&lt;/a&gt; - Community discussion on running Omarchy on Raspberry Pi 5.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/topics/omarchy-theme&quot;&gt;omarchy-theme Topic&lt;/a&gt; - Browse all repositories tagged with omarchy-theme.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Articles and Tutorials&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://world.hey.com/dhh/all-in-on-omarchy-at-37signals-68162450&quot;&gt;All-in on Omarchy at 37signals&lt;/a&gt; - DHH&#39;s announcement about 37signals adopting Omarchy company-wide.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.dennisokeeffe.com/blog/2025-07-17-configuring-arch-linux-omarchy-via-mac&quot;&gt;Configuring Omarchy on Beelink&lt;/a&gt; - Configuration guide for Beelink mini PCs.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.ifixit.com/Guide/Installing+Omarchy+on+Arch/190367&quot;&gt;Installing Omarchy on Arch - iFixit Repair Guide&lt;/a&gt; - Step-by-step installation guide on iFixit.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://deepakness.com/raw/installing-arch-omarchy-on-mac/&quot;&gt;Installing Omarchy via Arch Linux on macOS&lt;/a&gt; - Guide for installing on Mac hardware.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.ssp.sh/blog/macbook-to-arch-linux-omarchy/&quot;&gt;My Journey from macOS to Arch Linux with Omarchy&lt;/a&gt; - Sean Abrahams&#39; detailed experience switching from a MacBook Pro to Linux with Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://sudomarchy.com&quot;&gt;Sudomarchy&lt;/a&gt; - PO Martel&#39;s blog offering Omarchy &amp;amp; Hyprland tips and tweaks.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://news.itsfoss.com/omarchy/&quot;&gt;This One Command Turned My Arch Install Into a Beautiful Hyprland Setup&lt;/a&gt; - It&#39;s FOSS review of Omarchy installation and features.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://medium.com/@prathamgundikere/why-i-switched-to-omarchy-and-why-you-might-too-617d84ac63ce&quot;&gt;Why I Switched to Omarchy (and Why You Might Too)&lt;/a&gt; - Medium article about discovering and adopting Omarchy.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Themes&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/JJDizz1L/aetheria&quot;&gt;aetheria&lt;/a&gt; - Ethereal and modern theme with balanced aesthetics.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dracula/omarchy&quot;&gt;dracula/omarchy&lt;/a&gt; - Official Dracula theme for Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/999Gabriel/F1-omarchy&quot;&gt;F1-omarchy&lt;/a&gt; - Formula 1 inspired Omarchy layout with racing telemetry flair.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/vyrx-dev/omarchy-aamis-theme&quot;&gt;omarchy-aamis-theme&lt;/a&gt; - Near‑black canvas, creamy text.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/rblalock/omarchy-agentuity.theme&quot;&gt;omarchy-agentuity.theme&lt;/a&gt; - Agentuity-inspired theme with professional color palette.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Grenish/omarchy-akane-theme&quot;&gt;omarchy-akane-theme&lt;/a&gt; - Akane theme with Japanese-inspired colors.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/guilhermetk/omarchy-all-hallows-eve-theme&quot;&gt;omarchy-all-hallows-eve-theme&lt;/a&gt; - Dark Halloween-inspired theme with spooky aesthetics.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/tahfizhabib/omarchy-amberbyte-theme&quot;&gt;omarchy-amberbyte-theme&lt;/a&gt; - Modern, animated, and minimal theme with amber accents.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/j4v3l/omarchy-anonymous-theme&quot;&gt;omarchy-anonymous-theme&lt;/a&gt; - Minimalist monochrome modern theme.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/vale-c/omarchy-arc-blueberry&quot;&gt;omarchy-arc-blueberry&lt;/a&gt; - Arc Blueberry inspired colors tailored for Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/CyphrRiot/omarchy-archriot-theme&quot;&gt;omarchy-archriot-theme&lt;/a&gt; - ArchRiot theme for Omarchy by CyphrRiot.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bjarneo/omarchy-ash-theme&quot;&gt;omarchy-ash-theme&lt;/a&gt; - Subtle ash-gray color scheme.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bjarneo/omarchy-aura-theme&quot;&gt;omarchy-aura-theme&lt;/a&gt; - Aura theme providing visually appealing configuration set.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/abhijeet-swami/omarchy-ayaka-theme&quot;&gt;omarchy-ayaka-theme&lt;/a&gt; - Minimalist theme with glass-like blur effects and vibrant accents.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/fdidron/omarchy-ayu-dark-theme&quot;&gt;omarchy-ayu-dark-theme&lt;/a&gt; - Ayu Dark color scheme adaptation.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/fdidron/omarchy-ayumirage&quot;&gt;omarchy-ayu-mirage-theme&lt;/a&gt; - Ayu Mirage color scheme adaptation with balanced contrast.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Hydradevx/omarchy-azure-glow-theme&quot;&gt;omarchy-azure-glow-theme&lt;/a&gt; - Azure blue theme with glowing accents.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/HANCORE-linux/omarchy-batou-theme&quot;&gt;omarchy-batou-theme&lt;/a&gt; - Moody theme inspired by Batou&#39;s car and iconic opening scene aesthetics.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/somerocketeer/omarchy-bauhaus-theme&quot;&gt;omarchy-bauhaus-theme&lt;/a&gt; - Minimalist theme inspired by Bauhaus design principles.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/HANCORE-linux/omarchy-blackgold-theme&quot;&gt;omarchy-blackgold-theme&lt;/a&gt; - Sleek black-and-gold theme with luxurious aesthetics.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/HANCORE-linux/omarchy-blackmoney-theme&quot;&gt;omarchy-blackmoney-theme&lt;/a&gt; - Bold midnight theme with rich green-gold accents.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/HANCORE-linux/omarchy-blackturq-theme&quot;&gt;omarchy-blackturq-theme&lt;/a&gt; - Black turquoise theme based on Evo80 keyboard color pattern.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/hipsterusername/omarchy-blueridge-dark-theme&quot;&gt;omarchy-blueridge-dark-theme&lt;/a&gt; - Dark theme inspired by mountain ridge aesthetics.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/KidDogDad/omarchy-catppuccin-mocha-theme&quot;&gt;omarchy-catppuccin-mocha-theme&lt;/a&gt; - Catppuccin Mocha theme for Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/hoblin/omarchy-cobalt2-theme&quot;&gt;omarchy-cobalt2-theme&lt;/a&gt; - Cobalt2 theme inspired by the iconic VSCode theme.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/knappkevin/omarchy-crimson-gold-theme&quot;&gt;omarchy-crimson-gold-theme&lt;/a&gt; - Luxurious crimson and gold color combination.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/jbnunn/omarchy-delorean-theme&quot;&gt;omarchy-delorean-theme&lt;/a&gt; - Retro-inspired time traveler&#39;s theme.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/AX200M/omarchy-doom-theme&quot;&gt;omarchy-doom-theme&lt;/a&gt; - Material theme inspired by MF DOOM wallpaper.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/catlee/omarchy-dracula-theme&quot;&gt;omarchy-dracula-theme&lt;/a&gt; - Popular Dracula theme adaptation.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bjarneo/omarchy-elysian-theme&quot;&gt;omarchy-elysian-theme&lt;/a&gt; - Mythical forest theme with golden-green light and high-contrast workspace.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Swarnim114/omarchy-everblush-theme&quot;&gt;omarchy-everblush-theme&lt;/a&gt; - Everblush color scheme adaptation.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/celsobenedetti/omarchy-evergarden&quot;&gt;omarchy-evergarden-theme&lt;/a&gt; - Evergarden theme with lush greens and soft pastels.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/TyRichards/omarchy-felix-theme&quot;&gt;omarchy-felix-theme&lt;/a&gt; - Clean theme with balanced colors and modern design.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/mattbbia/fire-and-shadow&quot;&gt;omarchy-fire-and-shadow-theme&lt;/a&gt; - A moody, somber theme based on the paintings of Joseph Wright.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bjarneo/omarchy-fireside-theme&quot;&gt;omarchy-fireside-theme&lt;/a&gt; - Warm, cozy theme inspired by the gentle glow of a crackling fire.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bjarneo/omarchy-firesky-theme&quot;&gt;omarchy-firesky-theme&lt;/a&gt; - Fire-lit sky inspired theme for deep focus.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/euandeas/omarchy-flexoki-dark-theme&quot;&gt;omarchy-flexoki-dark-theme&lt;/a&gt; - Flexoki color palette adaptation.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/euandeas/omarchy-flexoki-light-theme&quot;&gt;omarchy-flexoki-light-theme&lt;/a&gt; - Light version of Flexoki color palette.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/abhijeet-swami/omarchy-forest-green-theme&quot;&gt;omarchy-forest-green-theme&lt;/a&gt; - Nature-inspired forest green color scheme.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bjarneo/omarchy-frost-theme&quot;&gt;omarchy-frost-theme&lt;/a&gt; - Simple, elegant theme inspired by the serene beauty of frost patterns.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/VECTORG99/omarchy-frutiger-aero&quot;&gt;omarchy-frutiger-aero&lt;/a&gt; - Frutiger Aero theme with 6 EWW desktop widgets, liquid glass aesthetics, celestial gradients, and light/dark support.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bjarneo/omarchy-futurism-theme&quot;&gt;omarchy-futurism-theme&lt;/a&gt; - Futuristic theme with modern aesthetics.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/tahayvr/omarchy-gold-rush-theme&quot;&gt;omarchy-gold-rush-theme&lt;/a&gt; - Luxurious gold-themed color scheme.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/kalk-ak/omarchy-green-garden-theme&quot;&gt;omarchy-green-garden-theme&lt;/a&gt; - Fresh and calming theme inspired by nature with vibrant yet soothing green tones.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bjarneo/omarchy-gtk-theme&quot;&gt;omarchy-gtk-theme&lt;/a&gt; - Universal GTK styling to match Omarchy across applications.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/HANCORE-linux/omarchy-harbor-theme&quot;&gt;omarchy-harbor-theme&lt;/a&gt; - Calm, paper-light color scheme with cool ink accents inspired by Nordic tones.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/HANCORE-linux/omarchy-harbordark-theme&quot;&gt;omarchy-harbordark-theme&lt;/a&gt; - Dark version of Harbor theme with deep tones and cool accents.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/imbypass/omarchy-hook-theme-set-ex&quot;&gt;omarchy-hook-theme-set-ex&lt;/a&gt; - Modular interpretation of the Omarchy theme-set hook.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/HANCORE-linux/omarchy-inkypinky-theme&quot;&gt;omarchy-inkypinky-theme&lt;/a&gt; - Bold meets blush in a swirl of creative elegance.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/krymzonn/omarchy-kimiko-theme&quot;&gt;omarchy-kimiko-theme&lt;/a&gt; - Elegant theme with Japanese-inspired aesthetics.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/steve-lohmeyer/omarchy-mars-theme&quot;&gt;omarchy-mars-theme&lt;/a&gt; - Mars-inspired red theme.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/tahayvr/omarchy-matte-black&quot;&gt;omarchy-matte-black&lt;/a&gt; - Sleek matte black theme for minimalists.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/HANCORE-linux/omarchy-mechanoonna-theme&quot;&gt;omarchy-mechanoonna-theme&lt;/a&gt; - Mecha no Onna (メカの女) the &quot;Metal Woman&quot; theme.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/JaxonWright/omarchy-midnight-theme&quot;&gt;omarchy-midnight-theme&lt;/a&gt; - Dark midnight theme optimized for OLED displays.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/hipsterusername/omarchy-milkmatcha-light-theme&quot;&gt;omarchy-milkmatcha-light-theme&lt;/a&gt; - Light theme with soft matcha green and creamy colors.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Swarnim114/omarchy-monochrome-theme&quot;&gt;omarchy-monochrome-theme&lt;/a&gt; - Clean monochrome design.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bjarneo/omarchy-monokai-theme&quot;&gt;omarchy-monokai-theme&lt;/a&gt; - High-contrast Monokai Pro inspired variant.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/HANCORE-linux/omarchy-moodpeak-theme&quot;&gt;omarchy-moodpeak-theme&lt;/a&gt; - Mood-lifting theme designed to pull you back to peak focus.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/somerocketeer/omarchy-nagai-twilight-theme&quot;&gt;omarchy-nagai-twilight-theme&lt;/a&gt; - Twilight-inspired theme with elegant color transitions.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bjarneo/omarchy-nes-theme&quot;&gt;omarchy-nes-theme&lt;/a&gt; - Retro NES theme with nostalgic gaming aesthetics.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/sc0ttman/omarchy-one-dark-pro&quot;&gt;omarchy-one-dark-pro-theme&lt;/a&gt; - One Dark Pro color scheme adaptation.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Justikun/omarchy-osaka-jade-theme&quot;&gt;omarchy-osaka-jade-theme&lt;/a&gt; - Elegant jade-colored theme inspired by Osaka aesthetics.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/simoz/omarchy-outpost-theme&quot;&gt;omarchy-outpost-theme&lt;/a&gt; - Dark theme with petroleum, bronze, and ivory colors and robot-inspired pixel art wallpapers.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/mattbbia/pissarro-omarchy&quot;&gt;omarchy-pissarro-theme&lt;/a&gt; - A light Omarchy theme inspired by Camille Pissarro.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bjarneo/omarchy-pulsar-theme&quot;&gt;omarchy-pulsar-theme&lt;/a&gt; - Vibrant, cosmic-inspired dark theme for Omarchy that captures the brilliant energy of neutron stars.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dotsilva/omarchy-purplewave-theme&quot;&gt;omarchy-purplewave-theme&lt;/a&gt; - Purple wave-inspired theme with elegant purple tones.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/zdravkodanailov7/omarchy-retro-fallout-theme&quot;&gt;omarchy-retro-fallout-theme&lt;/a&gt; - Post-apocalyptic theme with Vault-inspired colors and Fallout-themed styling.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/rondilley/omarchy-retropc-theme&quot;&gt;omarchy-retropc-theme&lt;/a&gt; - Nostalgic retro PC theme with vintage computing aesthetics.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/guilhermetk/omarchy-rose-pine&quot;&gt;omarchy-rose-pine&lt;/a&gt; - Rose Pine theme for Omarchy.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/guilhermetk/omarchy-rose-pine-dark&quot;&gt;omarchy-rose-pine-dark&lt;/a&gt; - Rose Pine inspired dark theme.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bjarneo/omarchy-sakura-theme&quot;&gt;omarchy-sakura-theme&lt;/a&gt; - Elegant, high-contrast theme inspired by the delicate beauty of cherry blossoms.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/HANCORE-linux/omarchy-sapphire-theme&quot;&gt;omarchy-sapphire-theme&lt;/a&gt; - Vivid blue theme with rich accents.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bjarneo/omarchy-serenity-theme&quot;&gt;omarchy-serenity-theme&lt;/a&gt; - Serenity theme with calm and peaceful color scheme.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/HANCORE-linux/omarchy-shadesofjade-theme&quot;&gt;omarchy-shadesofjade-theme&lt;/a&gt; - Serene green-toned theme.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/bjarneo/omarchy-snow-theme&quot;&gt;omarchy-snow-theme&lt;/a&gt; - Snow theme with clean winter-inspired aesthetics.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/dfrico/omarchy-solarized-light-theme&quot;&gt;omarchy-solarized-light-theme&lt;/a&gt; - Light version of Solarized color scheme.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/motorsss/omarchy-solarizedosaka-theme&quot;&gt;omarchy-solarized-osaka-theme&lt;/a&gt; - Solarized theme with Osaka-inspired modifications.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/Gazler/omarchy-solarized-theme&quot;&gt;omarchy-solarized-theme&lt;/a&gt; - Classic Solarized color scheme adaptation.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/TyRichards/omarchy-space-monkey-theme&quot;&gt;omarchy-space-monkey-theme&lt;/a&gt; - Space-inspired theme with cosmic elements.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/abhijeet-swami/omarchy-spectra-theme&quot;&gt;omarchy-spectra-theme&lt;/a&gt; - Blur and transparency theme that adapts to any wallpaper.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/tahayvr/omarchy-sunset-drive-theme&quot;&gt;omarchy-sunset-drive-theme&lt;/a&gt; - Sunset-inspired theme with warm gradients.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/omacom-io/omarchy-synthwave84-theme&quot;&gt;omarchy-synthwave84-theme&lt;/a&gt; - Synthwave 84 inspired theme with retro aesthetics.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/HANCORE-linux/omarchy-thegreek-theme&quot;&gt;omarchy-thegreek-theme&lt;/a&gt; - Sleek, strategic spy theme blending classic espionage with modern intrigue.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/leonardobetti/omarchy-tycho&quot;&gt;omarchy-tycho&lt;/a&gt; - Minimalist pastel theme inspired by musician Tycho&#39;s aesthetics.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/HANCORE-linux/omarchy-velvetnight-theme&quot;&gt;omarchy-velvetnight-theme&lt;/a&gt; - Dark, night-inspired theme with soft contrasts and subtle glimmers.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/mattbbia/venice-from-above-omarchy&quot;&gt;omarchy-venice-from-above&lt;/a&gt; - A light Omarchy theme inspired by the 15th century bird&#39;s eye view mapping of Venice.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/thmoee/omarchy-vesper-theme&quot;&gt;omarchy-vesper-theme&lt;/a&gt; - Dark theme with warm vesper-orange highlights.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/tahayvr/omarchy-vhs80-theme&quot;&gt;omarchy-vhs80-theme&lt;/a&gt; - Retro VHS-inspired theme with 80s aesthetics and neon colors.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/vyrx-dev/omarchy-void-theme&quot;&gt;omarchy-void-theme&lt;/a&gt; - Low-contrast purple theme with soft accents for a calm UI.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/perfektnacht/omarchy-wasteland-theme&quot;&gt;omarchy-wasteland-theme&lt;/a&gt; - Post-apocalyptic wasteland-inspired color scheme.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/hipsterusername/omarchy-waveform-dark-theme&quot;&gt;omarchy-waveform-dark-theme&lt;/a&gt; - Dark theme with waveform-inspired design patterns.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/HANCORE-linux/omarchy-whitegold-theme&quot;&gt;omarchy-whitegold-theme&lt;/a&gt; - Light and elegance intertwined with gold accents.&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://github.com/ITSZXY/pink-blood-omarchy-theme&quot;&gt;pink-blood-omarchy-theme&lt;/a&gt; - Bold pink-themed design.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Contributing&lt;/h2&gt; 
&lt;p&gt;Contributions are welcome! Please see our &lt;a href=&quot;https://raw.githubusercontent.com/aorumbayev/awesome-omarchy/main/CONTRIBUTING.md&quot;&gt;Contributing Guide&lt;/a&gt; for details on how to submit themes, tools, or other resources.&lt;/p&gt;</description>
      
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      <title>averygan/reclip</title>
      <link>https://github.com/averygan/reclip</link>
      <description>&lt;p&gt;Download videos from almost any website. Lightweight, self-hosted media downloader with a clean web UI.&lt;/p&gt;&lt;hr&gt;&lt;h1&gt;ReClip&lt;/h1&gt; 
&lt;p&gt;A self-hosted, open-source video and audio downloader with a clean web UI. Paste links from YouTube, TikTok, Instagram, Twitter/X, and 1000+ other sites — download as MP4 or MP3.&lt;/p&gt; 
&lt;p&gt;&lt;img src=&quot;https://img.shields.io/badge/python-3.8+-blue&quot; alt=&quot;Python&quot; /&gt; &lt;img src=&quot;https://img.shields.io/badge/license-MIT-green&quot; alt=&quot;License&quot; /&gt;&lt;/p&gt; 
&lt;p&gt;&lt;a href=&quot;https://github.com/user-attachments/assets/419d3e50-c933-444b-8cab-a9724986ba05&quot;&gt;https://github.com/user-attachments/assets/419d3e50-c933-444b-8cab-a9724986ba05&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/averygan/reclip/main/assets/preview-mp3.png&quot; alt=&quot;ReClip MP3 Mode&quot; /&gt;&lt;/p&gt; 
&lt;h2&gt;Features&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;Download videos from 1000+ supported sites (via &lt;a href=&quot;https://github.com/yt-dlp/yt-dlp&quot;&gt;yt-dlp&lt;/a&gt;)&lt;/li&gt; 
 &lt;li&gt;MP4 video or MP3 audio extraction&lt;/li&gt; 
 &lt;li&gt;Quality/resolution picker&lt;/li&gt; 
 &lt;li&gt;Bulk downloads — paste multiple URLs at once&lt;/li&gt; 
 &lt;li&gt;Automatic URL deduplication&lt;/li&gt; 
 &lt;li&gt;Clean, responsive UI — no frameworks, no build step&lt;/li&gt; 
 &lt;li&gt;Single Python file backend (~150 lines)&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Quick Start&lt;/h2&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;brew install yt-dlp ffmpeg    # or apt install ffmpeg &amp;amp;&amp;amp; pip install yt-dlp
git clone https://github.com/averygan/reclip.git
cd reclip
./reclip.sh
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;Open &lt;strong&gt;&lt;a href=&quot;http://localhost:8899&quot;&gt;http://localhost:8899&lt;/a&gt;&lt;/strong&gt;.&lt;/p&gt; 
&lt;p&gt;Or with Docker:&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;docker build -t reclip . &amp;amp;&amp;amp; docker run -p 8899:8899 reclip
&lt;/code&gt;&lt;/pre&gt; 
&lt;h2&gt;Usage&lt;/h2&gt; 
&lt;ol&gt; 
 &lt;li&gt;Paste one or more video URLs into the input box&lt;/li&gt; 
 &lt;li&gt;Choose &lt;strong&gt;MP4&lt;/strong&gt; (video) or &lt;strong&gt;MP3&lt;/strong&gt; (audio)&lt;/li&gt; 
 &lt;li&gt;Click &lt;strong&gt;Fetch&lt;/strong&gt; to load video info and thumbnails&lt;/li&gt; 
 &lt;li&gt;Select quality/resolution if available&lt;/li&gt; 
 &lt;li&gt;Click &lt;strong&gt;Download&lt;/strong&gt; on individual videos, or &lt;strong&gt;Download All&lt;/strong&gt;&lt;/li&gt; 
&lt;/ol&gt; 
&lt;h2&gt;Supported Sites&lt;/h2&gt; 
&lt;p&gt;Anything &lt;a href=&quot;https://github.com/yt-dlp/yt-dlp/raw/master/supportedsites.md&quot;&gt;yt-dlp supports&lt;/a&gt;, including:&lt;/p&gt; 
&lt;p&gt;YouTube, TikTok, Instagram, Twitter/X, Reddit, Facebook, Vimeo, Twitch, Dailymotion, SoundCloud, Loom, Streamable, Pinterest, Tumblr, Threads, LinkedIn, and many more.&lt;/p&gt; 
&lt;h2&gt;Stack&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;Backend:&lt;/strong&gt; Python + Flask (~150 lines)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Frontend:&lt;/strong&gt; Vanilla HTML/CSS/JS (single file, no build step)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Download engine:&lt;/strong&gt; &lt;a href=&quot;https://github.com/yt-dlp/yt-dlp&quot;&gt;yt-dlp&lt;/a&gt; + &lt;a href=&quot;https://ffmpeg.org/&quot;&gt;ffmpeg&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Dependencies:&lt;/strong&gt; 2 (Flask, yt-dlp)&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Disclaimer&lt;/h2&gt; 
&lt;p&gt;This tool is intended for personal use only. Please respect copyright laws and the terms of service of the platforms you download from. The developers are not responsible for any misuse of this tool.&lt;/p&gt; 
&lt;h2&gt;License&lt;/h2&gt; 
&lt;p&gt;&lt;a href=&quot;https://raw.githubusercontent.com/averygan/reclip/main/LICENSE&quot;&gt;MIT&lt;/a&gt;&lt;/p&gt;</description>
      
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      <title>uiverse-io/galaxy</title>
      <link>https://github.com/uiverse-io/galaxy</link>
      <description>&lt;p&gt;The largest Open-Source UI Library! Community-made and free to use. Made with either CSS or Tailwind.&lt;/p&gt;&lt;p&gt;&lt;img src=&quot;https://mshibanami.github.io/GitHubTrendingRSS/assets/icons/link.png&quot; width=&quot;20&quot; height=&quot;20&quot; alt=&quot;link&quot; style=&quot;margin: 0 8px 0 0; padding: 0; display: inline-block; vertical-align: middle;&quot; /&gt;&lt;a href=&quot;https://Uiverse.io&quot;&gt;https://Uiverse.io&lt;/a&gt;&lt;/p&gt;&lt;hr&gt;&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/uiverse-io/.github/main/cover.png&quot; alt=&quot;screenshot&quot; /&gt;&lt;/p&gt; 
&lt;h1&gt;Galaxy&lt;/h1&gt; 
&lt;p&gt;Welcome to the &lt;code&gt;galaxy&lt;/code&gt;, a collection of over 3000 unique UI elements from &lt;a href=&quot;https://uiverse.io/&quot;&gt;Uiverse.io&lt;/a&gt;.&lt;/p&gt; 
&lt;p&gt;Every single UI element you find in here is sourced from our main platform, &lt;a href=&quot;http://uiverse.io/&quot;&gt;Uiverse.io&lt;/a&gt;. As designers and enthusiasts share their creations on our website, we automatically curate and upload them here for ease of access and implementation.&lt;/p&gt; 
&lt;h2&gt;Browsing the Collection&lt;/h2&gt; 
&lt;p&gt;While this repository provides an archive of all the UI elements, the best way to browse is on &lt;a href=&quot;https://uiverse.io/&quot;&gt;Uiverse.io&lt;/a&gt;. There, you can search and interact with all the elements while having a visual overview.&lt;/p&gt; 
&lt;h2&gt;Contribution&lt;/h2&gt; 
&lt;p&gt;Interested in growing this universe of UI components? Contribution is simple:&lt;/p&gt; 
&lt;ol&gt; 
 &lt;li&gt;&lt;strong&gt;Create &amp;amp; Submit&lt;/strong&gt;: Craft your unique UI element and submit it to &lt;a href=&quot;https://uiverse.io/&quot;&gt;Uiverse.io&lt;/a&gt;.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Approval&lt;/strong&gt;: Once your submission is reviewed and approved on our platform, it will automatically be uploaded to this repo.&lt;/li&gt; 
&lt;/ol&gt; 
&lt;p&gt;&lt;strong&gt;Please note&lt;/strong&gt;: Direct contributions or pull requests to this repository will be ignored. The &lt;code&gt;galaxy&lt;/code&gt; is exclusively managed through the &lt;a href=&quot;http://uiverse.io/&quot;&gt;Uiverse.io&lt;/a&gt; platform to ensure consistency and quality.&lt;/p&gt; 
&lt;h2&gt;Licensing and Attribution&lt;/h2&gt; 
&lt;p&gt;All UI elements in this repository are available under the &lt;strong&gt;MIT License&lt;/strong&gt;, granting you the freedom to use, modify, and distribute them as you please. However, while not mandatory, we deeply value and appreciate attribution.&lt;/p&gt; 
&lt;p&gt;When implementing a UI element from this collection, kindly consider giving credit to both the original creator and &lt;a href=&quot;https://uiverse.io/&quot;&gt;Uiverse.io&lt;/a&gt;. This simple act promotes the ethos of sharing, acknowledges the designer&#39;s effort, and celebrates the community spirit.&lt;/p&gt;</description>
      
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      <title>Jakubantalik/transitions.dev</title>
      <link>https://github.com/Jakubantalik/transitions.dev</link>
      <description>&lt;p&gt;UI montion AI agent, a library of 43+ crafted transitions, a skill that fits your workflow.&lt;/p&gt;&lt;p&gt;&lt;img src=&quot;https://mshibanami.github.io/GitHubTrendingRSS/assets/icons/link.png&quot; width=&quot;20&quot; height=&quot;20&quot; alt=&quot;link&quot; style=&quot;margin: 0 8px 0 0; padding: 0; display: inline-block; vertical-align: middle;&quot; /&gt;&lt;a href=&quot;https://transitions.dev/&quot;&gt;https://transitions.dev/&lt;/a&gt;&lt;/p&gt;&lt;hr&gt;&lt;h1&gt;Transitions.dev&lt;/h1&gt; 
&lt;p&gt;Transitions.dev is an interactive collection of reusable CSS transitions. Each card on the index page demonstrates a different interaction pattern and ships a copy-ready, portable CSS snippet for each.&lt;/p&gt; 
&lt;p&gt;Live site: &lt;a href=&quot;https://transitions.dev/&quot;&gt;https://transitions.dev/&lt;/a&gt;&lt;/p&gt; 
&lt;h2&gt;Transitions&lt;/h2&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;#&lt;/th&gt; 
   &lt;th&gt;Name&lt;/th&gt; 
   &lt;th&gt;What it shows&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;&lt;strong&gt;Card resize&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Smooth card resize transition.&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;2&lt;/td&gt; 
   &lt;td&gt;&lt;strong&gt;Number pop-in&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Digit flip with blur and stagger.&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;3&lt;/td&gt; 
   &lt;td&gt;&lt;strong&gt;Notification badge&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Diagonal slide with spring pop-in.&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;4&lt;/td&gt; 
   &lt;td&gt;&lt;strong&gt;Text states swap&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Text swap transition with blur.&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;5&lt;/td&gt; 
   &lt;td&gt;&lt;strong&gt;Menu dropdown&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Origin-aware open / close transition.&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;6&lt;/td&gt; 
   &lt;td&gt;&lt;strong&gt;Modal open / close&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Modal transition with scale.&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;7&lt;/td&gt; 
   &lt;td&gt;&lt;strong&gt;Panel reveal&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Panel open / close transition.&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;8&lt;/td&gt; 
   &lt;td&gt;&lt;strong&gt;Page side-by-side&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Forward / back page transition.&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;9&lt;/td&gt; 
   &lt;td&gt;&lt;strong&gt;Icon swap&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Scale and blur icon swap.&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;10&lt;/td&gt; 
   &lt;td&gt;&lt;strong&gt;Success check&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Confirmation icon with fade, rotate, blur, Y-bob, and SVG path draw.&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;11&lt;/td&gt; 
   &lt;td&gt;&lt;strong&gt;Avatar group hover&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Hovered avatar springs up while neighbours follow with a falloff.&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;12&lt;/td&gt; 
   &lt;td&gt;&lt;strong&gt;Error state shake&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;Input shake on validation error with auto-revert to neutral.&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;Each card has a copy button that emits a self-contained CSS snippet: semantic CSS custom properties on &lt;code&gt;:root&lt;/code&gt;, the transition rules namespaced under &lt;code&gt;t-*&lt;/code&gt; classes, and a &lt;code&gt;@media (prefers-reduced-motion: reduce)&lt;/code&gt; guard — so you can paste the snippet into any project and apply it to any component without pulling in demo-specific markup or sizing.&lt;/p&gt; 
&lt;h2&gt;Install with the CLI (npm)&lt;/h2&gt; 
&lt;p&gt;Pull any transition into your project from the terminal — no manual copy:&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;npx transitions-dev add card-resize      # free, no account needed
npx transitions-dev add --free           # every free transition at once
npx transitions-dev list                 # see everything available
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;Pro transitions unlock after a passwordless browser sign-in (device flow — no API key in your terminal):&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;npx transitions-dev login                # opens the browser to confirm a code
npx transitions-dev add confetti-burst    # pulls the Pro CSS + React
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;CLI source: &lt;a href=&quot;https://raw.githubusercontent.com/Jakubantalik/transitions.dev/main/cli&quot;&gt;&lt;code&gt;cli/&lt;/code&gt;&lt;/a&gt; (published as the public &lt;code&gt;transitions-dev&lt;/code&gt; package; &lt;code&gt;transitions-pro&lt;/code&gt; is the old name and forwards to it — it holds no premium source; Pro recipes are fetched from the authenticated API).&lt;/p&gt; 
&lt;h2&gt;Use as an agent skill&lt;/h2&gt; 
&lt;p&gt;The same transitions are packaged as an installable agent skill so AI coding tools (Cursor, Claude Code, Codex, …) can apply them directly inside your project.&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;npx skills add Jakubantalik/transitions.dev
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;Skill source lives in &lt;a href=&quot;https://raw.githubusercontent.com/Jakubantalik/transitions.dev/main/skills/transitions-dev&quot;&gt;&lt;code&gt;skills/transitions-dev/&lt;/code&gt;&lt;/a&gt; — &lt;code&gt;SKILL.md&lt;/code&gt;, eighteen per-transition reference files (&lt;code&gt;01-card-resize.md&lt;/code&gt; … &lt;code&gt;18-texts-reveal.md&lt;/code&gt;), and &lt;code&gt;_root.css&lt;/code&gt; (the universal install block on its own).&lt;/p&gt; 
&lt;p&gt;The skill is generated from &lt;code&gt;index.html&lt;/code&gt; so the snippets always match what the showcase site demonstrates. Re-run after editing the source site:&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;npm run build
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;&lt;code&gt;build/extract.mjs&lt;/code&gt; parses &lt;code&gt;PROTO_TEMPLATES&lt;/code&gt; and the &lt;code&gt;:root { --pX-* }&lt;/code&gt; block out of &lt;code&gt;index.html&lt;/code&gt;, then re-renders every file under &lt;code&gt;skills/transitions-dev/&lt;/code&gt; from the templates in &lt;code&gt;build/templates/&lt;/code&gt;.&lt;/p&gt; 
&lt;h2&gt;Refine tool&lt;/h2&gt; 
&lt;p&gt;&lt;strong&gt;Refine&lt;/strong&gt; is a live, agent-driven companion to the skill. One command drops a timeline + Refine panel onto your running app — no &lt;code&gt;npm install&lt;/code&gt;, no source edits of your own — and every &quot;Refine&quot; click asks your coding agent to align the selected CSS/Motion transition to the transitions.dev motion tokens (or replace it with a transition from the library). Suggestions appear in a panel that slides in from the right; you pick which to apply as live, reversible overrides.&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;# inject the panel + start the local relay (deterministic suggestions work immediately)
npx transitions-refine live

# same, but also installs/wires the Cursor CLI so the relay answers with the LLM, persistently
npx transitions-refine live --llm

# remove the injected &amp;lt;script&amp;gt; tag again
npx transitions-refine stop
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;Without &lt;code&gt;--llm&lt;/code&gt;, you can instead run &lt;code&gt;/refine live&lt;/code&gt; in your editor to back the panel with the in-IDE agent. Source lives in &lt;a href=&quot;https://raw.githubusercontent.com/Jakubantalik/transitions.dev/main/refine&quot;&gt;&lt;code&gt;refine/&lt;/code&gt;&lt;/a&gt; and ships as the public npm package &lt;code&gt;transitions-refine&lt;/code&gt;. See &lt;a href=&quot;https://raw.githubusercontent.com/Jakubantalik/transitions.dev/main/refine/README.md&quot;&gt;&lt;code&gt;refine/README.md&lt;/code&gt;&lt;/a&gt; for the full flow and env knobs.&lt;/p&gt; 
&lt;h2&gt;Files&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;code&gt;index.html&lt;/code&gt; — main showcase page with all eighteen transitions and per-card &quot;copy CSS&quot; buttons.&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;prototypes.html&lt;/code&gt; — interactive playground for each transition with live tuning controls (durations, distances, easings).&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;skill.html&lt;/code&gt; — landing page for the agent skill (install instructions + side-by-side compare embed).&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;example.html&lt;/code&gt; — modal demo with a side-by-side &quot;generic AI output&quot; vs &quot;with Transitions.dev skill&quot; toggle, embedded inside &lt;code&gt;skill.html&lt;/code&gt; as an iframe.&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;skills/transitions-dev/&lt;/code&gt; — published skill payload (consumed by &lt;code&gt;npx skills add&lt;/code&gt;).&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;refine/&lt;/code&gt; — the &lt;strong&gt;Refine&lt;/strong&gt; tool: a CLI that injects a live timeline + Refine panel and runs a local relay (published to npm as &lt;code&gt;transitions-refine&lt;/code&gt;).&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;build/extract.mjs&lt;/code&gt; + &lt;code&gt;build/templates/&lt;/code&gt; — regenerator that keeps the skill in lockstep with &lt;code&gt;index.html&lt;/code&gt;.&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;assets/&lt;/code&gt; — icons, favicons, and the social-share OG image.&lt;/li&gt; 
 &lt;li&gt;&lt;code&gt;site.webmanifest&lt;/code&gt;, &lt;code&gt;robots.txt&lt;/code&gt;, &lt;code&gt;sitemap.xml&lt;/code&gt; — PWA/SEO metadata.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;Run locally&lt;/h2&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;python3 -m http.server 8765
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;Then open &lt;a href=&quot;http://127.0.0.1:8765/&quot;&gt;http://127.0.0.1:8765/&lt;/a&gt;.&lt;/p&gt; 
&lt;h2&gt;License&lt;/h2&gt; 
&lt;p&gt;You (and any coding agent working for you) may use the transitions and skills in unlimited personal and commercial projects, modify them, and ship them to your users. The only restriction: don&#39;t redistribute the library itself as a competing transitions library or kit. The tooling (CLI, agent, Refine) is MIT. See &lt;a href=&quot;https://raw.githubusercontent.com/Jakubantalik/transitions.dev/main/LICENSE&quot;&gt;LICENSE&lt;/a&gt; and the &lt;a href=&quot;https://transitions.dev/terms.html&quot;&gt;full terms&lt;/a&gt;.&lt;/p&gt;</description>
      
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    <item>
      <title>shanraisshan/claude-code-best-practice</title>
      <link>https://github.com/shanraisshan/claude-code-best-practice</link>
      <description>&lt;p&gt;from vibe coding to agentic engineering - practice makes claude perfect&lt;/p&gt;&lt;p&gt;&lt;img src=&quot;https://mshibanami.github.io/GitHubTrendingRSS/assets/icons/link.png&quot; width=&quot;20&quot; height=&quot;20&quot; alt=&quot;link&quot; style=&quot;margin: 0 8px 0 0; padding: 0; display: inline-block; vertical-align: middle;&quot; /&gt;&lt;a href=&quot;https://linkedin.com/in/shanraisshan&quot;&gt;https://linkedin.com/in/shanraisshan&lt;/a&gt;&lt;/p&gt;&lt;hr&gt;&lt;h1&gt;claude-code-best-practice&lt;/h1&gt; 
&lt;p&gt;from vibe coding to agentic engineering - practice makes claude perfect&lt;/p&gt; 
&lt;p&gt;&lt;img src=&quot;https://img.shields.io/badge/updated_with_Claude_Code-Oct%2005%2C%202026%209%3A45%20AM%20PKT-white?style=flat&amp;amp;labelColor=555&quot; alt=&quot;updated with Claude Code&quot; /&gt; &lt;a href=&quot;https://github.com/shanraisshan/claude-code-best-practice/stargazers&quot;&gt;&lt;img src=&quot;https://img.shields.io/github/stars/shanraisshan/claude-code-best-practice?style=flat&amp;amp;label=%E2%98%85&amp;amp;labelColor=555&amp;amp;color=white&quot; alt=&quot;GitHub Stars&quot; /&gt;&lt;/a&gt;&lt;br /&gt;&lt;/p&gt; 
&lt;p&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/best-practice/&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/best-practice.svg?sanitize=true&quot; alt=&quot;Best Practice&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/implementation/&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/implemented.svg?sanitize=true&quot; alt=&quot;Implemented&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/orchestration-workflow/orchestration-workflow.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/orchestration-workflow.svg?sanitize=true&quot; alt=&quot;Orchestration Workflow&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://code.claude.com/docs&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/claude.svg?sanitize=true&quot; alt=&quot;Claude&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/#-tips-and-tricks&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/#-subscribe&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/community.svg?sanitize=true&quot; alt=&quot;Community&quot; /&gt;&lt;/a&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/click-badges.svg?sanitize=true&quot; alt=&quot;Click on these badges below to see the actual sources&quot; /&gt;&lt;br /&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/a.svg?sanitize=true&quot; height=&quot;14&quot; /&gt; = Agents · &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/c.svg?sanitize=true&quot; height=&quot;14&quot; /&gt; = Commands · &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/s.svg?sanitize=true&quot; height=&quot;14&quot; /&gt; = Skills&lt;/p&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/claude-jumping.svg?sanitize=true&quot; alt=&quot;Claude Code mascot jumping&quot; width=&quot;120&quot; height=&quot;100&quot; /&gt;&lt;br /&gt; &lt;a href=&quot;https://github.com/trending&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/root/github-trending-day.svg?sanitize=true&quot; alt=&quot;GitHub Trending #1 Repository Of The Day&quot; /&gt;&lt;/a&gt; &lt;/p&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/root/supported-label.svg?sanitize=true&quot; alt=&quot;Supported by:&quot; height=&quot;34&quot; /&gt;&amp;nbsp;&amp;nbsp;&lt;a href=&quot;https://disrupt.com/?utm_source=github&amp;amp;utm_campaign=shayan_claude_code_best_practice&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/root/supported-disrupt.svg?sanitize=true&quot; alt=&quot;Disrupt.com — Ventures Reimagined&quot; height=&quot;34&quot; /&gt;&lt;/a&gt;&amp;nbsp;&amp;nbsp;&lt;a href=&quot;https://claudekit.cc/?utm_source=github&amp;amp;utm_medium=sponsorship&amp;amp;utm_campaign=shayan_claude_code_best_practice&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/root/supported-claudekit.svg?sanitize=true&quot; alt=&quot;ClaudeKit — Production-ready skills and workflows&quot; height=&quot;34&quot; /&gt;&lt;/a&gt; &lt;/p&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/root/boris-slider.gif&quot; alt=&quot;Boris Cherny on Claude Code&quot; width=&quot;600&quot; /&gt;&lt;br /&gt; Boris Cherny on X (&lt;a href=&quot;https://x.com/bcherny/status/2007179832300581177&quot;&gt;tweet 1&lt;/a&gt; · &lt;a href=&quot;https://x.com/bcherny/status/2017742741636321619&quot;&gt;tweet 2&lt;/a&gt; · &lt;a href=&quot;https://x.com/bcherny/status/2021699851499798911&quot;&gt;tweet 3&lt;/a&gt;) &lt;/p&gt; 
&lt;div class=&quot;markdown-alert markdown-alert-tip&quot;&gt;
 &lt;p class=&quot;markdown-alert-title&quot;&gt;
  &lt;svg class=&quot;octicon octicon-light-bulb mr-2&quot; viewbox=&quot;0 0 16 16&quot; version=&quot;1.1&quot; width=&quot;16&quot; height=&quot;16&quot; aria-hidden=&quot;true&quot;&gt;
   &lt;path d=&quot;M8 1.5c-2.363 0-4 1.69-4 3.75 0 .984.424 1.625.984 2.304l.214.253c.223.264.47.556.673.848.284.411.537.896.621 1.49a.75.75 0 0 1-1.484.211c-.04-.282-.163-.547-.37-.847a8.456 8.456 0 0 0-.542-.68c-.084-.1-.173-.205-.268-.32C3.201 7.75 2.5 6.766 2.5 5.25 2.5 2.31 4.863 0 8 0s5.5 2.31 5.5 5.25c0 1.516-.701 2.5-1.328 3.259-.095.115-.184.22-.268.319-.207.245-.383.453-.541.681-.208.3-.33.565-.37.847a.751.751 0 0 1-1.485-.212c.084-.593.337-1.078.621-1.489.203-.292.45-.584.673-.848.075-.088.147-.173.213-.253.561-.679.985-1.32.985-2.304 0-2.06-1.637-3.75-4-3.75ZM5.75 12h4.5a.75.75 0 0 1 0 1.5h-4.5a.75.75 0 0 1 0-1.5ZM6 15.25a.75.75 0 0 1 .75-.75h2.5a.75.75 0 0 1 0 1.5h-2.5a.75.75 0 0 1-.75-.75Z&quot;&gt;&lt;/path&gt;
  &lt;/svg&gt;Tip&lt;/p&gt;
 &lt;p&gt;Visit the &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/#how-to-use&quot;&gt;&lt;strong&gt;How to Use&lt;/strong&gt;&lt;/a&gt; section to take full advantage of this repo.&lt;/p&gt; 
&lt;/div&gt; 
&lt;h2&gt;🧠 CONCEPTS&lt;/h2&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Feature&lt;/th&gt; 
   &lt;th&gt;Location&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;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/a.svg?sanitize=true&quot; height=&quot;14&quot; /&gt; &lt;a href=&quot;https://code.claude.com/docs/en/sub-agents&quot;&gt;&lt;strong&gt;Subagents&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;.claude/agents/&amp;lt;name&amp;gt;.md&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/best-practice/claude-subagents.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/best-practice.svg?sanitize=true&quot; alt=&quot;Best Practice&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/implementation/claude-subagents-implementation.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/implemented.svg?sanitize=true&quot; alt=&quot;Implemented&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/c.svg?sanitize=true&quot; height=&quot;14&quot; /&gt; &lt;a href=&quot;https://code.claude.com/docs/en/commands&quot;&gt;&lt;strong&gt;Commands&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;.claude/commands/&amp;lt;name&amp;gt;.md&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/best-practice/claude-commands.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/best-practice.svg?sanitize=true&quot; alt=&quot;Best Practice&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/implementation/claude-commands-implementation.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/implemented.svg?sanitize=true&quot; alt=&quot;Implemented&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/s.svg?sanitize=true&quot; height=&quot;14&quot; /&gt; &lt;a href=&quot;https://code.claude.com/docs/en/skills&quot;&gt;&lt;strong&gt;Skills&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;.claude/skills/&amp;lt;name&amp;gt;/SKILL.md&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/best-practice/claude-skills.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/best-practice.svg?sanitize=true&quot; alt=&quot;Best Practice&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/implementation/claude-skills-implementation.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/implemented.svg?sanitize=true&quot; alt=&quot;Implemented&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://github.com/anthropics/skills/tree/main/skills&quot;&gt;Official Skills&lt;/a&gt; · &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/reports/claude-skills-for-larger-mono-repos.md&quot;&gt;Skills for Mono-repos&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/common-workflows&quot;&gt;&lt;strong&gt;Workflows&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/.claude/commands/weather-orchestrator.md&quot;&gt;&lt;code&gt;.claude/commands/weather-orchestrator.md&lt;/code&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/orchestration-workflow/orchestration-workflow.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/orchestration-workflow.svg?sanitize=true&quot; alt=&quot;Orchestration Workflow&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/hooks&quot;&gt;&lt;strong&gt;Hooks&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;.claude/hooks/&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/shanraisshan/claude-code-hooks&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/best-practice.svg?sanitize=true&quot; alt=&quot;Best Practice&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://github.com/shanraisshan/claude-code-hooks&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/implemented.svg?sanitize=true&quot; alt=&quot;Implemented&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://code.claude.com/docs/en/hooks-guide&quot;&gt;Guide&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/mcp&quot;&gt;&lt;strong&gt;MCP Servers&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;.claude/settings.json&lt;/code&gt;, &lt;code&gt;.mcp.json&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/best-practice/claude-mcp.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/best-practice.svg?sanitize=true&quot; alt=&quot;Best Practice&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/.mcp.json&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/implemented.svg?sanitize=true&quot; alt=&quot;Implemented&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/plugins&quot;&gt;&lt;strong&gt;Plugins&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;distributable packages&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/discover-plugins&quot;&gt;Marketplaces&lt;/a&gt; · &lt;a href=&quot;https://code.claude.com/docs/en/plugin-marketplaces&quot;&gt;Create Marketplaces&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/settings&quot;&gt;&lt;strong&gt;Settings&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;.claude/settings.json&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/best-practice/claude-settings.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/best-practice.svg?sanitize=true&quot; alt=&quot;Best Practice&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/.claude/settings.json&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/implemented.svg?sanitize=true&quot; alt=&quot;Implemented&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://code.claude.com/docs/en/permissions&quot;&gt;Permissions&lt;/a&gt; · &lt;a href=&quot;https://code.claude.com/docs/en/model-config&quot;&gt;Model Config&lt;/a&gt; · &lt;a href=&quot;https://code.claude.com/docs/en/output-styles&quot;&gt;Output Styles&lt;/a&gt; · &lt;a href=&quot;https://code.claude.com/docs/en/sandboxing&quot;&gt;Sandboxing&lt;/a&gt; · &lt;a href=&quot;https://code.claude.com/docs/en/keybindings&quot;&gt;Keybindings&lt;/a&gt; · &lt;a href=&quot;https://code.claude.com/docs/en/auto-mode-config&quot;&gt;Auto Mode Config&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/statusline&quot;&gt;&lt;strong&gt;Status Line&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;.claude/settings.json&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/shanraisshan/claude-code-status-line&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/best-practice.svg?sanitize=true&quot; alt=&quot;Best Practice&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/.claude/settings.json&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/implemented.svg?sanitize=true&quot; alt=&quot;Implemented&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/memory&quot;&gt;&lt;strong&gt;Memory&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;CLAUDE.md&lt;/code&gt;, &lt;code&gt;.claude/rules/&lt;/code&gt;, &lt;code&gt;~/.claude/rules/&lt;/code&gt;, &lt;code&gt;~/.claude/projects/&amp;lt;project&amp;gt;/memory/&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/best-practice/claude-memory.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/best-practice.svg?sanitize=true&quot; alt=&quot;Best Practice&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/CLAUDE.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/implemented.svg?sanitize=true&quot; alt=&quot;Implemented&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://code.claude.com/docs/en/memory&quot;&gt;Auto Memory&lt;/a&gt; · &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/reports/claude-agent-memory.md&quot;&gt;Auto Memory Deep-dive&lt;/a&gt; · &lt;a href=&quot;https://code.claude.com/docs/en/memory#organize-rules-with-claude/rules/&quot;&gt;Rules&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/checkpointing&quot;&gt;&lt;strong&gt;Checkpointing&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;automatic (file-edit tracking)&lt;/td&gt; 
   &lt;td&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/sessions&quot;&gt;&lt;strong&gt;Sessions&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;--resume&lt;/code&gt;, &lt;code&gt;--continue&lt;/code&gt;, &lt;code&gt;/resume&lt;/code&gt;, &lt;code&gt;/branch&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/context-window&quot;&gt;&lt;strong&gt;Context Window&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;/compact&lt;/code&gt;, &lt;code&gt;/clear&lt;/code&gt;, &lt;code&gt;/context&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/cli-reference&quot;&gt;&lt;strong&gt;CLI Startup Flags&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;claude [flags]&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/best-practice/claude-cli-startup-flags.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/best-practice.svg?sanitize=true&quot; alt=&quot;Best Practice&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://code.claude.com/docs/en/interactive-mode&quot;&gt;Interactive Mode&lt;/a&gt; · &lt;a href=&quot;https://code.claude.com/docs/en/env-vars&quot;&gt;Env Vars&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;strong&gt;AI Terms&lt;/strong&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/shanraisshan/claude-code-codex-cursor-gemini/raw/main/reports/ai-terms.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/best-practice.svg?sanitize=true&quot; alt=&quot;Best Practice&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/best-practices&quot;&gt;&lt;strong&gt;Best Practices&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/anthropics/prompt-eng-interactive-tutorial&quot;&gt;Prompt Engineering&lt;/a&gt; · &lt;a href=&quot;https://code.claude.com/docs/en/features-overview&quot;&gt;Extend Claude Code&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/prompt-library&quot;&gt;&lt;strong&gt;Prompt Library&lt;/strong&gt;&lt;/a&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;h3&gt;🔥 Hot&lt;/h3&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Feature&lt;/th&gt; 
   &lt;th&gt;Location&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://code.claude.com/docs/en/ultrareview&quot;&gt;&lt;strong&gt;Ultrareview&lt;/strong&gt;&lt;/a&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/beta.svg?sanitize=true&quot; alt=&quot;beta&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;/code-review ultra&lt;/code&gt;, &lt;code&gt;claude ultrareview [target]&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/ultrareview#track-a-running-review&quot;&gt;Tasks tracking&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/devcontainer&quot;&gt;&lt;strong&gt;Devcontainers&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;.devcontainer/&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/channels&quot;&gt;&lt;strong&gt;Channels&lt;/strong&gt;&lt;/a&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/beta.svg?sanitize=true&quot; alt=&quot;beta&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;--channels&lt;/code&gt;, plugin-based&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/channels-reference&quot;&gt;Reference&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/fullscreen&quot;&gt;&lt;strong&gt;No Flicker Mode&lt;/strong&gt;&lt;/a&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/beta.svg?sanitize=true&quot; alt=&quot;beta&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;/tui fullscreen&lt;/code&gt;, &lt;code&gt;CLAUDE_CODE_NO_FLICKER=1&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2039421575422980329&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/best-practice.svg?sanitize=true&quot; alt=&quot;Best Practice&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/permission-modes#eliminate-prompts-with-auto-mode&quot;&gt;&lt;strong&gt;Auto Mode&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;--permission-mode auto&lt;/code&gt;, &lt;code&gt;Shift+Tab&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/claudeai/status/2036503582166393240&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/best-practice.svg?sanitize=true&quot; alt=&quot;Best Practice&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://claude.com/blog/auto-mode&quot;&gt;Blog&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/best-practice/claude-power-ups.md&quot;&gt;&lt;strong&gt;Power-ups&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;/powerup&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/best-practice/claude-power-ups.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/best-practice.svg?sanitize=true&quot; alt=&quot;Best Practice&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/fast-mode&quot;&gt;&lt;strong&gt;Fast Mode&lt;/strong&gt;&lt;/a&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/beta.svg?sanitize=true&quot; alt=&quot;beta&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;/fast&lt;/code&gt;, &lt;code&gt;&quot;fastMode&quot;: true&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/advisor&quot;&gt;&lt;strong&gt;Advisor&lt;/strong&gt;&lt;/a&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/beta.svg?sanitize=true&quot; alt=&quot;beta&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;/advisor&lt;/code&gt;, &lt;code&gt;advisorModel&lt;/code&gt;, &lt;code&gt;--advisor&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://claude.com/blog/the-advisor-strategy&quot;&gt;Blog&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/computer-use&quot;&gt;&lt;strong&gt;Computer Use&lt;/strong&gt;&lt;/a&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/beta.svg?sanitize=true&quot; alt=&quot;beta&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;computer-use&lt;/code&gt; MCP server&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/desktop#let-claude-use-your-computer&quot;&gt;Desktop&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/agent-sdk/overview&quot;&gt;&lt;strong&gt;Agent SDK&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;npm&lt;/code&gt; / &lt;code&gt;pip&lt;/code&gt; package&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/agent-sdk/quickstart&quot;&gt;Quickstart&lt;/a&gt; · &lt;a href=&quot;https://github.com/anthropics/claude-agent-sdk-demos&quot;&gt;Examples&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/anthropics/claude-code/tree/main/plugins/ralph-wiggum&quot;&gt;&lt;strong&gt;Ralph Wiggum Loop&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;plugin&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/ghuntley/how-to-ralph-wiggum&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/best-practice.svg?sanitize=true&quot; alt=&quot;Best Practice&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://github.com/shanraisshan/ralph-wiggum-self-evolving-loop&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/implemented.svg?sanitize=true&quot; alt=&quot;Implemented&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/chrome&quot;&gt;&lt;strong&gt;Chrome&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;--chrome&lt;/code&gt;, extension&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/reports/claude-in-chrome-v-chrome-devtools-mcp.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/best-practice.svg?sanitize=true&quot; alt=&quot;Best Practice&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/claude-code-on-the-web&quot;&gt;&lt;strong&gt;Claude Code Web&lt;/strong&gt;&lt;/a&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/beta.svg?sanitize=true&quot; alt=&quot;beta&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;claude.ai/code&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/routines&quot;&gt;Routines&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/artifacts&quot;&gt;&lt;strong&gt;Artifacts&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;/share&lt;/code&gt;, &lt;code&gt;Artifact&lt;/code&gt; tool&lt;/td&gt; 
   &lt;td&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/slack&quot;&gt;&lt;strong&gt;Slack&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;@Claude&lt;/code&gt; in Slack&lt;/td&gt; 
   &lt;td&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/code-review&quot;&gt;&lt;strong&gt;Code Review&lt;/strong&gt;&lt;/a&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/beta.svg?sanitize=true&quot; alt=&quot;beta&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;GitHub App (managed)&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/claudeai/status/2031088171262554195&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/best-practice.svg?sanitize=true&quot; alt=&quot;Best Practice&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://claude.com/blog/code-review&quot;&gt;Blog&lt;/a&gt; &lt;a href=&quot;https://code.claude.com/docs/en/commands&quot;&gt;Local /code-review&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/github-actions&quot;&gt;&lt;strong&gt;GitHub Actions&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;.github/workflows/&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/gitlab-ci-cd&quot;&gt;GitLab CI/CD&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/remote-control&quot;&gt;&lt;strong&gt;Remote Control&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;/remote-control&lt;/code&gt;, &lt;code&gt;/rc&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/noahzweben/status/2032533699116355819&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/best-practice.svg?sanitize=true&quot; alt=&quot;Best Practice&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://code.claude.com/docs/en/headless&quot;&gt;Headless Mode&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/deep-links&quot;&gt;&lt;strong&gt;Deep Links&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;claude-cli://open?repo=…&amp;amp;q=…&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/workflows&quot;&gt;&lt;strong&gt;Dynamic Workflows&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;/workflows&lt;/code&gt;, &lt;code&gt;ultracode&lt;/code&gt; keyword, &lt;code&gt;/effort ultracode&lt;/code&gt;, &lt;code&gt;.claude/workflows/&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/workflows#run-a-bundled-workflow&quot;&gt;Deep Research&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/agent-teams&quot;&gt;&lt;strong&gt;Agent Teams&lt;/strong&gt;&lt;/a&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/beta.svg?sanitize=true&quot; alt=&quot;beta&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;built-in (env var)&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2019472394696683904&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/best-practice.svg?sanitize=true&quot; alt=&quot;Best Practice&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/implementation/claude-agent-teams-implementation.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/implemented.svg?sanitize=true&quot; alt=&quot;Implemented&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/agent-view&quot;&gt;&lt;strong&gt;Agent View&lt;/strong&gt;&lt;/a&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/beta.svg?sanitize=true&quot; alt=&quot;beta&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;claude agents&lt;/code&gt;, &lt;code&gt;--bg&lt;/code&gt;, &lt;code&gt;/bg&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/cross-session-messaging&quot;&gt;&lt;strong&gt;Cross-Session Messaging&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;SendMessage&lt;/code&gt;, &lt;code&gt;ListAgents&lt;/code&gt;, &lt;code&gt;/list-agents&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/scheduled-tasks&quot;&gt;&lt;strong&gt;Scheduled Tasks&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;/loop&lt;/code&gt;, &lt;code&gt;/schedule&lt;/code&gt;, cron tools&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2030193932404150413&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/best-practice.svg?sanitize=true&quot; alt=&quot;Best Practice&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/implementation/claude-scheduled-tasks-implementation.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/implemented.svg?sanitize=true&quot; alt=&quot;Implemented&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://code.claude.com/docs/en/desktop-scheduled-tasks&quot;&gt;Desktop scheduled tasks&lt;/a&gt; · &lt;a href=&quot;https://x.com/noahzweben/status/2036129220959805859&quot;&gt;Announcement&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/routines&quot;&gt;&lt;strong&gt;Routines&lt;/strong&gt;&lt;/a&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/beta.svg?sanitize=true&quot; alt=&quot;beta&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;claude.ai/code/routines&lt;/code&gt;, &lt;code&gt;/schedule&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/desktop-scheduled-tasks&quot;&gt;Desktop Tasks&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/reports/claude-global-vs-project-settings.md#tasks-system&quot;&gt;&lt;strong&gt;Tasks&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;/tasks&lt;/code&gt;, &lt;code&gt;~/.claude/tasks/&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/reports/claude-global-vs-project-settings.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/best-practice.svg?sanitize=true&quot; alt=&quot;Best Practice&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://code.claude.com/docs/en/ultrareview#track-a-running-review&quot;&gt;Ultrareview tracking&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/goal&quot;&gt;&lt;strong&gt;Goal&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;/goal &amp;lt;condition&amp;gt;&lt;/code&gt;, &lt;code&gt;/goal clear&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/implementation/claude-goal-implementation.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/implemented.svg?sanitize=true&quot; alt=&quot;Implemented&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/voice-dictation&quot;&gt;&lt;strong&gt;Voice Dictation&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;/voice&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/trq212/status/2028628570692890800&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/best-practice.svg?sanitize=true&quot; alt=&quot;Best Practice&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/skills#bundled-skills&quot;&gt;&lt;strong&gt;Bundled Skills&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;/code-review&lt;/code&gt;, &lt;code&gt;/batch&lt;/code&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2027534984534544489&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/best-practice.svg?sanitize=true&quot; alt=&quot;Best Practice&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/worktrees&quot;&gt;&lt;strong&gt;Git Worktrees&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;code&gt;--worktree&lt;/code&gt;/&lt;code&gt;-w&lt;/code&gt;, &lt;code&gt;.worktreeinclude&lt;/code&gt;, &lt;code&gt;EnterWorktree&lt;/code&gt;/&lt;code&gt;ExitWorktree&lt;/code&gt;, &lt;code&gt;isolation: &quot;worktree&quot;&lt;/code&gt;, &lt;code&gt;WorktreeCreate&lt;/code&gt;/&lt;code&gt;WorktreeRemove&lt;/code&gt; hooks&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2025007393290272904&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/best-practice.svg?sanitize=true&quot; alt=&quot;Best Practice&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/claude-jumping.svg?sanitize=true&quot; alt=&quot;section divider&quot; width=&quot;60&quot; height=&quot;50&quot; /&gt; &lt;/p&gt; 
&lt;p&gt;&lt;a id=&quot;orchestration-workflow&quot;&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;h2&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/orchestration-workflow/orchestration-workflow.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/orchestration-workflow-hd.svg?sanitize=true&quot; alt=&quot;Orchestration Workflow&quot; /&gt;&lt;/a&gt;&lt;/h2&gt; 
&lt;p&gt;See &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/orchestration-workflow/orchestration-workflow.md&quot;&gt;orchestration-workflow&lt;/a&gt; for implementation details of &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/c.svg?sanitize=true&quot; height=&quot;14&quot; /&gt; &lt;strong&gt;Command&lt;/strong&gt; → &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/a.svg?sanitize=true&quot; height=&quot;14&quot; /&gt; &lt;strong&gt;Agent&lt;/strong&gt; → &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/s.svg?sanitize=true&quot; height=&quot;14&quot; /&gt; &lt;strong&gt;Skill&lt;/strong&gt; pattern.&lt;/p&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/orchestration-workflow/orchestration-workflow.svg?sanitize=true&quot; alt=&quot;Command Skill Agent Architecture Flow&quot; width=&quot;100%&quot; /&gt; &lt;/p&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/orchestration-workflow/orchestration-workflow.gif&quot; alt=&quot;Orchestration Workflow Demo&quot; width=&quot;600&quot; /&gt; &lt;/p&gt; 
&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/how-to-use.svg?sanitize=true&quot; alt=&quot;How to Use&quot; /&gt;&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;claude
/weather-orchestrator
&lt;/code&gt;&lt;/pre&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/claude-jumping.svg?sanitize=true&quot; alt=&quot;section divider&quot; width=&quot;60&quot; height=&quot;50&quot; /&gt; &lt;/p&gt; 
&lt;h2&gt;⚙️ DEVELOPMENT WORKFLOWS&lt;/h2&gt; 
&lt;p&gt;All major workflows converge on the same architectural pattern: &lt;strong&gt;Research → Plan → Execute → Review → Ship&lt;/strong&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Name&lt;/th&gt; 
   &lt;th&gt;★&lt;/th&gt; 
   &lt;th&gt;Workflow&lt;/th&gt; 
   &lt;th&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/a.svg?sanitize=true&quot; height=&quot;14&quot; /&gt;&lt;/th&gt; 
   &lt;th&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/c.svg?sanitize=true&quot; height=&quot;14&quot; /&gt;&lt;/th&gt; 
   &lt;th&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/s.svg?sanitize=true&quot; height=&quot;14&quot; /&gt;&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/obra/superpowers&quot;&gt;Superpowers&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;295k&lt;/td&gt; 
   &lt;td&gt;&lt;img src=&quot;https://img.shields.io/badge/brainstorming-ddf4ff&quot; alt=&quot;brainstorming&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/using--git--worktrees-fff3b0&quot; alt=&quot;using-git-worktrees&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/writing--plans-ddf4ff&quot; alt=&quot;writing-plans&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/executing--plans-ddf4ff&quot; alt=&quot;executing-plans&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/test--driven--development-fff3b0&quot; alt=&quot;test-driven-development&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/requesting--code--review-ddf4ff&quot; alt=&quot;requesting-code-review&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/receiving--code--review-fff3b0&quot; alt=&quot;receiving-code-review&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/finishing--a--development--branch-ddf4ff&quot; alt=&quot;finishing-a-development-branch&quot; align=&quot;middle&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;0&lt;/td&gt; 
   &lt;td&gt;0&lt;/td&gt; 
   &lt;td&gt;15&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/mattpocock/skills&quot;&gt;Matt Pocock Skills&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;276k&lt;/td&gt; 
   &lt;td&gt;&lt;img src=&quot;https://img.shields.io/badge/setup--matt--pocock--skills-ddf4ff&quot; alt=&quot;setup-matt-pocock-skills&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/grill--with--docs-ddf4ff&quot; alt=&quot;grill-with-docs&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/to--spec-ddf4ff&quot; alt=&quot;to-spec&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/to--tickets-ddf4ff&quot; alt=&quot;to-tickets&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/implement-ddf4ff&quot; alt=&quot;implement&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/tdd-fff3b0&quot; alt=&quot;tdd&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/code--review-fff3b0&quot; alt=&quot;code-review&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/improve--codebase--architecture-ddf4ff&quot; alt=&quot;improve-codebase-architecture&quot; align=&quot;middle&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;0&lt;/td&gt; 
   &lt;td&gt;0&lt;/td&gt; 
   &lt;td&gt;38&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/affaan-m/ECC&quot;&gt;Everything Claude Code&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;273k&lt;/td&gt; 
   &lt;td&gt;&lt;img src=&quot;https://img.shields.io/badge/plan-ddf4ff&quot; alt=&quot;plan&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/tdd--workflow-fff3b0&quot; alt=&quot;tdd-workflow&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/implement-ddf4ff&quot; alt=&quot;implement&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/code--review-ddf4ff&quot; alt=&quot;code-review&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/security--scan-fff3b0&quot; alt=&quot;security-scan&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/build--fix-fff3b0&quot; alt=&quot;build-fix&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/save--session-ddf4ff&quot; alt=&quot;save-session&quot; align=&quot;middle&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;68&lt;/td&gt; 
   &lt;td&gt;94&lt;/td&gt; 
   &lt;td&gt;293&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/github/spec-kit&quot;&gt;Spec Kit&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;140k&lt;/td&gt; 
   &lt;td&gt;&lt;img src=&quot;https://img.shields.io/badge/%2Fspeckit.constitution-ddf4ff&quot; alt=&quot;/speckit.constitution&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fspeckit.specify-ddf4ff&quot; alt=&quot;/speckit.specify&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fspeckit.plan-ddf4ff&quot; alt=&quot;/speckit.plan&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fspeckit.tasks-ddf4ff&quot; alt=&quot;/speckit.tasks&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fspeckit.implement-fff3b0&quot; alt=&quot;/speckit.implement&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fspeckit.converge-fff3b0&quot; alt=&quot;/speckit.converge&quot; align=&quot;middle&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;0&lt;/td&gt; 
   &lt;td&gt;10&lt;/td&gt; 
   &lt;td&gt;0&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/garrytan/gstack&quot;&gt;gstack&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;135k&lt;/td&gt; 
   &lt;td&gt;&lt;img src=&quot;https://img.shields.io/badge/%2Foffice--hours-ddf4ff&quot; alt=&quot;/office-hours&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fautoplan-ddf4ff&quot; alt=&quot;/autoplan&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fplan--ceo--review-fff3b0&quot; alt=&quot;/plan-ceo-review&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fplan--eng--review-fff3b0&quot; alt=&quot;/plan-eng-review&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fplan--design--review-fff3b0&quot; alt=&quot;/plan-design-review&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fplan--devex--review-fff3b0&quot; alt=&quot;/plan-devex-review&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Freview-ddf4ff&quot; alt=&quot;/review&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fqa-ddf4ff&quot; alt=&quot;/qa&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fship-ddf4ff&quot; alt=&quot;/ship&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fland--and--deploy-ddf4ff&quot; alt=&quot;/land-and-deploy&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fretro-ddf4ff&quot; alt=&quot;/retro&quot; align=&quot;middle&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;0&lt;/td&gt; 
   &lt;td&gt;0&lt;/td&gt; 
   &lt;td&gt;55&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/addyosmani/agent-skills&quot;&gt;agent-skills&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;99.7k&lt;/td&gt; 
   &lt;td&gt;&lt;img src=&quot;https://img.shields.io/badge/%2Fspec-ddf4ff&quot; alt=&quot;/spec&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fplan-ddf4ff&quot; alt=&quot;/plan&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fbuild-ddf4ff&quot; alt=&quot;/build&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Ftest-ddf4ff&quot; alt=&quot;/test&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Freview-ddf4ff&quot; alt=&quot;/review&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fship-ddf4ff&quot; alt=&quot;/ship&quot; align=&quot;middle&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;3&lt;/td&gt; 
   &lt;td&gt;7&lt;/td&gt; 
   &lt;td&gt;21&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/Fission-AI/OpenSpec&quot;&gt;OpenSpec&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;71k&lt;/td&gt; 
   &lt;td&gt;&lt;img src=&quot;https://img.shields.io/badge/%2Fopsx:explore-ddf4ff&quot; alt=&quot;/opsx:explore&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fopsx:propose-ddf4ff&quot; alt=&quot;/opsx:propose&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fopsx:apply--change-fff3b0&quot; alt=&quot;/opsx:apply-change&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fopsx:verify--change-fff3b0&quot; alt=&quot;/opsx:verify-change&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fopsx:archive--change-ddf4ff&quot; alt=&quot;/opsx:archive-change&quot; align=&quot;middle&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;0&lt;/td&gt; 
   &lt;td&gt;12&lt;/td&gt; 
   &lt;td&gt;12&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/gsd-build/get-shit-done&quot;&gt;Get Shit Done&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;64.6k&lt;/td&gt; 
   &lt;td&gt;&lt;img src=&quot;https://img.shields.io/badge/%2Fgsd--new--project-ddf4ff&quot; alt=&quot;/gsd-new-project&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fgsd--new--milestone-ddf4ff&quot; alt=&quot;/gsd-new-milestone&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fgsd--spec--phase-ddf4ff&quot; alt=&quot;/gsd-spec-phase&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fgsd--plan--phase-ddf4ff&quot; alt=&quot;/gsd-plan-phase&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fgsd--execute--phase-fff3b0&quot; alt=&quot;/gsd-execute-phase&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fgsd--verify--work-fff3b0&quot; alt=&quot;/gsd-verify-work&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fgsd--complete--milestone-ddf4ff&quot; alt=&quot;/gsd-complete-milestone&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fgsd--ship-ddf4ff&quot; alt=&quot;/gsd-ship&quot; align=&quot;middle&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;33&lt;/td&gt; 
   &lt;td&gt;85&lt;/td&gt; 
   &lt;td&gt;0&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/bmad-code-org/BMAD-METHOD&quot;&gt;BMAD-METHOD&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;54k&lt;/td&gt; 
   &lt;td&gt;&lt;img src=&quot;https://img.shields.io/badge/bmad--forge--idea-ddf4ff&quot; alt=&quot;bmad-forge-idea&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/bmad--prd-ddf4ff&quot; alt=&quot;bmad-prd&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/bmad--spec-ddf4ff&quot; alt=&quot;bmad-spec&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/bmad--architecture-ddf4ff&quot; alt=&quot;bmad-architecture&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/bmad--build-ddf4ff&quot; alt=&quot;bmad-build&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/bmad--code--review-fff3b0&quot; alt=&quot;bmad-code-review&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/bmad--review-ddf4ff&quot; alt=&quot;bmad-review&quot; align=&quot;middle&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;0&lt;/td&gt; 
   &lt;td&gt;0&lt;/td&gt; 
   &lt;td&gt;30&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/Yeachan-Heo/oh-my-claudecode&quot;&gt;oh-my-claudecode&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;39.6k&lt;/td&gt; 
   &lt;td&gt;&lt;img src=&quot;https://img.shields.io/badge/deep--interview-ddf4ff&quot; alt=&quot;deep-interview&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/plan-ddf4ff&quot; alt=&quot;plan&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/team-ddf4ff&quot; alt=&quot;team&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/team--plan-fff3b0&quot; alt=&quot;team-plan&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/team--prd-fff3b0&quot; alt=&quot;team-prd&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/team--exec-fff3b0&quot; alt=&quot;team-exec&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/team--verify-fff3b0&quot; alt=&quot;team-verify&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/team--fix-fff3b0&quot; alt=&quot;team-fix&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/release-ddf4ff&quot; alt=&quot;release&quot; align=&quot;middle&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;19&lt;/td&gt; 
   &lt;td&gt;0&lt;/td&gt; 
   &lt;td&gt;47&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/EveryInc/compound-engineering-plugin&quot;&gt;Compound Engineering&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;25.4k&lt;/td&gt; 
   &lt;td&gt;&lt;img src=&quot;https://img.shields.io/badge/%2Fce--brainstorm-ddf4ff&quot; alt=&quot;/ce-brainstorm&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fce--plan-ddf4ff&quot; alt=&quot;/ce-plan&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fce--work-ddf4ff&quot; alt=&quot;/ce-work&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fce--simplify--code-fff3b0&quot; alt=&quot;/ce-simplify-code&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fce--code--review-fff3b0&quot; alt=&quot;/ce-code-review&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fce--compound-ddf4ff&quot; alt=&quot;/ce-compound&quot; align=&quot;middle&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;0&lt;/td&gt; 
   &lt;td&gt;1&lt;/td&gt; 
   &lt;td&gt;36&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/humanlayer/humanlayer&quot;&gt;HumanLayer&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;11.7k&lt;/td&gt; 
   &lt;td&gt;&lt;img src=&quot;https://img.shields.io/badge/%2Flinear-ddf4ff&quot; alt=&quot;/linear&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fralph__research-ddf4ff&quot; alt=&quot;/ralph_research&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fcreate__plan-ddf4ff&quot; alt=&quot;/create_plan&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fvalidate__plan-fff3b0&quot; alt=&quot;/validate_plan&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fiterate__plan-fff3b0&quot; alt=&quot;/iterate_plan&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fimplement__plan-ddf4ff&quot; alt=&quot;/implement_plan&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Flocal__review-fff3b0&quot; alt=&quot;/local_review&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fcommit-ddf4ff&quot; alt=&quot;/commit&quot; align=&quot;middle&quot; /&gt; → &lt;img src=&quot;https://img.shields.io/badge/%2Fdescribe__pr-ddf4ff&quot; alt=&quot;/describe_pr&quot; align=&quot;middle&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;6&lt;/td&gt; 
   &lt;td&gt;27&lt;/td&gt; 
   &lt;td&gt;0&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;blockquote&gt; 
 &lt;p&gt;&lt;em&gt;Note: yellow tags are sub-loops — steps that repeat inside a parent step (e.g. per task, per story, or until a verify condition passes).&lt;/em&gt;&lt;/p&gt; 
&lt;/blockquote&gt; 
&lt;h3&gt;Others&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/development-workflows/rpi/rpi-workflow.md&quot;&gt;RPI&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/development-workflows/rpi/rpi-workflow.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/implemented.svg?sanitize=true&quot; alt=&quot;Implemented&quot; /&gt;&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=eAtvoGlpeRU&quot;&gt;Ralph Wiggum Loop&lt;/a&gt; &lt;a href=&quot;https://github.com/shanraisshan/ralph-wiggum-self-evolving-loop&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/implemented.svg?sanitize=true&quot; alt=&quot;Implemented&quot; /&gt;&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://x.com/karpathy/status/2015883857489522876&quot;&gt;Andrej Karpathy (Founding Member, OpenAI) Workflow&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://youtu.be/8lF7HmQ_RgY?t=2582&quot;&gt;Peter Steinberger (Creator of OpenClaw) Workflow&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;Boris Cherny (Creator of Claude Code) Workflow — &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-boris-13-tips-03-jan-26.md&quot;&gt;13 Tips&lt;/a&gt; · &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-boris-10-tips-01-feb-26.md&quot;&gt;10 Tips&lt;/a&gt; · &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-boris-12-tips-12-feb-26.md&quot;&gt;12 Tips&lt;/a&gt; · &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-boris-2-tips-25-mar-26.md&quot;&gt;2 Tips&lt;/a&gt; · &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-boris-15-tips-30-mar-26.md&quot;&gt;15 Tips&lt;/a&gt; · &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-boris-6-tips-16-apr-26.md&quot;&gt;6 Tips&lt;/a&gt; &lt;a href=&quot;https://x.com/bcherny&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;Thariq (Anthropic) Workflow — &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-thariq-tips-17-mar-26.md&quot;&gt;Skills&lt;/a&gt; · &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-thariq-tips-16-apr-26.md&quot;&gt;Session Management&lt;/a&gt; &lt;a href=&quot;https://x.com/trq212&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/thariq.svg?sanitize=true&quot; alt=&quot;Thariq&quot; /&gt;&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/claude-jumping.svg?sanitize=true&quot; alt=&quot;section divider&quot; width=&quot;60&quot; height=&quot;50&quot; /&gt; &lt;/p&gt; 
&lt;h2&gt;🔀 CROSS-MODEL WORKFLOWS&lt;/h2&gt; 
&lt;p&gt;Use Claude Code together with other models — Codex, Gemini, GPT, Kimi, DeepSeek, local — via three mechanisms:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;Plugin&lt;/strong&gt; — another model&#39;s CLI runs inside Claude Code (slash commands like &lt;code&gt;/codex:review&lt;/code&gt;)&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;MCP&lt;/strong&gt; — Claude Code calls another model as a tool through Model Context Protocol&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Router&lt;/strong&gt; — Claude Code&#39;s API endpoint is swapped to a different provider&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;Methodology: &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/development-workflows/cross-model-workflow/cross-model-workflow.md&quot;&gt;Cross-Model (Claude Code + Codex) Workflow&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/development-workflows/cross-model-workflow/cross-model-workflow.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/implemented.svg?sanitize=true&quot; alt=&quot;Implemented&quot; /&gt;&lt;/a&gt; — manual two-terminal flow with Plan in Claude, QA-Review in Codex.&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Name&lt;/th&gt; 
   &lt;th&gt;★&lt;/th&gt; 
   &lt;th&gt;Type&lt;/th&gt; 
   &lt;th&gt;Bridges to&lt;/th&gt; 
   &lt;th&gt;What it does&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/musistudio/claude-code-router&quot;&gt;musistudio/claude-code-router&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;34k&lt;/td&gt; 
   &lt;td&gt;Router&lt;/td&gt; 
   &lt;td&gt;OpenRouter, DeepSeek, Ollama, Gemini, Kimi, Qwen, Groq, +more&lt;/td&gt; 
   &lt;td&gt;Routes Claude Code&#39;s API to any compatible provider, with per-task model selection&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/router-for-me/CLIProxyAPI&quot;&gt;router-for-me/CLIProxyAPI&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;32k&lt;/td&gt; 
   &lt;td&gt;Router&lt;/td&gt; 
   &lt;td&gt;Gemini CLI, Codex, Claude Code, Antigravity&lt;/td&gt; 
   &lt;td&gt;Wraps each CLI as an OpenAI/Gemini/Claude/Codex-compatible API service&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/openai/codex-plugin-cc&quot;&gt;openai/codex-plugin-cc&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;18k&lt;/td&gt; 
   &lt;td&gt;Plugin&lt;/td&gt; 
   &lt;td&gt;Codex / GPT-5&lt;/td&gt; 
   &lt;td&gt;Official OpenAI plugin: &lt;code&gt;/codex:review&lt;/code&gt;, &lt;code&gt;/codex:adversarial-review&lt;/code&gt;, &lt;code&gt;/codex:rescue&lt;/code&gt; inside Claude Code&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/BeehiveInnovations/pal-mcp-server&quot;&gt;BeehiveInnovations/pal-mcp-server&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;12k&lt;/td&gt; 
   &lt;td&gt;MCP&lt;/td&gt; 
   &lt;td&gt;Gemini, OpenAI, Azure, Grok, Ollama, OpenRouter (50+ models)&lt;/td&gt; 
   &lt;td&gt;Multi-model MCP server (formerly &lt;code&gt;zen-mcp-server&lt;/code&gt;) — call other models as Claude tools&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/claude-jumping.svg?sanitize=true&quot; alt=&quot;section divider&quot; width=&quot;60&quot; height=&quot;50&quot; /&gt; &lt;/p&gt; 
&lt;h2&gt;🧰 SKILL COLLECTIONS&lt;/h2&gt; 
&lt;p&gt;Repos primarily known as curated libraries of &lt;code&gt;SKILL.md&lt;/code&gt; files (distinct from full workflow methodologies above). Sorted by stars descending.&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Name&lt;/th&gt; 
   &lt;th&gt;★&lt;/th&gt; 
   &lt;th&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/s.svg?sanitize=true&quot; height=&quot;14&quot; /&gt;&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/mattpocock/skills&quot;&gt;mattpocock/skills&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;276k&lt;/td&gt; 
   &lt;td&gt;37&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/anthropics/skills&quot;&gt;anthropics/skills&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;180k&lt;/td&gt; 
   &lt;td&gt;19&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/Egonex-AI/Understand-Anything&quot;&gt;Egonex-AI/Understand-Anything&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;67k&lt;/td&gt; 
   &lt;td&gt;8&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/K-Dense-AI/scientific-agent-skills&quot;&gt;scientific-agent-skills&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;48k&lt;/td&gt; 
   &lt;td&gt;177&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/wshobson/agents&quot;&gt;wshobson/agents&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;40k&lt;/td&gt; 
   &lt;td&gt;184&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/VoltAgent/awesome-agent-skills&quot;&gt;awesome-agent-skills&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;35k&lt;/td&gt; 
   &lt;td&gt;1,497+ (curated list)&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/pbakaus/impeccable&quot;&gt;impeccable&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;27k&lt;/td&gt; 
   &lt;td&gt;1 (with 7 design domain references)&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/addyosmani/agent-skills&quot;&gt;agent-skills&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;27k&lt;/td&gt; 
   &lt;td&gt;21&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/alirezarezvani/claude-skills&quot;&gt;claude-skills&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;15k&lt;/td&gt; 
   &lt;td&gt;246 (across 9 domains)&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/shanraisshan/draw-json-architecture-skill&quot;&gt;shanraisshan/draw-json-architecture-skill&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;3&lt;/td&gt; 
   &lt;td&gt;1&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/claude-jumping.svg?sanitize=true&quot; alt=&quot;section divider&quot; width=&quot;60&quot; height=&quot;50&quot; /&gt; &lt;/p&gt; 
&lt;h2&gt;🤖 AGENT COLLECTIONS&lt;/h2&gt; 
&lt;p&gt;Repos primarily known as curated libraries of subagent definitions (&lt;code&gt;.claude/agents/*.md&lt;/code&gt;). Sorted by stars descending.&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Name&lt;/th&gt; 
   &lt;th&gt;★&lt;/th&gt; 
   &lt;th&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/a.svg?sanitize=true&quot; height=&quot;14&quot; /&gt;&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/msitarzewski/agency-agents&quot;&gt;msitarzewski/agency-agents&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;156k&lt;/td&gt; 
   &lt;td&gt;279&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/VoltAgent/awesome-claude-code-subagents&quot;&gt;VoltAgent/awesome-claude-code-subagents&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;25k&lt;/td&gt; 
   &lt;td&gt;165&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/claude-jumping.svg?sanitize=true&quot; alt=&quot;section divider&quot; width=&quot;60&quot; height=&quot;50&quot; /&gt; &lt;/p&gt; 
&lt;h2&gt;💡 TIPS AND TRICKS (83)&lt;/h2&gt; 
&lt;p&gt;🚫👶 = do not babysit&lt;/p&gt; 
&lt;p&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/#tips-prompting&quot;&gt;Prompting&lt;/a&gt; · &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/#tips-planning&quot;&gt;Planning&lt;/a&gt; · &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/#tips-context&quot;&gt;Context&lt;/a&gt; · &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/#tips-session&quot;&gt;Session&lt;/a&gt; · &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/#tips-claudemd&quot;&gt;CLAUDE.md + .claude/rules&lt;/a&gt; · &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/#tips-agents&quot;&gt;Agents&lt;/a&gt; · &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/#tips-commands&quot;&gt;Commands&lt;/a&gt; · &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/#tips-skills&quot;&gt;Skills&lt;/a&gt; · &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/#tips-hooks&quot;&gt;Hooks&lt;/a&gt; · &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/#tips-workflows&quot;&gt;Workflows&lt;/a&gt; · &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/#tips-workflows-advanced&quot;&gt;Advanced&lt;/a&gt; · &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/#tips-git-pr&quot;&gt;Git / PR&lt;/a&gt; · &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/#tips-debugging&quot;&gt;Debugging&lt;/a&gt; · &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/#tips-utilities&quot;&gt;Utilities&lt;/a&gt; · &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/#tips-daily&quot;&gt;Daily&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/community.svg?sanitize=true&quot; alt=&quot;Community&quot; /&gt;&lt;/p&gt; 
&lt;p&gt;&lt;a id=&quot;tips-prompting&quot;&gt;&lt;/a&gt;■ &lt;strong&gt;Prompting (3)&lt;/strong&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Tip&lt;/th&gt; 
   &lt;th&gt;Source&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;challenge Claude — &quot;grill me on these changes and don&#39;t make a PR until I pass your test.&quot; or &quot;prove to me this works&quot; and have Claude diff between main and your branch 🚫👶&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2017742752566632544&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;after a mediocre fix — &quot;knowing everything you know now, scrap this and implement the elegant solution&quot; 🚫👶&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2017742752566632544&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;Claude fixes most bugs by itself — paste the bug, say &quot;fix&quot;, don&#39;t micromanage how 🚫👶&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2017742750473720121&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;&lt;a id=&quot;tips-planning&quot;&gt;&lt;/a&gt;■ &lt;strong&gt;Planning/Specs (7)&lt;/strong&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Tip&lt;/th&gt; 
   &lt;th&gt;Source&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;always start with &lt;a href=&quot;https://code.claude.com/docs/en/common-workflows&quot;&gt;plan mode&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2007179845336527000&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;start with a minimal spec or prompt and ask Claude to interview you using &lt;a href=&quot;https://code.claude.com/docs/en/cli-reference&quot;&gt;AskUserQuestion&lt;/a&gt; tool, then make a new session to execute the spec&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/trq212/status/2005315275026260309&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/thariq.svg?sanitize=true&quot; alt=&quot;Thariq&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;always make a phase-wise gated plan, with each phase having multiple tests (unit, automation, integration)&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/videos/claude-dex-mlops-community-24-mar-26.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/community-dex.svg?sanitize=true&quot; alt=&quot;Dex&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://youtu.be/YwZR6tc7qYg?t=1032&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/video.svg?sanitize=true&quot; alt=&quot;Video&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;break PRDs into vertical slices (tracer bullets) that cross all layers (DB + service + UI) — AI defaults to horizontal phasing (DB phase, then API phase, then frontend phase) which delays end-to-end feedback until the last phase. From the Pragmatic Programmer 🚫👶&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/videos/claude-matt-pocock-24-apr-26.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/community-matt.svg?sanitize=true&quot; alt=&quot;Matt&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://youtu.be/-QFHIoCo-Ko&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/video.svg?sanitize=true&quot; alt=&quot;Video&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;spin up a second Claude to review your plan as a staff engineer, or use &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/development-workflows/cross-model-workflow/cross-model-workflow.md&quot;&gt;cross-model&lt;/a&gt; for review&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2017742745365057733&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;write detailed specs and reduce ambiguity before handing work off — the more specific you are, the better the output&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2017742752566632544&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;prototype &amp;gt; PRD — build 20-30 versions instead of writing specs, the cost of building is low so take many shots&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://youtu.be/julbw1JuAz0?t=3630&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://youtu.be/julbw1JuAz0?t=3630&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/video.svg?sanitize=true&quot; alt=&quot;Video&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;&lt;a id=&quot;tips-context&quot;&gt;&lt;/a&gt;■ &lt;strong&gt;Context (5)&lt;/strong&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Tip&lt;/th&gt; 
   &lt;th&gt;Source&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;context rot kicks in around ~300-400k tokens on the 1M context model — don&#39;t let sessions drift past that for intelligence-sensitive work&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-thariq-tips-16-apr-26.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/thariq.svg?sanitize=true&quot; alt=&quot;Thariq&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;dumb zone kicks in around ~40% context — &quot;you hit this point where you have degrading results&quot;. Newcomers: &quot;shoot to keep it under 40%, and if you get up to 60%, think about wrapping it up&quot;. Experienced: &quot;aggressively keep it below 30%&quot; — push to 60% only on simple tasks. Manual &lt;a href=&quot;https://code.claude.com/docs/en/interactive-mode&quot;&gt;/compact&lt;/a&gt; or &lt;a href=&quot;https://code.claude.com/docs/en/cli-reference&quot;&gt;/clear&lt;/a&gt; to reset when switching tasks&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/videos/claude-dex-mlops-community-24-mar-26.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/community-dex.svg?sanitize=true&quot; alt=&quot;Dex&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://youtu.be/YwZR6tc7qYg?t=1541&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/video.svg?sanitize=true&quot; alt=&quot;Video&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;rewind &amp;gt; correct — double-Esc or &lt;a href=&quot;https://code.claude.com/docs/en/checkpointing&quot;&gt;/rewind&lt;/a&gt; back to before the failed attempt and re-prompt with what you learned, instead of leaving failed attempts + corrections polluting context 🚫👶&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-thariq-tips-16-apr-26.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/thariq.svg?sanitize=true&quot; alt=&quot;Thariq&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/interactive-mode&quot;&gt;/compact&lt;/a&gt; with a hint (/compact focus on the auth refactor, drop the test debugging) beats letting autocompact fire — the model is at its least intelligent point when auto-compacting due to context rot&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-thariq-tips-16-apr-26.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/thariq.svg?sanitize=true&quot; alt=&quot;Thariq&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;use subagents for context management — ask yourself &quot;will I need this tool output again, or just the conclusion?&quot; — 20 file reads + 12 greps + 3 dead ends stay in the child&#39;s context, only the final report returns 🚫👶&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-thariq-tips-16-apr-26.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/thariq.svg?sanitize=true&quot; alt=&quot;Thariq&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;&lt;a id=&quot;tips-session&quot;&gt;&lt;/a&gt;■ &lt;strong&gt;Session Management (6)&lt;/strong&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Tip&lt;/th&gt; 
   &lt;th&gt;Source&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;every turn is a branching point — after Claude ends a turn, pick between Continue, /rewind, /clear, /compact, or Subagent based on how much existing context you need to carry forward&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-thariq-tips-16-apr-26.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/thariq.svg?sanitize=true&quot; alt=&quot;Thariq&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;new task = new session — related tasks (e.g. writing docs for what you just built) can reuse context for efficiency, but genuinely new tasks deserve a fresh session&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-thariq-tips-16-apr-26.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/thariq.svg?sanitize=true&quot; alt=&quot;Thariq&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;use &quot;summarize from here&quot; before rewinding to have Claude write a handoff message — like a note to the previous iteration of Claude from its future self&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-thariq-tips-16-apr-26.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/thariq.svg?sanitize=true&quot; alt=&quot;Thariq&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;/compact vs /clear — compact is lossy but momentum-friendly (mid-task, fuzzy details ok); /clear + brief is more work but you control exactly what carries forward (high-stakes next step)&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-thariq-tips-16-apr-26.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/thariq.svg?sanitize=true&quot; alt=&quot;Thariq&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;use recaps for long-running sessions — short summaries of what Claude did and what&#39;s next, useful when returning after minutes or hours. Disable with recaps in /config&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-boris-6-tips-16-apr-26.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/cli-reference&quot;&gt;/rename&lt;/a&gt; important sessions (e.g. [TODO - refactor task]) and &lt;a href=&quot;https://code.claude.com/docs/en/cli-reference&quot;&gt;/resume&lt;/a&gt; them later — label each instance when running multiple Claudes simultaneously&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://every.to/podcast/how-to-use-claude-code-like-the-people-who-built-it&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/cat-wu.svg?sanitize=true&quot; alt=&quot;Cat&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;&lt;a id=&quot;tips-claudemd&quot;&gt;&lt;/a&gt;■ &lt;strong&gt;&lt;a href=&quot;http://CLAUDE.md&quot;&gt;CLAUDE.md&lt;/a&gt; + .claude/rules (8)&lt;/strong&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Tip&lt;/th&gt; 
   &lt;th&gt;Source&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/memory&quot;&gt;CLAUDE.md&lt;/a&gt; should target under &lt;a href=&quot;https://code.claude.com/docs/en/memory#write-effective-instructions&quot;&gt;200 lines&lt;/a&gt; per file. &lt;a href=&quot;https://www.humanlayer.dev/blog/writing-a-good-claude-md&quot;&gt;60 lines in humanlayer&lt;/a&gt; (&lt;a href=&quot;https://www.reddit.com/r/ClaudeCode/comments/1qn9pb9/claudemd_says_must_use_agent_claude_ignores_it_80/&quot;&gt;still not 100% guaranteed&lt;/a&gt;)&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2007179840848597422&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://www.humanlayer.dev/blog/writing-a-good-claude-md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/community-dex.svg?sanitize=true&quot; alt=&quot;Dex&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;.claude/rules/*.md auto-load into every session like &lt;a href=&quot;http://CLAUDE.md&quot;&gt;CLAUDE.md&lt;/a&gt; — add paths: YAML frontmatter to lazy-load them only when Claude touches files matching the glob&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/memory#organize-rules-with-claude/rules/&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/claude.svg?sanitize=true&quot; alt=&quot;Claude&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;wrap domain-specific &lt;a href=&quot;http://CLAUDE.md&quot;&gt;CLAUDE.md&lt;/a&gt; rules in &lt;a href=&quot;https://www.hlyr.dev/blog/stop-claude-from-ignoring-your-claude-md&quot;&gt;&amp;lt;important if=&quot;...&quot;&amp;gt; tags&lt;/a&gt; to stop Claude from ignoring them as files grow longer&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://www.hlyr.dev/blog/stop-claude-from-ignoring-your-claude-md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/community-dex.svg?sanitize=true&quot; alt=&quot;Dex&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;use &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/best-practice/claude-memory.md&quot;&gt;multiple CLAUDE.md&lt;/a&gt; for monorepos — ancestor + descendant loading&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2016339448863355206&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;use &lt;a href=&quot;https://code.claude.com/docs/en/memory#organize-rules-with-claude/rules/&quot;&gt;.claude/rules/&lt;/a&gt; to split large instructions&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/memory#organize-rules-with-claude/rules/&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/claude.svg?sanitize=true&quot; alt=&quot;Claude&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;any developer should be able to launch Claude, say &quot;run the tests&quot; and it works on the first try — if it doesn&#39;t, your &lt;a href=&quot;http://CLAUDE.md&quot;&gt;CLAUDE.md&lt;/a&gt; is missing essential setup/build/test commands&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/dexhorthy/status/2034713765401551053&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/community-dex.svg?sanitize=true&quot; alt=&quot;Dex&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;keep codebases clean and finish migrations — partially migrated frameworks confuse models that might pick the wrong pattern&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://youtu.be/julbw1JuAz0?t=1112&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://youtu.be/julbw1JuAz0?t=1112&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/video.svg?sanitize=true&quot; alt=&quot;Video&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;use &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/best-practice/claude-settings.md&quot;&gt;settings.json&lt;/a&gt; for harness-enforced behavior (attribution, permissions, model) — don&#39;t put &quot;NEVER add Co-Authored-By&quot; in &lt;a href=&quot;http://CLAUDE.md&quot;&gt;CLAUDE.md&lt;/a&gt; when attribution.commit: &quot;&quot; is deterministic&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/dani_avila7/status/2036182734310195550&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/community-davila7.svg?sanitize=true&quot; alt=&quot;davila7&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;&lt;a id=&quot;tips-agents&quot;&gt;&lt;/a&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/a.svg?sanitize=true&quot; height=&quot;14&quot; /&gt; &lt;strong&gt;Agents (4)&lt;/strong&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Tip&lt;/th&gt; 
   &lt;th&gt;Source&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;have feature specific &lt;a href=&quot;https://code.claude.com/docs/en/sub-agents&quot;&gt;sub-agents&lt;/a&gt; (extra context) with &lt;a href=&quot;https://code.claude.com/docs/en/skills&quot;&gt;skills&lt;/a&gt; (progressive disclosure) instead of general qa, backend engineer&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2007179850139000872&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;say &quot;use subagents&quot; to throw more compute at a problem — offload tasks to keep your main context clean and focused 🚫👶&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2017742755737555434&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/agent-teams&quot;&gt;agent teams with tmux&lt;/a&gt; and &lt;a href=&quot;https://x.com/bcherny/status/2025007393290272904&quot;&gt;git worktrees&lt;/a&gt; for parallel development&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2025007393290272904&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;use &lt;a href=&quot;https://code.claude.com/docs/en/sub-agents&quot;&gt;test time compute&lt;/a&gt; — separate context windows make results better; one agent can cause bugs and another (same model) can find them&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2031151689219321886&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;&lt;a id=&quot;tips-commands&quot;&gt;&lt;/a&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/c.svg?sanitize=true&quot; height=&quot;14&quot; /&gt; &lt;strong&gt;Commands (3)&lt;/strong&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Tip&lt;/th&gt; 
   &lt;th&gt;Source&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;use &lt;a href=&quot;https://code.claude.com/docs/en/skills&quot;&gt;commands&lt;/a&gt; for your workflows instead of &lt;a href=&quot;https://code.claude.com/docs/en/sub-agents&quot;&gt;sub-agents&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2007179847949500714&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;use &lt;a href=&quot;https://code.claude.com/docs/en/skills&quot;&gt;slash commands&lt;/a&gt; for every &quot;inner loop&quot; workflow you do many times a day — saves repeated prompting, commands live in .claude/commands/ and are checked into git&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2007179847949500714&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;if you do something more than once a day, turn it into a &lt;a href=&quot;https://code.claude.com/docs/en/skills&quot;&gt;skill&lt;/a&gt; or &lt;a href=&quot;https://code.claude.com/docs/en/skills&quot;&gt;command&lt;/a&gt; — build /techdebt, context-dump, or analytics commands&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2017742748984742078&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;&lt;a id=&quot;tips-skills&quot;&gt;&lt;/a&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/s.svg?sanitize=true&quot; height=&quot;14&quot; /&gt; &lt;strong&gt;Skills (9)&lt;/strong&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Tip&lt;/th&gt; 
   &lt;th&gt;Source&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;use &lt;a href=&quot;https://code.claude.com/docs/en/skills&quot;&gt;context: fork&lt;/a&gt; to run a skill in an isolated subagent — main context only sees the final result, not intermediate tool calls. The agent field lets you set the subagent type&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/lydiahallie/status/2033603164398883042&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/lydia.svg?sanitize=true&quot; alt=&quot;Lydia&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;use &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/reports/claude-skills-for-larger-mono-repos.md&quot;&gt;skills in subfolders&lt;/a&gt; for monorepos&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/skills&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/claude.svg?sanitize=true&quot; alt=&quot;Claude&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;skills are folders, not files — use references/, scripts/, examples/ subdirectories for &lt;a href=&quot;https://code.claude.com/docs/en/skills&quot;&gt;progressive disclosure&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/trq212/status/2033949937936085378&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/thariq.svg?sanitize=true&quot; alt=&quot;Thariq&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;build a Gotchas section in every skill — highest-signal content, add Claude&#39;s failure points over time&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/trq212/status/2033949937936085378&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/thariq.svg?sanitize=true&quot; alt=&quot;Thariq&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;skill description field is a trigger, not a summary — write it for the model (&quot;when should I fire?&quot;)&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/trq212/status/2033949937936085378&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/thariq.svg?sanitize=true&quot; alt=&quot;Thariq&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;don&#39;t state the obvious in skills — focus on what pushes Claude out of its default behavior 🚫👶&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/trq212/status/2033949937936085378&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/thariq.svg?sanitize=true&quot; alt=&quot;Thariq&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;don&#39;t railroad Claude in skills — give goals and constraints, not prescriptive step-by-step instructions 🚫👶&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/trq212/status/2033949937936085378&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/thariq.svg?sanitize=true&quot; alt=&quot;Thariq&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;include scripts and libraries in skills so Claude composes rather than reconstructs boilerplate&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/trq212/status/2033949937936085378&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/thariq.svg?sanitize=true&quot; alt=&quot;Thariq&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;embed !command in &lt;a href=&quot;http://SKILL.md&quot;&gt;SKILL.md&lt;/a&gt; to inject dynamic shell output into the prompt — Claude runs it on invocation and the model only sees the result&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/lydiahallie/status/2034337963820327017&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/lydia.svg?sanitize=true&quot; alt=&quot;Lydia&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;&lt;a id=&quot;tips-hooks&quot;&gt;&lt;/a&gt;■ &lt;strong&gt;Hooks (5)&lt;/strong&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Tip&lt;/th&gt; 
   &lt;th&gt;Source&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;use &lt;a href=&quot;https://code.claude.com/docs/en/skills&quot;&gt;on-demand hooks&lt;/a&gt; in skills — /careful blocks destructive commands, /freeze blocks edits outside a directory&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/trq212/status/2033949937936085378&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/thariq.svg?sanitize=true&quot; alt=&quot;Thariq&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/skills&quot;&gt;measure skill usage&lt;/a&gt; with a PreToolUse hook to find popular or undertriggering skills&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/trq212/status/2033949937936085378&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/thariq.svg?sanitize=true&quot; alt=&quot;Thariq&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;use a &lt;a href=&quot;https://code.claude.com/docs/en/hooks&quot;&gt;PostToolUse hook&lt;/a&gt; to auto-format code — Claude generates well-formatted code, the hook handles the last 10% to avoid CI failures&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2007179852047335529&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;route &lt;a href=&quot;https://code.claude.com/docs/en/hooks&quot;&gt;permission requests&lt;/a&gt; to Opus via a hook — let it scan for attacks and auto-approve safe ones 🚫👶&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2017742755737555434&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;use a &lt;a href=&quot;https://code.claude.com/docs/en/hooks&quot;&gt;Stop hook&lt;/a&gt; to nudge Claude to keep going or verify its work at the end of a turn&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2021701059253874861&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;&lt;a id=&quot;tips-workflows&quot;&gt;&lt;/a&gt;■ &lt;strong&gt;Workflows (5)&lt;/strong&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Tip&lt;/th&gt; 
   &lt;th&gt;Source&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;use &lt;a href=&quot;https://code.claude.com/docs/en/model-config&quot;&gt;/model&lt;/a&gt; to select model and reasoning, &lt;a href=&quot;https://code.claude.com/docs/en/interactive-mode&quot;&gt;/context&lt;/a&gt; to see context usage, &lt;a href=&quot;https://code.claude.com/docs/en/costs&quot;&gt;/usage&lt;/a&gt; to check plan limits, &lt;a href=&quot;https://code.claude.com/docs/en/interactive-mode&quot;&gt;/extra-usage&lt;/a&gt; to configure overflow billing, &lt;a href=&quot;https://code.claude.com/docs/en/settings&quot;&gt;/config&lt;/a&gt; to configure settings — use Opus for plan mode and Sonnet for code to get the best of both&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/_catwu/status/1955694117264261609&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/cat-wu.svg?sanitize=true&quot; alt=&quot;Cat&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;always use &lt;a href=&quot;https://code.claude.com/docs/en/model-config&quot;&gt;thinking mode&lt;/a&gt; true (to see reasoning) and &lt;a href=&quot;https://code.claude.com/docs/en/output-styles&quot;&gt;Output Style&lt;/a&gt; Explanatory (to see detailed output with ★ Insight boxes) in &lt;a href=&quot;https://code.claude.com/docs/en/settings&quot;&gt;/config&lt;/a&gt; for better understanding of Claude&#39;s decisions&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2007179838864666847&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;use ultrathink keyword in prompts for &lt;a href=&quot;https://docs.anthropic.com/en/docs/build-with-claude/extended-thinking#tips-and-best-practices&quot;&gt;high effort reasoning&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://docs.anthropic.com/en/docs/build-with-claude/extended-thinking#tips-and-best-practices&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/claude.svg?sanitize=true&quot; alt=&quot;Claude&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;/focus mode hides all intermediate work and shows only the final result — trust the model to run the right commands and just look at the outcome (toggle with /focus)&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-boris-6-tips-16-apr-26.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;tune effort level with Opus 4.7&#39;s adaptive thinking — low for speed and fewer tokens, max for most intelligence (slider: low · medium · high · xhigh · max)&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-boris-6-tips-16-apr-26.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;&lt;a id=&quot;tips-workflows-advanced&quot;&gt;&lt;/a&gt;■ &lt;strong&gt;Workflows Advanced (9)&lt;/strong&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Tip&lt;/th&gt; 
   &lt;th&gt;Source&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;use ASCII diagrams a lot to understand your architecture&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2017742759218794768&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;use &lt;a href=&quot;https://code.claude.com/docs/en/scheduled-tasks&quot;&gt;/loop&lt;/a&gt; for local recurring monitoring (up to 7 days) · use &lt;a href=&quot;https://code.claude.com/docs/en/routines&quot;&gt;/schedule&lt;/a&gt; for cloud-based recurring tasks that run even when your machine is off&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2038454341884154269&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;use &lt;a href=&quot;https://github.com/shanraisshan/ralph-wiggum-self-evolving-loop&quot;&gt;Ralph Wiggum plugin&lt;/a&gt; for long-running autonomous tasks&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2007179858435281082&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/permissions&quot;&gt;/permissions&lt;/a&gt; with wildcard syntax (Bash(npm run *), Edit(/docs/**)) instead of dangerously-skip-permissions&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2007179854077407667&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/sandboxing&quot;&gt;/sandbox&lt;/a&gt; to reduce permission prompts with file and network isolation — 84% reduction internally&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2021700506465579443&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://creatoreconomy.so/p/inside-claude-code-how-an-ai-native-actually-works-cat-wu&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/cat-wu.svg?sanitize=true&quot; alt=&quot;Cat&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;invest in &lt;a href=&quot;https://code.claude.com/docs/en/skills&quot;&gt;product verification&lt;/a&gt; skills (signup-flow-driver, checkout-verifier) — worth spending a week to perfect&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/trq212/status/2033949937936085378&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/thariq.svg?sanitize=true&quot; alt=&quot;Thariq&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;use &lt;a href=&quot;https://code.claude.com/docs/en/permission-modes#eliminate-prompts-with-auto-mode&quot;&gt;auto mode&lt;/a&gt; instead of dangerously-skip-permissions — a model-based classifier decides if each command is safe and auto-approves, pauses and asks if risky. Shift+Tab to cycle Ask → Plan → Auto modes 🚫👶&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-boris-6-tips-16-apr-26.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;use /less-permission-prompts skill to scan session history for safe bash/MCP commands that repeatedly prompt, then get a recommended allowlist to paste into &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/best-practice/claude-settings.md&quot;&gt;settings&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-boris-6-tips-16-apr-26.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;build a /go skill that (1) tests end-to-end via bash/browser/computer use (2) runs /simplify (3) puts up a PR — so when you come back, you know the code works 🚫👶&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-boris-6-tips-16-apr-26.md&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;&lt;a id=&quot;tips-git-pr&quot;&gt;&lt;/a&gt;■ &lt;strong&gt;Git / PR (5)&lt;/strong&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Tip&lt;/th&gt; 
   &lt;th&gt;Source&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;keep PRs small and focused — &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-boris-2-tips-25-mar-26.md&quot;&gt;p50 of 118 lines&lt;/a&gt; (141 PRs, 45K lines changed in a day), one feature per PR, easier to review and revert&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2038552880018538749&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;always &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-boris-2-tips-25-mar-26.md&quot;&gt;squash merge&lt;/a&gt; PRs — clean linear history, one commit per feature, easy git revert and git bisect&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2038552880018538749&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;commit often — try to commit at least once per hour, as soon as task is completed, commit&lt;/td&gt; 
   &lt;td&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/community-shayan.svg?sanitize=true&quot; alt=&quot;Shayan&quot; /&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;tag &lt;a href=&quot;https://github.com/apps/claude&quot;&gt;@claude&lt;/a&gt; on a coworker&#39;s PR to auto-generate lint rules for recurring review feedback — automate yourself out of code review 🚫👶&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://youtu.be/julbw1JuAz0?t=2715&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://youtu.be/julbw1JuAz0?t=2715&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/video.svg?sanitize=true&quot; alt=&quot;Video&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;use &lt;a href=&quot;https://code.claude.com/docs/en/code-review&quot;&gt;/code-review&lt;/a&gt; for multi-agent PR analysis — catches bugs, security vulnerabilities, and regressions before merge&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2031089411820228645&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;&lt;a id=&quot;tips-debugging&quot;&gt;&lt;/a&gt;■ &lt;strong&gt;Debugging (6)&lt;/strong&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Tip&lt;/th&gt; 
   &lt;th&gt;Source&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;make it a habit to take screenshots and share with Claude whenever you are stuck with any issue&lt;/td&gt; 
   &lt;td&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/community-shayan.svg?sanitize=true&quot; alt=&quot;Shayan&quot; /&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;use mcp (&lt;a href=&quot;https://code.claude.com/docs/en/chrome&quot;&gt;Claude in Chrome&lt;/a&gt;, &lt;a href=&quot;https://github.com/microsoft/playwright-mcp&quot;&gt;Playwright&lt;/a&gt;, &lt;a href=&quot;https://developer.chrome.com/blog/chrome-devtools-mcp&quot;&gt;Chrome DevTools&lt;/a&gt;) to let claude see chrome console logs on its own&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/chrome&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/claude.svg?sanitize=true&quot; alt=&quot;Claude&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;always ask claude to run the terminal (you want to see logs of) as a background task for better debugging&lt;/td&gt; 
   &lt;td&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/community-shayan.svg?sanitize=true&quot; alt=&quot;Shayan&quot; /&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/cli-reference&quot;&gt;/doctor&lt;/a&gt; to diagnose installation, authentication, and configuration issues&lt;/td&gt; 
   &lt;td&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/community-shayan.svg?sanitize=true&quot; alt=&quot;Shayan&quot; /&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;use a &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/development-workflows/cross-model-workflow/cross-model-workflow.md&quot;&gt;cross-model&lt;/a&gt; for QA — e.g. &lt;a href=&quot;https://github.com/shanraisshan/codex-cli-best-practice&quot;&gt;Codex&lt;/a&gt; for plan and implementation review&lt;/td&gt; 
   &lt;td&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/community-shayan.svg?sanitize=true&quot; alt=&quot;Shayan&quot; /&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;agentic search (glob + grep) beats RAG — Claude Code tried and discarded vector databases because code drifts out of sync and permissions are complex&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://youtu.be/julbw1JuAz0?t=3095&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://youtu.be/julbw1JuAz0?t=3095&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/video.svg?sanitize=true&quot; alt=&quot;Video&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;&lt;a id=&quot;tips-utilities&quot;&gt;&lt;/a&gt;■ &lt;strong&gt;Utilities (5)&lt;/strong&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Tip&lt;/th&gt; 
   &lt;th&gt;Source&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://iterm2.com/&quot;&gt;iTerm&lt;/a&gt;/&lt;a href=&quot;https://ghostty.org/&quot;&gt;Ghostty&lt;/a&gt;/&lt;a href=&quot;https://github.com/tmux/tmux&quot;&gt;tmux&lt;/a&gt; terminals instead of IDE (&lt;a href=&quot;https://code.visualstudio.com/&quot;&gt;VS Code&lt;/a&gt;/&lt;a href=&quot;https://www.cursor.com/&quot;&gt;Cursor&lt;/a&gt;)&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2017742753971769626&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/voice-dictation&quot;&gt;/voice&lt;/a&gt; or &lt;a href=&quot;https://wisprflow.ai&quot;&gt;Wispr Flow&lt;/a&gt; for voice prompting (10x productivity)&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2038454362226467112&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/shanraisshan/claude-code-hooks&quot;&gt;claude-code-hooks&lt;/a&gt; for claude feedback&lt;/td&gt; 
   &lt;td&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/community-shayan.svg?sanitize=true&quot; alt=&quot;Shayan&quot; /&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/shanraisshan/claude-code-status-line&quot;&gt;status line&lt;/a&gt; for context awareness and fast compacting&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2021700784019452195&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/community-shayan.svg?sanitize=true&quot; alt=&quot;Shayan&quot; /&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;explore &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/best-practice/claude-settings.md&quot;&gt;settings.json&lt;/a&gt; features like &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/best-practice/claude-settings.md#plans-directory&quot;&gt;Plans Directory&lt;/a&gt;, &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/best-practice/claude-settings.md#display--ux&quot;&gt;Spinner Verbs&lt;/a&gt; for a personalized experience&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2021701145023197516&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;&lt;a id=&quot;tips-daily&quot;&gt;&lt;/a&gt;■ &lt;strong&gt;Daily (2)&lt;/strong&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Tip&lt;/th&gt; 
   &lt;th&gt;Source&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/setup&quot;&gt;update&lt;/a&gt; Claude Code daily&lt;/td&gt; 
   &lt;td&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/community-shayan.svg?sanitize=true&quot; alt=&quot;Shayan&quot; /&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;start your day by reading the &lt;a href=&quot;https://github.com/anthropics/claude-code/raw/main/CHANGELOG.md&quot;&gt;changelog&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/community-shayan.svg?sanitize=true&quot; alt=&quot;Shayan&quot; /&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/claude.svg?sanitize=true&quot; alt=&quot;Boris Cherny + Team&quot; /&gt;&lt;/p&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Article / Tweet&lt;/th&gt; 
   &lt;th&gt;Source&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-boris-6-tips-16-apr-26.md&quot;&gt;6 Tips for Getting More Out of Opus 4.7 (Boris) | 16/Apr/26&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny&quot;&gt;Tweet&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-thariq-tips-16-apr-26.md&quot;&gt;Session Management &amp;amp; 1M Context (Thariq) | 16/Apr/26&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/trq212&quot;&gt;Tweet&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-boris-15-tips-30-mar-26.md&quot;&gt;15 Hidden &amp;amp; Under-Utilized Features in Claude Code (Boris) | 30/Mar/26&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2038454336355999749&quot;&gt;Tweet&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-boris-2-tips-25-mar-26.md&quot;&gt;Squash Merging &amp;amp; PR Size Distribution (Boris) | 25/Mar/26&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2038552880018538749&quot;&gt;Tweet&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-thariq-tips-17-mar-26.md&quot;&gt;Lessons from Building Claude Code: How We Use Skills (Thariq) | 17/Mar/26&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/trq212/status/2033949937936085378&quot;&gt;Article&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-boris-2-tips-10-mar-26.md&quot;&gt;Code Review &amp;amp; Test Time Compute (Boris) | 10/Mar/26&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2031089411820228645&quot;&gt;Tweet&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;/loop — schedule recurring tasks for up to 3 days (Boris) | 07 Mar 2026&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2030193932404150413&quot;&gt;Tweet&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;AskUserQuestion + ASCII Markdowns (Thariq) | 28 Feb 2026&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/trq212/status/2027543858289250472&quot;&gt;Tweet&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;Seeing like an Agent - lessons from building Claude Code (Thariq) | 28 Feb 2026&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/trq212/status/2027463795355095314&quot;&gt;Article&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;Git Worktrees - 5 ways how boris is using | 21 Feb 2026&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2025007393290272904&quot;&gt;Tweet&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;Lessons from Building Claude Code: Prompt Caching Is Everything (Thariq) | 20 Feb 2026&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/trq212/status/2024574133011673516&quot;&gt;Article&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-boris-12-tips-12-feb-26.md&quot;&gt;12 ways how people are customizing their claudes (Boris) | 12/Feb/26&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2021699851499798911&quot;&gt;Tweet&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-boris-10-tips-01-feb-26.md&quot;&gt;10 tips for using Claude Code from the team (Boris) | 01/Feb/26&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2017742741636321619&quot;&gt;Tweet&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/tips/claude-boris-13-tips-03-jan-26.md&quot;&gt;How I use Claude Code — 13 tips from my surprisingly vanilla setup (Boris) | 03/Jan/26&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2007179832300581177&quot;&gt;Tweet&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;Ask Claude to interview you using AskUserQuestion tool (Thariq) | 28/Dec/25&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/trq212/status/2005315275026260309&quot;&gt;Tweet&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;Always use plan mode, give Claude a way to verify, use /code-review (Boris) | 27/Dec/25&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny/status/2004711722926616680&quot;&gt;Tweet&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;h4&gt;Tips from Claude code CLI binary&lt;/h4&gt; 
&lt;p&gt;&lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/reports/claude-spinner-verbs-and-tips.md&quot;&gt;Spinner Verbs &amp;amp; Tips (extracted from CLI binary v2.1.121)&lt;/a&gt;&lt;/p&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/claude-jumping.svg?sanitize=true&quot; alt=&quot;section divider&quot; width=&quot;60&quot; height=&quot;50&quot; /&gt; &lt;/p&gt; 
&lt;h2&gt;🎬 VIDEOS / PODCASTS&lt;/h2&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Video / Podcast&lt;/th&gt; 
   &lt;th&gt;Source&lt;/th&gt; 
   &lt;th&gt;YouTube&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;From Vibe Coding to Agentic Engineering (Andrej) | 02 May 2026 | AI Engineer&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/karpathy&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/community-karpathy.svg?sanitize=true&quot; alt=&quot;Karpathy&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=96jN2OCOfLs&quot;&gt;YouTube&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;Full Walkthrough: Workflow for AI Coding (Matt) | 24 Apr 2026 | Matt Pocock&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/mattpocockuk&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/community-matt.svg?sanitize=true&quot; alt=&quot;Matt&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://youtu.be/-QFHIoCo-Ko&quot;&gt;YouTube&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;Everything We Got Wrong About Research-Plan-Implement (Dex) | 24 Mar 2026 | MLOps Community&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/daborhyde&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/community-dex.svg?sanitize=true&quot; alt=&quot;Dex&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://youtu.be/YwZR6tc7qYg&quot;&gt;YouTube&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;Building Claude Code with Boris Cherny (Boris) | 04 Mar 2026 | The Pragmatic Engineer&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://youtu.be/julbw1JuAz0&quot;&gt;YouTube&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;Head of Claude Code: What happens after coding is solved (Boris) | 19 Feb 2026 | Lenny&#39;s Podcast&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://youtu.be/We7BZVKbCVw&quot;&gt;YouTube&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;Inside Claude Code With Its Creator Boris Cherny (Boris) | 17 Feb 2026 | Y Combinator&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://youtu.be/PQU9o_5rHC4&quot;&gt;YouTube&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;Boris Cherny (Creator of Claude Code) On What Grew His Career (Boris) | 15 Dec 2025 | Ryan Peterman&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://youtu.be/AmdLVWMdjOk&quot;&gt;YouTube&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;The Secrets of Claude Code From the Engineers Who Built It (Cat) | 29 Oct 2025 | Every&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/bcherny&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/boris-cherny.svg?sanitize=true&quot; alt=&quot;Boris&quot; /&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://youtu.be/IDSAMqip6ms&quot;&gt;YouTube&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/claude-jumping.svg?sanitize=true&quot; alt=&quot;section divider&quot; width=&quot;60&quot; height=&quot;50&quot; /&gt; &lt;/p&gt; 
&lt;h2&gt;🔔 SUBSCRIBE&lt;/h2&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Source&lt;/th&gt; 
   &lt;th&gt;Name&lt;/th&gt; 
   &lt;th&gt;Badge&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;img src=&quot;https://img.shields.io/badge/-FF4500?style=flat&amp;amp;logo=reddit&amp;amp;logoColor=white&quot; alt=&quot;Reddit&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://www.reddit.com/r/ClaudeAI/&quot;&gt;r/ClaudeAI&lt;/a&gt;, &lt;a href=&quot;https://www.reddit.com/r/ClaudeCode/&quot;&gt;r/ClaudeCode&lt;/a&gt;, &lt;a href=&quot;https://www.reddit.com/r/Anthropic/&quot;&gt;r/Anthropic&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/claude.svg?sanitize=true&quot; alt=&quot;Boris + Team&quot; /&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;img src=&quot;https://img.shields.io/badge/-000?style=flat&amp;amp;logo=x&amp;amp;logoColor=white&quot; alt=&quot;X&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/claudeai&quot;&gt;Claude&lt;/a&gt;, &lt;a href=&quot;https://x.com/ClaudeDevs&quot;&gt;Claude Devs&lt;/a&gt;, &lt;a href=&quot;https://x.com/AnthropicAI&quot;&gt;Anthropic&lt;/a&gt;, &lt;a href=&quot;https://x.com/bcherny&quot;&gt;Boris&lt;/a&gt;, &lt;a href=&quot;https://x.com/trq212&quot;&gt;Thariq&lt;/a&gt;, &lt;a href=&quot;https://x.com/_catwu&quot;&gt;Cat&lt;/a&gt;, &lt;a href=&quot;https://x.com/lydiahallie&quot;&gt;Lydia&lt;/a&gt;, &lt;a href=&quot;https://x.com/noahzweben&quot;&gt;Noah&lt;/a&gt;, &lt;a href=&quot;https://x.com/amorriscode&quot;&gt;Anthony&lt;/a&gt;, &lt;a href=&quot;https://x.com/alexalbert__&quot;&gt;Alex&lt;/a&gt;, &lt;a href=&quot;https://x.com/neilhtennek&quot;&gt;Kenneth&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/claude.svg?sanitize=true&quot; alt=&quot;Boris + Team&quot; /&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;img src=&quot;https://img.shields.io/badge/-000?style=flat&amp;amp;logo=x&amp;amp;logoColor=white&quot; alt=&quot;X&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/obra&quot;&gt;Jesse Kriss&lt;/a&gt; (&lt;a href=&quot;https://github.com/obra/superpowers&quot;&gt;Superpowers&lt;/a&gt;), &lt;a href=&quot;https://x.com/affaanmustafa&quot;&gt;Affaan Mustafa&lt;/a&gt; (&lt;a href=&quot;https://github.com/affaan-m/everything-claude-code&quot;&gt;ECC&lt;/a&gt;), &lt;a href=&quot;https://x.com/garrytan&quot;&gt;Garry Tan&lt;/a&gt; (&lt;a href=&quot;https://github.com/garrytan/gstack&quot;&gt;gstack&lt;/a&gt;), &lt;a href=&quot;https://x.com/dexhorthy&quot;&gt;Dex Horthy&lt;/a&gt; (&lt;a href=&quot;https://github.com/humanlayer/humanlayer&quot;&gt;HumanLayer&lt;/a&gt;), &lt;a href=&quot;https://x.com/kieranklaassen&quot;&gt;Kieran Klaassen&lt;/a&gt; (&lt;a href=&quot;https://github.com/EveryInc/compound-engineering-plugin&quot;&gt;Compound Eng&lt;/a&gt;), &lt;a href=&quot;https://x.com/0xTab&quot;&gt;Tabish Gilani&lt;/a&gt; (&lt;a href=&quot;https://github.com/Fission-AI/OpenSpec&quot;&gt;OpenSpec&lt;/a&gt;), &lt;a href=&quot;https://x.com/BMadCode&quot;&gt;Brian McAdams&lt;/a&gt; (&lt;a href=&quot;https://github.com/bmad-code-org/BMAD-METHOD&quot;&gt;BMAD&lt;/a&gt;), &lt;a href=&quot;https://x.com/official_taches&quot;&gt;Lex Christopherson&lt;/a&gt; (&lt;a href=&quot;https://github.com/gsd-build/get-shit-done&quot;&gt;GSD&lt;/a&gt;), &lt;a href=&quot;https://x.com/mattpocockuk&quot;&gt;Matt Pocock&lt;/a&gt; (&lt;a href=&quot;https://github.com/mattpocock/skills&quot;&gt;Skills&lt;/a&gt;), &lt;a href=&quot;https://x.com/dani_avila7&quot;&gt;Dani Avila&lt;/a&gt; (&lt;a href=&quot;https://github.com/davila7/claude-code-templates&quot;&gt;CC Templates&lt;/a&gt;), &lt;a href=&quot;https://x.com/danshipper&quot;&gt;Dan Shipper&lt;/a&gt; (&lt;a href=&quot;https://every.to/&quot;&gt;Every&lt;/a&gt;), &lt;a href=&quot;https://x.com/karpathy&quot;&gt;Andrej Karpathy&lt;/a&gt; (&lt;a href=&quot;https://x.com/karpathy/status/2015883857489522876&quot;&gt;AutoResearch&lt;/a&gt;), &lt;a href=&quot;https://x.com/steipete&quot;&gt;Peter Steinberger&lt;/a&gt; (&lt;a href=&quot;https://x.com/openclaw&quot;&gt;OpenClaw&lt;/a&gt;), &lt;a href=&quot;https://x.com/realsigridjin&quot;&gt;Sigrid Jin&lt;/a&gt; (&lt;a href=&quot;https://github.com/ultraworkers/claw-code&quot;&gt;claw-code&lt;/a&gt;), &lt;a href=&quot;https://x.com/bellman_ych&quot;&gt;Yeachan Heo&lt;/a&gt; (&lt;a href=&quot;https://github.com/Yeachan-Heo/oh-my-claudecode&quot;&gt;oh-my-claudecode&lt;/a&gt;)&lt;/td&gt; 
   &lt;td&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/community.svg?sanitize=true&quot; alt=&quot;Community&quot; /&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;img src=&quot;https://img.shields.io/badge/-F00?style=flat&amp;amp;logo=youtube&amp;amp;logoColor=white&quot; alt=&quot;YouTube&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://www.youtube.com/@anthropic-ai&quot;&gt;Anthropic&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/claude.svg?sanitize=true&quot; alt=&quot;Boris + Team&quot; /&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;img src=&quot;https://img.shields.io/badge/-F00?style=flat&amp;amp;logo=youtube&amp;amp;logoColor=white&quot; alt=&quot;YouTube&quot; /&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://www.youtube.com/@LennysPodcast&quot;&gt;Lenny&#39;s Podcast&lt;/a&gt;, &lt;a href=&quot;https://www.youtube.com/@ycombinator&quot;&gt;Y Combinator&lt;/a&gt;, &lt;a href=&quot;https://www.youtube.com/@pragmaticengineer&quot;&gt;The Pragmatic Engineer&lt;/a&gt;, &lt;a href=&quot;https://www.youtube.com/@ryanlpeterman&quot;&gt;Ryan Peterman&lt;/a&gt;, &lt;a href=&quot;https://www.youtube.com/@every_media&quot;&gt;Every&lt;/a&gt;, &lt;a href=&quot;https://www.youtube.com/@MLOps&quot;&gt;MLOps Community&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/community.svg?sanitize=true&quot; alt=&quot;Community&quot; /&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/claude-jumping.svg?sanitize=true&quot; alt=&quot;section divider&quot; width=&quot;60&quot; height=&quot;50&quot; /&gt; &lt;/p&gt; 
&lt;h2&gt;☠️ STARTUPS / BUSINESSES&lt;/h2&gt; 
&lt;table&gt; 
 &lt;thead&gt; 
  &lt;tr&gt; 
   &lt;th&gt;Claude&lt;/th&gt; 
   &lt;th&gt;Replaced&lt;/th&gt; 
  &lt;/tr&gt; 
 &lt;/thead&gt; 
 &lt;tbody&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/code-review&quot;&gt;&lt;strong&gt;Code Review&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://greptile.com&quot;&gt;Greptile&lt;/a&gt;, &lt;a href=&quot;https://coderabbit.ai&quot;&gt;CodeRabbit&lt;/a&gt;, &lt;a href=&quot;https://devin.ai&quot;&gt;Devin Review&lt;/a&gt;, &lt;a href=&quot;https://opendiff.com&quot;&gt;OpenDiff&lt;/a&gt;, &lt;a href=&quot;https://bugbot.dev&quot;&gt;Cursor BugBot&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/voice-dictation&quot;&gt;&lt;strong&gt;Voice Dictation&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://wisprflow.ai&quot;&gt;Wispr Flow&lt;/a&gt;, &lt;a href=&quot;https://superwhisper.com/&quot;&gt;SuperWhisper&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/remote-control&quot;&gt;&lt;strong&gt;Remote Control&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://openclaw.ai/&quot;&gt;OpenClaw&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/chrome&quot;&gt;&lt;strong&gt;Claude in Chrome&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/microsoft/playwright-mcp&quot;&gt;Playwright MCP&lt;/a&gt;, &lt;a href=&quot;https://developer.chrome.com/blog/chrome-devtools-mcp&quot;&gt;Chrome DevTools MCP&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://docs.anthropic.com/en/docs/agents-and-tools/computer-use&quot;&gt;&lt;strong&gt;Computer Use&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://openai.com/index/computer-using-agent/&quot;&gt;OpenAI CUA&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://claude.com/blog/cowork-research-preview&quot;&gt;&lt;strong&gt;Cowork&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://openai.com/chatgpt/agent/&quot;&gt;ChatGPT Agent&lt;/a&gt;, &lt;a href=&quot;https://www.perplexity.ai/computer/&quot;&gt;Perplexity Computer&lt;/a&gt;, &lt;a href=&quot;https://manus.im&quot;&gt;Manus&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://x.com/trq212/status/2014480496013803643&quot;&gt;&lt;strong&gt;Tasks&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/steveyegge/beads&quot;&gt;Beads&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/common-workflows&quot;&gt;&lt;strong&gt;Plan Mode&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://github.com/buildermethods/agent-os&quot;&gt;Agent OS&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://claude.com/design&quot;&gt;&lt;strong&gt;Design&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://figma.com&quot;&gt;Figma&lt;/a&gt;, &lt;a href=&quot;https://framer.com&quot;&gt;Framer&lt;/a&gt;, &lt;a href=&quot;https://sketch.com&quot;&gt;Sketch&lt;/a&gt;, &lt;a href=&quot;https://v0.dev&quot;&gt;v0&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/agent-sdk/overview&quot;&gt;&lt;strong&gt;Agent SDK&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;&lt;a href=&quot;https://langchain.com&quot;&gt;LangChain&lt;/a&gt;, &lt;a href=&quot;https://www.langchain.com/langgraph&quot;&gt;LangGraph&lt;/a&gt;, &lt;a href=&quot;https://www.crewai.com&quot;&gt;CrewAI&lt;/a&gt;, &lt;a href=&quot;https://github.com/microsoft/autogen&quot;&gt;AutoGen&lt;/a&gt;, &lt;a href=&quot;https://platform.openai.com/docs/assistants/overview&quot;&gt;OpenAI Assistants API&lt;/a&gt;&lt;/td&gt; 
  &lt;/tr&gt; 
  &lt;tr&gt; 
   &lt;td&gt;&lt;a href=&quot;https://code.claude.com/docs/en/plugins&quot;&gt;&lt;strong&gt;Skills / Plugins&lt;/strong&gt;&lt;/a&gt;&lt;/td&gt; 
   &lt;td&gt;YC AI wrapper startups (&lt;a href=&quot;https://reddit.com/r/ClaudeAI/comments/1r6bh4d/claude_code_skills_are_basically_yc_ai_startup/&quot;&gt;reddit&lt;/a&gt;)&lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt; 
&lt;/table&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/claude-jumping.svg?sanitize=true&quot; alt=&quot;section divider&quot; width=&quot;60&quot; height=&quot;50&quot; /&gt; &lt;/p&gt; 
&lt;p&gt;&lt;a id=&quot;billion-dollar-questions&quot;&gt;&lt;/a&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/billion-dollar-questions.svg?sanitize=true&quot; alt=&quot;Billion-Dollar Questions&quot; /&gt;&lt;/p&gt; 
&lt;p&gt;&lt;em&gt;If you have answers, do let me know at &lt;a href=&quot;mailto:shanraisshan@gmail.com&quot;&gt;shanraisshan@gmail.com&lt;/a&gt;&lt;/em&gt;&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;Memory &amp;amp; Instructions (4)&lt;/strong&gt;&lt;/p&gt; 
&lt;ol&gt; 
 &lt;li&gt;What exactly should you put inside your &lt;a href=&quot;http://CLAUDE.md&quot;&gt;CLAUDE.md&lt;/a&gt; — and what should you leave out?&lt;/li&gt; 
 &lt;li&gt;If you already have a &lt;a href=&quot;http://CLAUDE.md&quot;&gt;CLAUDE.md&lt;/a&gt;, is a separate &lt;a href=&quot;http://constitution.md&quot;&gt;constitution.md&lt;/a&gt; or &lt;a href=&quot;http://rules.md&quot;&gt;rules.md&lt;/a&gt; actually needed?&lt;/li&gt; 
 &lt;li&gt;How often should you update your &lt;a href=&quot;http://CLAUDE.md&quot;&gt;CLAUDE.md&lt;/a&gt;, and how do you know when it&#39;s become stale?&lt;/li&gt; 
 &lt;li&gt;Why does Claude still ignore &lt;a href=&quot;http://CLAUDE.md&quot;&gt;CLAUDE.md&lt;/a&gt; instructions — even when they say MUST in all caps? (&lt;a href=&quot;https://reddit.com/r/ClaudeCode/comments/1qn9pb9/claudemd_says_must_use_agent_claude_ignores_it_80/&quot;&gt;reddit&lt;/a&gt;)&lt;/li&gt; 
&lt;/ol&gt; 
&lt;p&gt;&lt;strong&gt;Agents, Skills &amp;amp; Workflows (6)&lt;/strong&gt;&lt;/p&gt; 
&lt;ol&gt; 
 &lt;li&gt;When should you use a command vs an agent vs a skill — and when is vanilla Claude Code just better?&lt;/li&gt; 
 &lt;li&gt;How often should you update your agents, commands, and workflows as models improve?&lt;/li&gt; 
 &lt;li&gt;Should you have a generalist subagent or a feature-specific/role-specific agent? Does giving your subagent a detailed persona improve quality, and what does a &quot;perfect persona prompt&quot; for research/vision look like?&lt;/li&gt; 
 &lt;li&gt;Should you rely on Claude Code&#39;s built-in plan mode — or build your own planning command/agent that enforces your team&#39;s workflow?&lt;/li&gt; 
 &lt;li&gt;If you have a personal skill (e.g., /implement with your coding style), how do you incorporate community skills (e.g., /simplify) without conflicts — and who wins when they disagree?&lt;/li&gt; 
 &lt;li&gt;Are we there yet? Can we convert an existing codebase into specs, delete the code, and have AI regenerate the exact same code from those specs alone?&lt;/li&gt; 
&lt;/ol&gt; 
&lt;p&gt;&lt;strong&gt;Specs &amp;amp; Documentation (3)&lt;/strong&gt;&lt;/p&gt; 
&lt;ol&gt; 
 &lt;li&gt;Should every feature in your repo have a spec as a markdown file?&lt;/li&gt; 
 &lt;li&gt;How often do you need to update specs so they don&#39;t become obsolete when a new feature is implemented?&lt;/li&gt; 
 &lt;li&gt;When implementing a new feature, how do you handle the ripple effect on specs for other features?&lt;/li&gt; 
&lt;/ol&gt; 
&lt;h3&gt;🤔 &lt;a href=&quot;https://github.com/shanraisshan/agentic-engineering&quot;&gt;Does code matter?&lt;/a&gt;&lt;/h3&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/claude-jumping.svg?sanitize=true&quot; alt=&quot;section divider&quot; width=&quot;60&quot; height=&quot;50&quot; /&gt; &lt;/p&gt; 
&lt;h2&gt;REPORTS&lt;/h2&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/reports/claude-agent-sdk-vs-cli-system-prompts.md&quot;&gt;&lt;img src=&quot;https://img.shields.io/badge/Agent_SDK_vs_CLI-555?style=for-the-badge&quot; alt=&quot;Agent SDK vs CLI&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/reports/claude-in-chrome-v-chrome-devtools-mcp.md&quot;&gt;&lt;img src=&quot;https://img.shields.io/badge/Browser_Automation_MCP-555?style=for-the-badge&quot; alt=&quot;Browser Automation MCP&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/reports/claude-global-vs-project-settings.md&quot;&gt;&lt;img src=&quot;https://img.shields.io/badge/Global_vs_Project_Settings-555?style=for-the-badge&quot; alt=&quot;Global vs Project Settings&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/reports/claude-skills-for-larger-mono-repos.md&quot;&gt;&lt;img src=&quot;https://img.shields.io/badge/Skills_in_Monorepos-555?style=for-the-badge&quot; alt=&quot;Skills in Monorepos&quot; /&gt;&lt;/a&gt; &lt;br /&gt; &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/reports/claude-agent-memory.md&quot;&gt;&lt;img src=&quot;https://img.shields.io/badge/Agent_Memory-555?style=for-the-badge&quot; alt=&quot;Agent Memory&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/reports/claude-advanced-tool-use.md&quot;&gt;&lt;img src=&quot;https://img.shields.io/badge/Advanced_Tool_Use-555?style=for-the-badge&quot; alt=&quot;Advanced Tool Use&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/reports/claude-usage-and-rate-limits.md&quot;&gt;&lt;img src=&quot;https://img.shields.io/badge/Usage_&amp;amp;_Rate_Limits-555?style=for-the-badge&quot; alt=&quot;Usage &amp;amp; Rate Limits&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/reports/claude-agent-command-skill.md&quot;&gt;&lt;img src=&quot;https://img.shields.io/badge/Agents_vs_Commands_vs_Skills-555?style=for-the-badge&quot; alt=&quot;Agents vs Commands vs Skills&quot; /&gt;&lt;/a&gt; &lt;br /&gt; &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/reports/llm-day-to-day-degradation.md&quot;&gt;&lt;img src=&quot;https://img.shields.io/badge/LLM_Degradation-555?style=for-the-badge&quot; alt=&quot;LLM Degradation&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/reports/why-harness-is-important.md&quot;&gt;&lt;img src=&quot;https://img.shields.io/badge/Why_Harness_is_Important-555?style=for-the-badge&quot; alt=&quot;Why Harness is Important&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/reports/claude-spinner-verbs-and-tips.md&quot;&gt;&lt;img src=&quot;https://img.shields.io/badge/Spinner_Verbs_&amp;amp;_Tips-555?style=for-the-badge&quot; alt=&quot;Spinner Verbs &amp;amp; Tips&quot; /&gt;&lt;/a&gt; &lt;/p&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/claude-jumping.svg?sanitize=true&quot; alt=&quot;section divider&quot; width=&quot;60&quot; height=&quot;50&quot; /&gt; &lt;/p&gt; 
&lt;p&gt;&lt;a id=&quot;how-to-use&quot;&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;h2&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/how-to-use-hd.svg?sanitize=true&quot; alt=&quot;How to Use&quot; /&gt;&lt;/h2&gt; 
&lt;p&gt;Get the maximum out of this repo by following these steps:&lt;/p&gt; 
&lt;ol&gt; 
 &lt;li&gt;&lt;strong&gt;Read this repo as a course, not as a workflow or skill.&lt;/strong&gt; It&#39;s reference material first; you&#39;ll run things later.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Don&#39;t use Claude as a chatbot.&lt;/strong&gt; Learn the primitives — agents, commands, skills, hooks — and assemble them into your own workflow.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Run &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/orchestration-workflow/orchestration-workflow.md&quot;&gt;&lt;code&gt;/weather-orchestrator&lt;/code&gt;&lt;/a&gt;&lt;/strong&gt; to see a complete command → agent → skill flow. Use it as a template for any dev workflow, from planning to shipping.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Listen for the custom hook sounds while you work.&lt;/strong&gt; Their implementation lives in the dedicated &lt;a href=&quot;https://github.com/shanraisshan/claude-code-hooks&quot;&gt;Claude Code Hooks repo&lt;/a&gt;; other patterns like &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/implementation/claude-agent-teams-implementation.md&quot;&gt;Agent Teams&lt;/a&gt; ship inside this repo&#39;s &lt;code&gt;implementation/&lt;/code&gt; directory.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Learn the advanced topics and their implementations&lt;/strong&gt; from the &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/#-hot&quot;&gt;🔥 Hot&lt;/a&gt; sub-table — for example, the &lt;a href=&quot;https://github.com/shanraisshan/ralph-wiggum-self-evolving-loop&quot;&gt;Ralph Wiggum self-evolving loop&lt;/a&gt; is a full working repo you can clone to see one of these patterns end-to-end.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Point Claude at the &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/#-tips-and-tricks-83&quot;&gt;tips and tricks&lt;/a&gt; section in your own project&lt;/strong&gt; and ask it to suggest edits — especially how to restructure your &lt;code&gt;CLAUDE.md&lt;/code&gt;. Every tip is sourced from the Claude team or the community.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Subscribe to the Reddit and YouTube channels in the &lt;a href=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/#-subscribe&quot;&gt;Subscribe section&lt;/a&gt;&lt;/strong&gt; to keep up with the community.&lt;/li&gt; 
&lt;/ol&gt; 
&lt;p&gt;&lt;strong&gt;🎬 Videos&lt;/strong&gt;&lt;/p&gt; 
&lt;p&gt;&lt;a href=&quot;https://www.youtube.com/watch?v=AkAhkalkRY4&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/thumbnail/video-1.png&quot; alt=&quot;Watch on YouTube&quot; width=&quot;240&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://youtu.be/lPjhM6BBK0Q&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/thumbnail/video-2.png&quot; alt=&quot;Watch on YouTube&quot; width=&quot;240&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;📊 Presentations&lt;/strong&gt;&lt;/p&gt; 
&lt;p&gt;&lt;a href=&quot;https://github.com/shanraisshan/claude-code-best-practice/tree/main/presentation/2026-04-25-gdg-kolachi-cli-claude-code-gemini&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/thumbnail/presentation-1.png&quot; alt=&quot;Claude Code &amp;amp; Gemini CLI — GDG Kolachi&quot; width=&quot;240&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/claude-jumping.svg?sanitize=true&quot; alt=&quot;section divider&quot; width=&quot;60&quot; height=&quot;50&quot; /&gt; &lt;/p&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;a href=&quot;https://github.com/trending?since=monthly&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/root/github-trending.png&quot; alt=&quot;GitHub Trending&quot; width=&quot;1200&quot; /&gt;&lt;/a&gt;&lt;br /&gt; ✨Trending on Github in March 2026✨ &lt;/p&gt; 
&lt;h2&gt;Star History&lt;/h2&gt; 
&lt;p&gt;&lt;a href=&quot;https://star-history.com/#shanraisshan/claude-code-best-practice&amp;amp;Date&quot;&gt;&lt;img src=&quot;https://api.star-history.com/svg?repos=shanraisshan/claude-code-best-practice&amp;amp;type=Date&amp;amp;v=2&quot; alt=&quot;Star History Chart&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;&lt;a href=&quot;https://github.com/shanraisshan/claude-code-best-practice/stargazers&quot;&gt;&lt;img src=&quot;https://img.shields.io/github/stars/shanraisshan/claude-code-best-practice?style=flat&amp;amp;label=%E2%98%85&amp;amp;labelColor=555&amp;amp;color=white&quot; alt=&quot;GitHub Stars&quot; align=&quot;center&quot; /&gt;&lt;/a&gt; stars and counting&lt;/p&gt; 
&lt;h2&gt;Other Repos&lt;/h2&gt; 
&lt;table&gt; 
 &lt;tbody&gt;
  &lt;tr&gt; 
   &lt;td align=&quot;center&quot; width=&quot;140&quot;&gt; &lt;a href=&quot;https://github.com/shanraisshan/claude-code-hooks&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/claude-speaking.svg?sanitize=true&quot; alt=&quot;Claude Code Hooks&quot; width=&quot;64&quot; height=&quot;64&quot; /&gt;&lt;/a&gt;&lt;br /&gt; &lt;a href=&quot;https://github.com/shanraisshan/claude-code-hooks&quot;&gt;&lt;strong&gt;Claude Code&lt;br /&gt;Hooks&lt;/strong&gt;&lt;/a&gt; &lt;/td&gt; 
   &lt;td align=&quot;center&quot; width=&quot;140&quot;&gt; &lt;a href=&quot;https://github.com/shanraisshan/codex-cli-best-practice&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/codex-jumping.svg?sanitize=true&quot; alt=&quot;Codex CLI Best Practice&quot; width=&quot;64&quot; height=&quot;64&quot; /&gt;&lt;/a&gt;&lt;br /&gt; &lt;a href=&quot;https://github.com/shanraisshan/codex-cli-best-practice&quot;&gt;&lt;strong&gt;Codex CLI&lt;br /&gt;Best Practice&lt;/strong&gt;&lt;/a&gt; &lt;/td&gt; 
   &lt;td align=&quot;center&quot; width=&quot;140&quot;&gt; &lt;a href=&quot;https://github.com/shanraisshan/codex-cli-hooks&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/codex-speaking.svg?sanitize=true&quot; alt=&quot;Codex CLI Hooks&quot; width=&quot;64&quot; height=&quot;64&quot; /&gt;&lt;/a&gt;&lt;br /&gt; &lt;a href=&quot;https://github.com/shanraisshan/codex-cli-hooks&quot;&gt;&lt;strong&gt;Codex CLI&lt;br /&gt;Hooks&lt;/strong&gt;&lt;/a&gt; &lt;/td&gt; 
   &lt;td align=&quot;center&quot; width=&quot;140&quot;&gt; &lt;a href=&quot;https://github.com/shanraisshan/gemini-cli-best-practice&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/gemini-jumping.svg?sanitize=true&quot; alt=&quot;Gemini CLI Best Practice&quot; width=&quot;64&quot; height=&quot;64&quot; /&gt;&lt;/a&gt;&lt;br /&gt; &lt;a href=&quot;https://github.com/shanraisshan/gemini-cli-best-practice&quot;&gt;&lt;strong&gt;Gemini CLI&lt;br /&gt;Best Practice&lt;/strong&gt;&lt;/a&gt; &lt;/td&gt; 
   &lt;td align=&quot;center&quot; width=&quot;140&quot;&gt; &lt;a href=&quot;https://github.com/shanraisshan/gemini-cli-hooks&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/gemini-speaking.svg?sanitize=true&quot; alt=&quot;Gemini CLI Hooks&quot; width=&quot;64&quot; height=&quot;64&quot; /&gt;&lt;/a&gt;&lt;br /&gt; &lt;a href=&quot;https://github.com/shanraisshan/gemini-cli-hooks&quot;&gt;&lt;strong&gt;Gemini CLI&lt;br /&gt;Hooks&lt;/strong&gt;&lt;/a&gt; &lt;/td&gt; 
  &lt;/tr&gt; 
 &lt;/tbody&gt;
&lt;/table&gt; 
&lt;h2&gt;Developed by&lt;/h2&gt; 
&lt;p&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/developed-by.svg?sanitize=true&quot; alt=&quot;Developed by&quot; /&gt;&lt;/p&gt; 
&lt;blockquote&gt; 
 &lt;table&gt; 
  &lt;thead&gt; 
   &lt;tr&gt; 
    &lt;th&gt;#&lt;/th&gt; 
    &lt;th&gt;Workflow&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;1&lt;/td&gt; 
    &lt;td&gt;/workflows:development-workflows&lt;/td&gt; 
    &lt;td&gt;Update the DEVELOPMENT WORKFLOWS table and cross-workflow analysis report by researching all 10 workflow repos in parallel&lt;/td&gt; 
   &lt;/tr&gt; 
   &lt;tr&gt; 
    &lt;td&gt;2&lt;/td&gt; 
    &lt;td&gt;/workflows:skill-collections&lt;/td&gt; 
    &lt;td&gt;Update the SKILL COLLECTIONS table by researching all 5 skill-collection repos in parallel&lt;/td&gt; 
   &lt;/tr&gt; 
   &lt;tr&gt; 
    &lt;td&gt;3&lt;/td&gt; 
    &lt;td&gt;/workflows:agent-collections&lt;/td&gt; 
    &lt;td&gt;Update the AGENT COLLECTIONS table by researching all agent-collection repos in parallel&lt;/td&gt; 
   &lt;/tr&gt; 
   &lt;tr&gt; 
    &lt;td&gt;4&lt;/td&gt; 
    &lt;td&gt;/workflows:best-practice:workflow-concepts&lt;/td&gt; 
    &lt;td&gt;Update the README CONCEPTS section with the latest Claude Code features and concepts&lt;/td&gt; 
   &lt;/tr&gt; 
   &lt;tr&gt; 
    &lt;td&gt;5&lt;/td&gt; 
    &lt;td&gt;/workflows:best-practice:workflow-claude-settings&lt;/td&gt; 
    &lt;td&gt;Track Claude Code settings report changes and find what needs updating&lt;/td&gt; 
   &lt;/tr&gt; 
   &lt;tr&gt; 
    &lt;td&gt;6&lt;/td&gt; 
    &lt;td&gt;/workflows:best-practice:workflow-claude-subagents&lt;/td&gt; 
    &lt;td&gt;Track Claude Code subagents report changes and find what needs updating&lt;/td&gt; 
   &lt;/tr&gt; 
   &lt;tr&gt; 
    &lt;td&gt;7&lt;/td&gt; 
    &lt;td&gt;/workflows:best-practice:workflow-claude-commands&lt;/td&gt; 
    &lt;td&gt;Track Claude Code commands report changes and find what needs updating&lt;/td&gt; 
   &lt;/tr&gt; 
   &lt;tr&gt; 
    &lt;td&gt;8&lt;/td&gt; 
    &lt;td&gt;/workflows:best-practice:workflow-claude-skills&lt;/td&gt; 
    &lt;td&gt;Track Claude Code skills report changes and find what needs updating&lt;/td&gt; 
   &lt;/tr&gt; 
  &lt;/tbody&gt; 
 &lt;/table&gt; 
&lt;/blockquote&gt; 
&lt;h2&gt;Extras&lt;/h2&gt; 
&lt;p&gt;&lt;a href=&quot;https://claude.com/contact-sales/claude-for-oss&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/claude-for-oss.svg?sanitize=true&quot; alt=&quot;Claude for OSS&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://claude.com/community/ambassadors&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/claude-community-ambassador.svg?sanitize=true&quot; alt=&quot;Claude Community Ambassador&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://anthropic.skilljar.com/claude-certified-architect-foundations-access-request&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/claude-certified-architect.svg?sanitize=true&quot; alt=&quot;Claude Certified Architect&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://anthropic.skilljar.com/&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/anthropic-academy.svg?sanitize=true&quot; alt=&quot;Anthropic Academy&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://chat.whatsapp.com/BDUV2stIS0c7X5uY7RY6nS&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/whatsapp-claude-pakistan.svg?sanitize=true&quot; alt=&quot;Join Claude Pakistan community on WhatsApp&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;p align=&quot;center&quot;&gt; &lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/claude-jumping.svg?sanitize=true&quot; alt=&quot;section divider&quot; width=&quot;60&quot; height=&quot;50&quot; /&gt; &lt;/p&gt; 
&lt;h2&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/sponsor-heart.svg?sanitize=true&quot; width=&quot;22&quot; height=&quot;22&quot; align=&quot;center&quot; /&gt; Sponsor My Work&lt;/h2&gt; 
&lt;p&gt;If you like my work, buy me a doodh patti 🍵 on&lt;/p&gt; 
&lt;p&gt;&lt;a href=&quot;https://buy.polar.sh/polar_cl_R6wjUESl8RiJD0iVaTyStBUV6WNuYvDmLJ0si1XXj4C&quot;&gt;&lt;img src=&quot;https://raw.githubusercontent.com/shanraisshan/claude-code-best-practice/main/!/tags/polar.svg?sanitize=true&quot; alt=&quot;Polar&quot; width=&quot;40&quot; height=&quot;40&quot; align=&quot;center&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://buy.polar.sh/polar_cl_R6wjUESl8RiJD0iVaTyStBUV6WNuYvDmLJ0si1XXj4C&quot;&gt;&lt;strong&gt;Polar&lt;/strong&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;&lt;strong&gt;Want your brand in the header?&lt;/strong&gt; Header placements are available — email &lt;a href=&quot;mailto:shanraisshan@gmail.com&quot;&gt;shanraisshan@gmail.com&lt;/a&gt;.&lt;/p&gt;</description>
      
      <media:content url="https://repository-images.githubusercontent.com/1087192965/27debc8a-2f0c-46a1-8478-faed2863dc59" medium="image" />
      
    </item>
    
    <item>
      <title>horilla/horilla-hr</title>
      <link>https://github.com/horilla/horilla-hr</link>
      <description>&lt;p&gt;Horilla is a free and open source HR software.&lt;/p&gt;&lt;p&gt;&lt;img src=&quot;https://mshibanami.github.io/GitHubTrendingRSS/assets/icons/link.png&quot; width=&quot;20&quot; height=&quot;20&quot; alt=&quot;link&quot; style=&quot;margin: 0 8px 0 0; padding: 0; display: inline-block; vertical-align: middle;&quot; /&gt;&lt;a href=&quot;https://www.horilla.com/&quot;&gt;https://www.horilla.com/&lt;/a&gt;&lt;/p&gt;&lt;hr&gt;&lt;h1&gt;Horilla HRMS&lt;/h1&gt; 
&lt;p&gt;&lt;a href=&quot;https://www.gnu.org/licenses/lgpl-2.1&quot;&gt;&lt;img src=&quot;https://img.shields.io/badge/License-LGPL%20v2.1-blue.svg?sanitize=true&quot; alt=&quot;License: LGPL v2.1&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://www.python.org/downloads/&quot;&gt;&lt;img src=&quot;https://img.shields.io/badge/python-3.11+-blue.svg?sanitize=true&quot; alt=&quot;Python&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://www.djangoproject.com/&quot;&gt;&lt;img src=&quot;https://img.shields.io/badge/django-5.0+-green.svg?sanitize=true&quot; alt=&quot;Django&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://github.com/horilla/horilla-hr/stargazers&quot;&gt;&lt;img src=&quot;https://img.shields.io/github/stars/horilla/horilla-hr&quot; alt=&quot;Stars&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://github.com/horilla/horilla-hr/network/members&quot;&gt;&lt;img src=&quot;https://img.shields.io/github/forks/horilla/horilla-hr&quot; alt=&quot;Forks&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;div class=&quot;markdown-alert markdown-alert-important&quot;&gt;
 &lt;p class=&quot;markdown-alert-title&quot;&gt;
  &lt;svg class=&quot;octicon octicon-report mr-2&quot; viewbox=&quot;0 0 16 16&quot; version=&quot;1.1&quot; width=&quot;16&quot; height=&quot;16&quot; aria-hidden=&quot;true&quot;&gt;
   &lt;path d=&quot;M0 1.75C0 .784.784 0 1.75 0h12.5C15.216 0 16 .784 16 1.75v9.5A1.75 1.75 0 0 1 14.25 13H8.06l-2.573 2.573A1.458 1.458 0 0 1 3 14.543V13H1.75A1.75 1.75 0 0 1 0 11.25Zm1.75-.25a.25.25 0 0 0-.25.25v9.5c0 .138.112.25.25.25h2a.75.75 0 0 1 .75.75v2.19l2.72-2.72a.749.749 0 0 1 .53-.22h6.5a.25.25 0 0 0 .25-.25v-9.5a.25.25 0 0 0-.25-.25Zm7 2.25v2.5a.75.75 0 0 1-1.5 0v-2.5a.75.75 0 0 1 1.5 0ZM9 9a1 1 0 1 1-2 0 1 1 0 0 1 2 0Z&quot;&gt;&lt;/path&gt;
  &lt;/svg&gt;Important&lt;/p&gt;
 &lt;p&gt;&lt;strong&gt;&lt;code&gt;2.0&lt;/code&gt; is now this repository’s default branch.&lt;/strong&gt; Use it to run or deploy Horilla (a plain &lt;code&gt;git clone&lt;/code&gt; checks it out). To contribute code, branch from and open PRs against &lt;code&gt;dev/v2.0&lt;/code&gt; — GitHub still pre-selects &lt;code&gt;2.0&lt;/code&gt; as the PR base, so switch it manually. v1 (&lt;code&gt;1.0&lt;/code&gt;/&lt;code&gt;master&lt;/code&gt;) is deprioritized, with fixes considered case-by-case rather than on a guaranteed schedule. Full details → &lt;a href=&quot;https://github.com/horilla/horilla-hr/discussions/1127&quot;&gt;Discussion #1127&lt;/a&gt;.&lt;/p&gt; 
&lt;/div&gt; 
&lt;blockquote&gt; 
 &lt;p&gt;&lt;strong&gt;A comprehensive, free, and open-source Human Resource Management System (HRMS) designed to streamline HR operations and enhance organizational efficiency.&lt;/strong&gt;&lt;/p&gt; 
&lt;/blockquote&gt; 
&lt;h2&gt;🚀 Features&lt;/h2&gt; 
&lt;h3&gt;Core HR Modules&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;👥 &lt;strong&gt;Employee Management&lt;/strong&gt; - Centralized workforce data with LDAP integration&lt;/li&gt; 
 &lt;li&gt;🎯 &lt;strong&gt;Recruitment&lt;/strong&gt; - End-to-end hiring process from job posting to onboarding&lt;/li&gt; 
 &lt;li&gt;📋 &lt;strong&gt;Onboarding &amp;amp; Offboarding&lt;/strong&gt; - Structured workflows for employee lifecycle&lt;/li&gt; 
 &lt;li&gt;⏰ &lt;strong&gt;Attendance &amp;amp; Time Tracking&lt;/strong&gt; - Biometric integration and automated check-in/out&lt;/li&gt; 
 &lt;li&gt;🏖️ &lt;strong&gt;Leave Management&lt;/strong&gt; - Policy enforcement, approvals, and balance tracking&lt;/li&gt; 
 &lt;li&gt;💰 &lt;strong&gt;Payroll&lt;/strong&gt; - Automated salary processing, tax calculations, and compliance&lt;/li&gt; 
 &lt;li&gt;📊 &lt;strong&gt;Performance Management&lt;/strong&gt; - Goal setting, reviews, and continuous feedback&lt;/li&gt; 
 &lt;li&gt;🏢 &lt;strong&gt;Asset Management&lt;/strong&gt; - Track and manage company resources&lt;/li&gt; 
 &lt;li&gt;🎫 &lt;strong&gt;Helpdesk&lt;/strong&gt; - Centralized HR support and ticketing system&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;📋 Table of Contents&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/horilla/horilla-hr/2.0/#-which-branch-do-i-want&quot;&gt;Which Branch Do I Want?&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/horilla/horilla-hr/2.0/#-quick-start&quot;&gt;Quick Start&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/horilla/horilla-hr/2.0/#-installation&quot;&gt;Installation&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/horilla/horilla-hr/2.0/#-deployment&quot;&gt;Deployment&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/horilla/horilla-hr/2.0/#-contributing&quot;&gt;Contributing&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/horilla/horilla-hr/2.0/#-security&quot;&gt;Security&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/horilla/horilla-hr/2.0/#-support&quot;&gt;Support&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;a href=&quot;https://raw.githubusercontent.com/horilla/horilla-hr/2.0/#-license&quot;&gt;License&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;🌳 Which Branch Do I Want?&lt;/h2&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;&lt;code&gt;2.0&lt;/code&gt;&lt;/strong&gt; (default) — the latest stable v2 snapshot. This is what a plain &lt;code&gt;git clone&lt;/code&gt; gives you. Use it to run or deploy Horilla.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;&lt;code&gt;dev/v2.0&lt;/code&gt;&lt;/strong&gt; — the active integration branch. If you want to contribute code, branch from and open PRs against this, not &lt;code&gt;2.0&lt;/code&gt;.&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;&lt;code&gt;1.0&lt;/code&gt;/&lt;code&gt;master&lt;/code&gt;&lt;/strong&gt; — v1, now deprioritized (fixes considered case-by-case, no guaranteed schedule). Not deleted, but no longer where active development happens.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;See &lt;a href=&quot;https://github.com/horilla/horilla-hr/discussions/1127&quot;&gt;Discussion #1127&lt;/a&gt; for full background on this transition.&lt;/p&gt; 
&lt;h2&gt;⚡ Quick Start&lt;/h2&gt; 
&lt;h3&gt;Using the official Docker image (Recommended)&lt;/h3&gt; 
&lt;p&gt;Published for &lt;code&gt;linux/amd64&lt;/code&gt; and &lt;code&gt;linux/arm64&lt;/code&gt; as &lt;a href=&quot;https://hub.docker.com/r/horilla/horilla-hr&quot;&gt;&lt;code&gt;horilla/horilla-hr&lt;/code&gt;&lt;/a&gt;:&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;docker pull horilla/horilla-hr:2.1.5
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;Pin an exact version in production rather than &lt;code&gt;latest&lt;/code&gt;, so a deploy cannot pick up a new release unattended; see &lt;a href=&quot;https://hub.docker.com/r/horilla/horilla-hr/tags&quot;&gt;all tags&lt;/a&gt; for the current one. The &lt;a href=&quot;https://hub.docker.com/r/horilla/horilla-hr&quot;&gt;repository overview&lt;/a&gt; documents every environment variable, the volumes to back up, and a working Compose file.&lt;/p&gt; 
&lt;p&gt;First boot applies the full migration set before the web server binds, which takes a few minutes on an empty database.&lt;/p&gt; 
&lt;h3&gt;Building from source with Docker&lt;/h3&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;# Clone the repository (defaults to the stable 2.0 branch)
git clone https://github.com/horilla/horilla-hr.git
cd horilla-hr

# Start with Docker Compose
docker compose up -d

# Access the application
open http://localhost:8000
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;Full Docker guide, including production deployment: &lt;a href=&quot;https://raw.githubusercontent.com/horilla/horilla-hr/2.0/docker/README.md&quot;&gt;docker/README.md&lt;/a&gt;&lt;/p&gt; 
&lt;h3&gt;Manual Installation&lt;/h3&gt; 
&lt;p&gt;Requires &lt;strong&gt;Python 3.12, 3.13 or 3.14&lt;/strong&gt;, and pip 21.3 or newer. Python 3.15 is not usable yet: &lt;code&gt;spacy&lt;/code&gt; declares &lt;code&gt;Requires-Python &amp;lt;3.15&lt;/code&gt; and is imported at module scope, so the app cannot start on it.&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;# Clone and setup (defaults to the stable 2.0 branch)
git clone https://github.com/horilla/horilla-hr.git
cd horilla-hr

# Create virtual environment
python3 -m venv venv
source venv/bin/activate  # On Windows: venv\Scripts\activate

# Upgrade pip FIRST. A venv inherits the system pip, and an older one does not
# recognise current manylinux wheel tags -- it then tries to compile packages
# like cryptography and PyMuPDF from source, which needs a C toolchain most
# machines do not have. The Docker build already does this; do the same here.
python -m pip install --upgrade pip

# Install dependencies
pip install -r requirements.txt

# Setup environment
cp .env.dist .env
# Edit .env with your configuration

# Initialize database
python manage.py migrate
python manage.py compilemessages
python manage.py collectstatic

# Run development server
python manage.py runserver
&lt;/code&gt;&lt;/pre&gt; 
&lt;h2&gt;🛠 Installation&lt;/h2&gt; 
&lt;p&gt;For detailed installation instructions, configuration guides, and platform-specific setup instructions, please visit our comprehensive documentation:&lt;/p&gt; 
&lt;h3&gt;📖 &lt;a href=&quot;https://docs.horilla.com/technical/v2.0/&quot;&gt;Complete Installation Guide → docs.horilla.com/technical/v2.0/ &lt;/a&gt;&lt;/h3&gt; 
&lt;p&gt;Our documentation includes:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;Step-by-step installation&lt;/strong&gt; for all supported platforms&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Database configuration&lt;/strong&gt; guides&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Environment setup&lt;/strong&gt; instructions&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Production deployment&lt;/strong&gt; best practices&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Troubleshooting&lt;/strong&gt; common issues&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Advanced configuration&lt;/strong&gt; options&lt;/li&gt; 
&lt;/ul&gt; 
&lt;!-- Need help? Check out the [Installation FAQ](https://docs.horilla.com) or reach out to our [community support](#-support). --&gt; 
&lt;h2&gt;🚀 Deployment&lt;/h2&gt; 
&lt;p&gt;For production deployment guides including Nginx, Apache, and cloud platforms:&lt;/p&gt; 
&lt;h3&gt;📖 &lt;a href=&quot;https://docs.horilla.com/technical/v2.0/doc/deployment/nginx-gunicorn&quot;&gt;Deployment Guide → docs.horilla.com/technical/v2.0/doc/deployment/nginx-gunicorn&lt;/a&gt;&lt;/h3&gt; 
&lt;h2&gt;🤝 Contributing&lt;/h2&gt; 
&lt;p&gt;We welcome contributions! Please see our &lt;a href=&quot;https://raw.githubusercontent.com/horilla/horilla-hr/2.0/CONTRIBUTING.md&quot;&gt;Contributing Guide&lt;/a&gt; for details.&lt;/p&gt; 
&lt;h3&gt;Development Setup&lt;/h3&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;# Fork and clone your fork
git clone -b dev/v2.0 https://github.com/YOUR_USERNAME/horilla-hr.git
cd horilla-hr

# Add upstream remote
git remote add upstream https://github.com/horilla/horilla-hr.git

# Create feature branch
git checkout -b feature/your-feature-name

# Install development dependencies
pip install -r requirements.txt

# Submit pull request
&lt;/code&gt;&lt;/pre&gt; 
&lt;blockquote&gt; 
 &lt;p&gt;&lt;strong&gt;Note:&lt;/strong&gt; &lt;code&gt;2.0&lt;/code&gt; is the repo default, so GitHub pre-selects it as your PR base. Before submitting, change the base branch to &lt;code&gt;dev/v2.0&lt;/code&gt; — that&#39;s where active development and reviews happen, not &lt;code&gt;2.0&lt;/code&gt;.&lt;/p&gt; 
&lt;/blockquote&gt; 
&lt;h3&gt;Code Standards&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;Follow &lt;a href=&quot;https://pep8.org/&quot;&gt;PEP 8&lt;/a&gt; for Python code&lt;/li&gt; 
 &lt;li&gt;Use &lt;a href=&quot;https://black.readthedocs.io/&quot;&gt;Black&lt;/a&gt; for code formatting&lt;/li&gt; 
 &lt;li&gt;Write tests for new features&lt;/li&gt; 
 &lt;li&gt;Update documentation for user-facing changes&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;🔒 Security&lt;/h2&gt; 
&lt;h3&gt;Security Features&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;🔐 &lt;strong&gt;Authentication &amp;amp; Authorization&lt;/strong&gt; - Role-based access control&lt;/li&gt; 
 &lt;li&gt;🛡️ &lt;strong&gt;Data Protection&lt;/strong&gt; - Encrypted sensitive data storage&lt;/li&gt; 
 &lt;li&gt;🔍 &lt;strong&gt;Audit Trails&lt;/strong&gt; - Comprehensive activity logging&lt;/li&gt; 
 &lt;li&gt;🚫 &lt;strong&gt;Input Validation&lt;/strong&gt; - XSS and injection protection&lt;/li&gt; 
 &lt;li&gt;🔒 &lt;strong&gt;Session Security&lt;/strong&gt; - Secure session management&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Reporting Security Issues&lt;/h3&gt; 
&lt;p&gt;Please report security vulnerabilities via &lt;a href=&quot;https://github.com/horilla/horilla-hr/security/advisories/new&quot;&gt;GitHub Private Vulnerability Reporting&lt;/a&gt;, not email. Do not create public GitHub issues for security vulnerabilities. See &lt;a href=&quot;https://raw.githubusercontent.com/horilla/horilla-hr/2.0/SECURITY.md&quot;&gt;SECURITY.md&lt;/a&gt; for full details.&lt;/p&gt; 
&lt;h3&gt;Security Best Practices&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;Always use HTTPS in production&lt;/li&gt; 
 &lt;li&gt;Regularly update dependencies&lt;/li&gt; 
 &lt;li&gt;Use strong passwords and enable 2FA&lt;/li&gt; 
 &lt;li&gt;Monitor logs for suspicious activities&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;📞 Support&lt;/h2&gt; 
&lt;h3&gt;Community Support&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;📖 &lt;strong&gt;Documentation&lt;/strong&gt;: &lt;a href=&quot;https://docs.horilla.com&quot;&gt;docs.horilla.com&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;💬 &lt;strong&gt;GitHub Discussions&lt;/strong&gt;: &lt;a href=&quot;https://github.com/horilla/horilla-hr/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/horilla/horilla-hr/issues&quot;&gt;GitHub Issues&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;✨ &lt;strong&gt;Feature Requests&lt;/strong&gt;: &lt;a href=&quot;https://github.com/horilla/horilla-hr/issues&quot;&gt;GitHub Issues&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;Professional Support&lt;/h3&gt; 
&lt;p&gt;For enterprise support, custom development, and consulting services:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;📧 &lt;strong&gt;Email&lt;/strong&gt;: &lt;a href=&quot;mailto:support@horilla.com&quot;&gt;support@horilla.com&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;🌐 &lt;strong&gt;Website&lt;/strong&gt;: &lt;a href=&quot;https://www.horilla.com&quot;&gt;www.horilla.com&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h2&gt;📄 License&lt;/h2&gt; 
&lt;p&gt;This project is licensed under the &lt;a href=&quot;https://raw.githubusercontent.com/horilla/horilla-hr/2.0/LICENSE&quot;&gt;LGPL-2.1 License&lt;/a&gt; - see the LICENSE file for details.&lt;/p&gt; 
&lt;div align=&quot;center&quot;&gt; 
 &lt;p&gt;&lt;strong&gt;Made with ❤️ by the Horilla Team&lt;/strong&gt;&lt;/p&gt; 
 &lt;p&gt;&lt;a href=&quot;https://github.com/horilla/horilla-hr&quot;&gt;⭐ Star us on GitHub&lt;/a&gt; | &lt;a href=&quot;https://github.com/horilla/horilla-hr/issues&quot;&gt;🐛 Report Bug&lt;/a&gt; | &lt;a href=&quot;https://github.com/horilla/horilla-hr/issues&quot;&gt;💡 Request Feature&lt;/a&gt;&lt;/p&gt; 
&lt;/div&gt;</description>
      
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    <item>
      <title>davidarroyo1234/InstagramUnfollowers</title>
      <link>https://github.com/davidarroyo1234/InstagramUnfollowers</link>
      <description>&lt;p&gt;Check if people follows you back on Instagram.&lt;/p&gt;&lt;hr&gt;&lt;h1&gt;📱 Instagram Unfollowers&lt;/h1&gt; 
&lt;p&gt;&lt;a href=&quot;https://github.com/davidarroyo1234/InstagramUnfollowers&quot;&gt;&lt;img src=&quot;https://img.shields.io/maintenance/yes/2026&quot; alt=&quot;Maintenance&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://raw.githubusercontent.com/davidarroyo1234/InstagramUnfollowers/master/LICENSE&quot;&gt;&lt;img src=&quot;https://img.shields.io/badge/License-MIT-yellow.svg?sanitize=true&quot; alt=&quot;License: MIT&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;&lt;a href=&quot;https://raw.githubusercontent.com/davidarroyo1234/InstagramUnfollowers/master/#-english&quot;&gt;🇬🇧 English&lt;/a&gt; | &lt;a href=&quot;https://raw.githubusercontent.com/davidarroyo1234/InstagramUnfollowers/master/#-espa%C3%B1ol&quot;&gt;🇪🇸 Español&lt;/a&gt;&lt;/p&gt; 
&lt;hr /&gt; 
&lt;p&gt;&lt;a name=&quot;-english&quot;&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;h2&gt;🇬🇧 English&lt;/h2&gt; 
&lt;p&gt;A nifty tool that lets you see who doesn&#39;t follow you back on Instagram.&lt;br /&gt; &lt;u&gt;Browser-based and requires no downloads or installations!&lt;/u&gt;&lt;/p&gt; 
&lt;blockquote&gt; 
 &lt;p&gt;⚡ &lt;strong&gt;Live Streaming &amp;amp; Fast Cache:&lt;/strong&gt; Accounts now appear dynamically on screen in real time as batches are fetched from Instagram. In addition, completed scans are cached locally so you can reload your audit instantly (0ms) without making unnecessary API calls!&lt;/p&gt; 
&lt;/blockquote&gt; 
&lt;h3&gt;🖥️ Desktop Usage&lt;/h3&gt; 
&lt;ol&gt; 
 &lt;li&gt;Copy the code from: &lt;a href=&quot;https://davidarroyo1234.github.io/InstagramUnfollowers/&quot;&gt;InstagramUnfollowers Tool&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;Press the COPY button to copy the code: &lt;br /&gt;&lt;img src=&quot;https://raw.githubusercontent.com/davidarroyo1234/InstagramUnfollowers/master/assets/copy_code.png&quot; alt=&quot;Copy code button&quot; /&gt;&lt;/li&gt; 
 &lt;li&gt;Go to the Instagram website and log in to your account.&lt;/li&gt; 
 &lt;li&gt;Open the developer console: 
  &lt;ul&gt; 
   &lt;li&gt;Windows / Linux: &lt;code&gt;Ctrl + Shift + J&lt;/code&gt;&lt;/li&gt; 
   &lt;li&gt;Mac OS: &lt;code&gt;⌘ + ⌥ + I&lt;/code&gt;&lt;/li&gt; 
  &lt;/ul&gt; &lt;/li&gt; 
 &lt;li&gt;Paste the code into the console and press &lt;code&gt;Enter&lt;/code&gt;. You&#39;ll see this interface: &lt;br /&gt;&lt;img src=&quot;https://raw.githubusercontent.com/davidarroyo1234/InstagramUnfollowers/master/assets/initial.png&quot; alt=&quot;Initial screen&quot; /&gt;&lt;/li&gt; 
 &lt;li&gt;Click &lt;strong&gt;&quot;Run Scan&quot;&lt;/strong&gt; to start scanning (or &lt;strong&gt;&quot;⚡ Load previous scan&quot;&lt;/strong&gt; to open your saved results instantly).&lt;/li&gt; 
 &lt;li&gt;As scanning runs, accounts appear live on screen, and follow-back status updates automatically: &lt;br /&gt;&lt;img src=&quot;https://raw.githubusercontent.com/davidarroyo1234/InstagramUnfollowers/master/assets/results.png&quot; alt=&quot;Results screen&quot; /&gt;&lt;/li&gt; 
 &lt;li&gt;🤍 &lt;strong&gt;Whitelist users&lt;/strong&gt; by clicking their profile image.&lt;/li&gt; 
 &lt;li&gt;🌐 &lt;strong&gt;Switch language&lt;/strong&gt; anytime between English and Spanish using the &lt;code&gt;🌐 EN / ES&lt;/code&gt; button in the top bar.&lt;/li&gt; 
 &lt;li&gt;💾 &lt;strong&gt;Manage your whitelist&lt;/strong&gt; via Settings: 
  &lt;ul&gt; 
   &lt;li&gt;Export: Save your whitelist as a JSON backup file&lt;/li&gt; 
   &lt;li&gt;Import: Restore or merge whitelisted users from a file&lt;/li&gt; 
   &lt;li&gt;Paste: Bulk-paste usernames directly into your protected whitelist&lt;/li&gt; 
   &lt;li&gt;Clear: Remove all users from whitelist &lt;br /&gt;&lt;img src=&quot;https://raw.githubusercontent.com/davidarroyo1234/InstagramUnfollowers/master/assets/settings_whitelist.png&quot; alt=&quot;Settings screen&quot; /&gt;&lt;/li&gt; 
  &lt;/ul&gt; &lt;/li&gt; 
 &lt;li&gt;✅ &lt;strong&gt;Select users&lt;/strong&gt; to unfollow using the checkboxes.&lt;/li&gt; 
 &lt;li&gt;⚙️ &lt;strong&gt;Customize script timings and language&lt;/strong&gt; via the &quot;Settings&quot; button: &lt;br /&gt;&lt;img src=&quot;https://raw.githubusercontent.com/davidarroyo1234/InstagramUnfollowers/master/assets/settings.png&quot; alt=&quot;Settings screen&quot; /&gt;&lt;/li&gt; 
&lt;/ol&gt; 
&lt;h3&gt;📱 Mobile Usage&lt;/h3&gt; 
&lt;p&gt;For Android users who want to use it on mobile:&lt;/p&gt; 
&lt;ol&gt; 
 &lt;li&gt;Download the latest version of &lt;a href=&quot;https://github.com/liriliri/eruda-android/releases/&quot;&gt;Eruda Android Browser&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;Open Instagram web through the Eruda browser&lt;/li&gt; 
 &lt;li&gt;Follow the same steps as desktop (the console will be automatically available when clicking the Eruda icon)&lt;/li&gt; 
&lt;/ol&gt; 
&lt;h3&gt;✨ Features&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;🔍 &lt;strong&gt;Scan &amp;amp; Detect&lt;/strong&gt;: Accurately identifies users who don&#39;t follow you back.&lt;/li&gt; 
 &lt;li&gt;⚡ &lt;strong&gt;Live Progressive Streaming&lt;/strong&gt;: Accounts stream dynamically onto your screen as each batch arrives, eliminating blank waiting screens on large accounts.&lt;/li&gt; 
 &lt;li&gt;⚡ &lt;strong&gt;Instant Local Cache (0ms load)&lt;/strong&gt;: Re-open and review previously completed audits instantly without re-scraping from scratch.&lt;/li&gt; 
 &lt;li&gt;🌐 &lt;strong&gt;Bilingual (EN / ES)&lt;/strong&gt;: Native English and Spanish support with instant switching.&lt;/li&gt; 
 &lt;li&gt;🛡️ &lt;strong&gt;Anti-Ban &amp;amp; Session Protection&lt;/strong&gt;: Uses full Instagram Web headers (&lt;code&gt;X-ASBD-ID&lt;/code&gt;, &lt;code&gt;X-CSRFToken&lt;/code&gt;, &lt;code&gt;XMLHttpRequest&lt;/code&gt;) to prevent forced logouts and suspicious activity flags.&lt;/li&gt; 
 &lt;li&gt;🛡️ &lt;strong&gt;Action-Block Guard&lt;/strong&gt;: Double-checks unfollow API responses to prevent ghost unfollows; halts the queue automatically if Instagram returns &lt;code&gt;feedback_required&lt;/code&gt; to protect your account.&lt;/li&gt; 
 &lt;li&gt;⏳ &lt;strong&gt;Smart Rate-Limit &amp;amp; Soft-Block Backoff&lt;/strong&gt;: Automatically pauses and retries if Instagram returns HTTP 429 or HTTP 400 (&lt;code&gt;feedback_required&lt;/code&gt;) with exponential cooldowns instead of failing.&lt;/li&gt; 
 &lt;li&gt;⚠️ &lt;strong&gt;Wrong-Detect Guard&lt;/strong&gt;: Expanded page limits supporting accounts with tens of thousands of followers, with safe lock preventing accidental unfollows if a scan is interrupted.&lt;/li&gt; 
 &lt;li&gt;🤍 &lt;strong&gt;Persistent &amp;amp; Bulk Whitelist&lt;/strong&gt;: Protect specific accounts with local persistence, JSON export/import, and direct username list pasting.&lt;/li&gt; 
 &lt;li&gt;⚙️ &lt;strong&gt;Customizable Timings&lt;/strong&gt;: Control request pacing to match your account safety preferences.&lt;/li&gt; 
 &lt;li&gt;🎨 &lt;strong&gt;Apple-inspired UI&lt;/strong&gt;: Clean, responsive, and minimalist interface.&lt;/li&gt; 
 &lt;li&gt;🔒 &lt;strong&gt;100% Client-Side Privacy&lt;/strong&gt;: All data is processed locally in your browser. No credentials or data are sent to external servers.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;🛠️ Development&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;Node version: Node 16+ / Node 18+ / Node 20+&lt;/li&gt; 
 &lt;li&gt;Install dependencies: &lt;code&gt;npm install&lt;/code&gt;&lt;/li&gt; 
 &lt;li&gt;Build: &lt;code&gt;npm run build&lt;/code&gt;&lt;/li&gt; 
 &lt;li&gt;Dev server with live reload: &lt;code&gt;npm run build-dev&lt;/code&gt;&lt;/li&gt; 
 &lt;li&gt;Do not edit &lt;code&gt;public/index.html&lt;/code&gt; manually: it is regenerated automatically by GitHub Actions, and PRs that modify it are rejected.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;p&gt;&lt;a name=&quot;-español&quot;&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;h2&gt;🇪🇸 Español&lt;/h2&gt; 
&lt;p&gt;Una herramienta práctica y ligera que te permite ver quién no te sigue de vuelta en Instagram.&lt;br /&gt; &lt;u&gt;¡Funciona directamente en tu navegador y no requiere descargas ni instalaciones externas!&lt;/u&gt;&lt;/p&gt; 
&lt;blockquote&gt; 
 &lt;p&gt;⚡ &lt;strong&gt;Transmisión en vivo y caché rápido:&lt;/strong&gt; Ahora las cuentas aparecen dinámicamente en pantalla en tiempo real a medida que se descargan los lotes de Instagram. Además, los escaneos completados se guardan localmente para recargar tu lista al instante (0ms) sin hacer peticiones innecesarias.&lt;/p&gt; 
&lt;/blockquote&gt; 
&lt;h3&gt;🖥️ Uso en Computadora (Escritorio)&lt;/h3&gt; 
&lt;ol&gt; 
 &lt;li&gt;Copia el código desde la página oficial: &lt;a href=&quot;https://davidarroyo1234.github.io/InstagramUnfollowers/&quot;&gt;Herramienta InstagramUnfollowers&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;Presiona el botón &lt;strong&gt;COPY&lt;/strong&gt; para copiar el script. &lt;br /&gt;&lt;img src=&quot;https://raw.githubusercontent.com/davidarroyo1234/InstagramUnfollowers/master/assets/copy_code.png&quot; alt=&quot;Botón copiar código&quot; /&gt;&lt;/li&gt; 
 &lt;li&gt;Entra a Instagram en tu navegador e inicia sesión en tu cuenta.&lt;/li&gt; 
 &lt;li&gt;Abre la consola de desarrollador: 
  &lt;ul&gt; 
   &lt;li&gt;Windows / Linux: &lt;code&gt;Ctrl + Shift + J&lt;/code&gt;&lt;/li&gt; 
   &lt;li&gt;Mac OS: &lt;code&gt;⌘ + ⌥ + I&lt;/code&gt;&lt;/li&gt; 
  &lt;/ul&gt; &lt;/li&gt; 
 &lt;li&gt;Pega el código en la consola y presiona &lt;code&gt;Enter&lt;/code&gt;. Verás la interfaz: &lt;br /&gt;&lt;img src=&quot;https://raw.githubusercontent.com/davidarroyo1234/InstagramUnfollowers/master/assets/initial.png&quot; alt=&quot;Pantalla inicial&quot; /&gt;&lt;/li&gt; 
 &lt;li&gt;Haz clic en &lt;strong&gt;&quot;Iniciar Escaneo&quot;&lt;/strong&gt; para comenzar (o &lt;strong&gt;&quot;⚡ Cargar escaneo anterior&quot;&lt;/strong&gt; para ver tus resultados guardados al instante).&lt;/li&gt; 
 &lt;li&gt;Durante el escaneo, las cuentas se muestran en vivo y el estado de seguimiento se actualiza en tiempo real: &lt;br /&gt;&lt;img src=&quot;https://raw.githubusercontent.com/davidarroyo1234/InstagramUnfollowers/master/assets/results.png&quot; alt=&quot;Pantalla de resultados&quot; /&gt;&lt;/li&gt; 
 &lt;li&gt;🤍 &lt;strong&gt;Agrega cuentas a la lista blanca&lt;/strong&gt; haciendo clic sobre su foto de perfil para protegerlas.&lt;/li&gt; 
 &lt;li&gt;🌐 &lt;strong&gt;Cambia el idioma&lt;/strong&gt; entre Español e Inglés en cualquier momento con el botón &lt;code&gt;🌐 ES / EN&lt;/code&gt; en la barra superior.&lt;/li&gt; 
 &lt;li&gt;💾 &lt;strong&gt;Administra tu lista blanca&lt;/strong&gt; desde Ajustes: 
  &lt;ul&gt; 
   &lt;li&gt;Exportar: Guarda tu lista blanca como respaldo en un archivo JSON.&lt;/li&gt; 
   &lt;li&gt;Importar: Restaura o combina cuentas desde un archivo de respaldo.&lt;/li&gt; 
   &lt;li&gt;Pegar: Pega listas de nombres de usuario para protegerlos directamente.&lt;/li&gt; 
   &lt;li&gt;Borrar: Limpia la lista blanca cuando lo desees. &lt;br /&gt;&lt;img src=&quot;https://raw.githubusercontent.com/davidarroyo1234/InstagramUnfollowers/master/assets/settings_whitelist.png&quot; alt=&quot;Pantalla de ajustes de lista blanca&quot; /&gt;&lt;/li&gt; 
  &lt;/ul&gt; &lt;/li&gt; 
 &lt;li&gt;✅ &lt;strong&gt;Selecciona los usuarios&lt;/strong&gt; que deseas dejar de seguir usando las casillas de verificación.&lt;/li&gt; 
 &lt;li&gt;⚙️ &lt;strong&gt;Personaliza los tiempos de espera y el idioma&lt;/strong&gt; desde el botón de &quot;Ajustes&quot;: &lt;br /&gt;&lt;img src=&quot;https://raw.githubusercontent.com/davidarroyo1234/InstagramUnfollowers/master/assets/settings.png&quot; alt=&quot;Pantalla de configuración&quot; /&gt;&lt;/li&gt; 
&lt;/ol&gt; 
&lt;h3&gt;📱 Uso en Móvil (Android)&lt;/h3&gt; 
&lt;p&gt;Para usuarios de Android que quieran utilizarlo desde el móvil:&lt;/p&gt; 
&lt;ol&gt; 
 &lt;li&gt;Descarga la última versión de &lt;a href=&quot;https://github.com/liriliri/eruda-android/releases/&quot;&gt;Eruda Android Browser&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;Abre la versión web de Instagram a través del navegador Eruda.&lt;/li&gt; 
 &lt;li&gt;Sigue los mismos pasos que en la computadora (la consola estará disponible al tocar el ícono de Eruda).&lt;/li&gt; 
&lt;/ol&gt; 
&lt;h3&gt;✨ Características Principales&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;🔍 &lt;strong&gt;Detección precisa&lt;/strong&gt;: Encuentra rápidamente a quienes sigues pero no te siguen de vuelta.&lt;/li&gt; 
 &lt;li&gt;⚡ &lt;strong&gt;Carga progresiva en vivo&lt;/strong&gt;: Las cuentas aparecen en pantalla en tiempo real mientras se descargan, evitando pantallas en blanco en cuentas con muchos seguidos.&lt;/li&gt; 
 &lt;li&gt;⚡ &lt;strong&gt;Caché local instantáneo (0ms)&lt;/strong&gt;: Carga escaneos anteriores con un solo clic desde la pantalla inicial sin hacer peticiones innecesarias.&lt;/li&gt; 
 &lt;li&gt;🌐 &lt;strong&gt;Soporte Bilingüe (Español / Inglés)&lt;/strong&gt;: Interfaz completamente en español e inglés con cambio instantáneo.&lt;/li&gt; 
 &lt;li&gt;🛡️ &lt;strong&gt;Protección antibloqueo y anti-cierre de sesión&lt;/strong&gt;: Envía cabeceras completas de Instagram Web (&lt;code&gt;X-ASBD-ID&lt;/code&gt;, &lt;code&gt;X-CSRFToken&lt;/code&gt;, &lt;code&gt;XMLHttpRequest&lt;/code&gt;) para evitar alertas de actividad sospechosa y cierres de sesión forzados.&lt;/li&gt; 
 &lt;li&gt;🛡️ &lt;strong&gt;Protección contra bloqueos de acción (Action Block)&lt;/strong&gt;: Verifica la respuesta real de la API de Instagram al dejar de seguir evitando falsos éxitos (&quot;ghost unfollows&quot;); detiene la cola automáticamente ante &lt;code&gt;feedback_required&lt;/code&gt; para proteger tu cuenta de suspensiones.&lt;/li&gt; 
 &lt;li&gt;⏳ &lt;strong&gt;Manejo inteligente de Rate Limit y bloqueos suaves&lt;/strong&gt;: Pausa y reintenta automáticamente con pausas exponenciales ante respuestas HTTP 429 o HTTP 400 (&lt;code&gt;feedback_required&lt;/code&gt;) evitando que el escaneo falle.&lt;/li&gt; 
 &lt;li&gt;⚠️ &lt;strong&gt;Protección contra falsos no-seguidores&lt;/strong&gt;: Límites de páginas ampliados para cuentas con decenas de miles de seguidores, y bloqueo de seguridad del unfollow si el escaneo se interrumpió.&lt;/li&gt; 
 &lt;li&gt;🤍 &lt;strong&gt;Lista blanca persistente y masiva&lt;/strong&gt;: Protege a tus amigos y familiares con guardado local, exportación/importación en JSON y opción de pegar nombres de usuario directamente.&lt;/li&gt; 
 &lt;li&gt;⚙️ &lt;strong&gt;Tiempos configurables&lt;/strong&gt;: Ajusta los intervalos entre peticiones para mayor seguridad.&lt;/li&gt; 
 &lt;li&gt;🎨 &lt;strong&gt;Diseño limpio y moderno&lt;/strong&gt;: Interfaz minimalista y responsiva inspirada en el diseño de Apple.&lt;/li&gt; 
 &lt;li&gt;🔒 &lt;strong&gt;Privacidad total&lt;/strong&gt;: Todo se ejecuta localmente en tu navegador. Tus datos y contraseñas nunca salen de tu sesión ni van a servidores externos.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;h3&gt;🛠️ Desarrollo&lt;/h3&gt; 
&lt;ul&gt; 
 &lt;li&gt;Versión de Node: Node 16+ / Node 18+ / Node 20+&lt;/li&gt; 
 &lt;li&gt;Instalar dependencias: &lt;code&gt;npm install&lt;/code&gt;&lt;/li&gt; 
 &lt;li&gt;Compilar: &lt;code&gt;npm run build&lt;/code&gt;&lt;/li&gt; 
 &lt;li&gt;Servidor de desarrollo con recarga automática: &lt;code&gt;npm run build-dev&lt;/code&gt;&lt;/li&gt; 
 &lt;li&gt;No edites &lt;code&gt;public/index.html&lt;/code&gt; a mano: se regenera automáticamente con GitHub Actions, y los PRs que lo modifican son rechazados.&lt;/li&gt; 
&lt;/ul&gt; 
&lt;hr /&gt; 
&lt;h2&gt;⚖️ Legal &amp;amp; License&lt;/h2&gt; 
&lt;p&gt;&lt;strong&gt;Disclaimer:&lt;/strong&gt; This tool is not affiliated, associated, authorized, endorsed by, or officially connected with Instagram.&lt;br /&gt; &lt;strong&gt;Aviso:&lt;/strong&gt; Esta herramienta no está afiliada, asociada ni respaldada oficialmente por Instagram.&lt;/p&gt; 
&lt;p&gt;⚠️ &lt;strong&gt;Use at your own risk! / ¡Úsalo bajo tu propio riesgo!&lt;/strong&gt;&lt;/p&gt; 
&lt;p&gt;📜 Licensed under the &lt;a href=&quot;https://raw.githubusercontent.com/davidarroyo1234/InstagramUnfollowers/master/LICENSE&quot;&gt;MIT License&lt;/a&gt;&lt;/p&gt;</description>
      
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    <item>
      <title>home-assistant/home-assistant.io</title>
      <link>https://github.com/home-assistant/home-assistant.io</link>
      <description>&lt;p&gt;📘 Home Assistant User documentation&lt;/p&gt;&lt;p&gt;&lt;img src=&quot;https://mshibanami.github.io/GitHubTrendingRSS/assets/icons/link.png&quot; width=&quot;20&quot; height=&quot;20&quot; alt=&quot;link&quot; style=&quot;margin: 0 8px 0 0; padding: 0; display: inline-block; vertical-align: middle;&quot; /&gt;&lt;a href=&quot;https://www.home-assistant.io&quot;&gt;https://www.home-assistant.io&lt;/a&gt;&lt;/p&gt;&lt;hr&gt;&lt;p&gt;&lt;a href=&quot;https://www.home-assistant.io/join-chat/&quot;&gt;&lt;img src=&quot;https://img.shields.io/discord/330944238910963714.svg?sanitize=true&quot; alt=&quot;Discord&quot; /&gt;&lt;/a&gt; &lt;a href=&quot;https://creativecommons.org/licenses/by-nc-sa/4.0/&quot;&gt;&lt;img src=&quot;https://img.shields.io/badge/License-CC%20BY--NC--SA%204.0-lightgrey.svg?sanitize=true&quot; alt=&quot;License: CC BY-NC-SA 4.0&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;p&gt;&lt;a href=&quot;https://www.netlify.com&quot;&gt;&lt;img src=&quot;https://www.netlify.com/img/global/badges/netlify-color-bg.svg?sanitize=true&quot; alt=&quot;Deploys by netlify&quot; /&gt;&lt;/a&gt;&lt;/p&gt; 
&lt;h1&gt;Home Assistant website&lt;/h1&gt; 
&lt;p&gt;This is the source for the &lt;a href=&quot;https://home-assistant.io&quot;&gt;Home-Assistant.io website&lt;/a&gt;.&lt;/p&gt; 
&lt;h2&gt;Access&lt;/h2&gt; 
&lt;p&gt;You can access the site at the following URLs, depending on the target branch:&lt;/p&gt; 
&lt;ul&gt; 
 &lt;li&gt;&lt;strong&gt;Production&lt;/strong&gt; (&lt;code&gt;current&lt;/code&gt; branch): &lt;a href=&quot;https://www.home-assistant.io&quot;&gt;https://www.home-assistant.io&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Beta&lt;/strong&gt; (&lt;code&gt;rc&lt;/code&gt; branch): &lt;a href=&quot;https://rc.home-assistant.io&quot;&gt;https://rc.home-assistant.io&lt;/a&gt;&lt;/li&gt; 
 &lt;li&gt;&lt;strong&gt;Development&lt;/strong&gt; (&lt;code&gt;next&lt;/code&gt; branch): &lt;a href=&quot;https://next.home-assistant.io&quot;&gt;https://next.home-assistant.io&lt;/a&gt;&lt;/li&gt; 
&lt;/ul&gt; 
&lt;p&gt;Additionally, Netlify provides a preview deployment for every pull request, linked in the first PR comment.&lt;/p&gt; 
&lt;h2&gt;Setup&lt;/h2&gt; 
&lt;p&gt;Setting up to contribute to documentation and the process for submitting pull requests is explained in the &lt;a href=&quot;https://developers.home-assistant.io/docs/documenting/&quot;&gt;developer documentation&lt;/a&gt;.&lt;/p&gt; 
&lt;h2&gt;Site preview&lt;/h2&gt; 
&lt;p&gt;In order to make the preview available on &lt;code&gt;http://127.0.0.1:4000&lt;/code&gt;, use the following &lt;a href=&quot;https://bundler.io/&quot;&gt;bundler&lt;/a&gt; command:&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;bundle exec rake preview
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;If the preview is not running on your local machine, pass the IP of the target machine from where it should be served as a parameter, i.e. to access on &lt;code&gt;http://192.168.0.123:4000&lt;/code&gt;:&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;bundle exec rake preview[192.168.0.123]
&lt;/code&gt;&lt;/pre&gt; 
&lt;h2&gt;Speeding up site generation&lt;/h2&gt; 
&lt;p&gt;Every release we post long changelogs to the website. This slows down generation of the website significantly! We include some tools to temporarily exclude the blog posts that you&#39;re not working on out of the way.&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;bundle exec rake isolate[filename-of-blogpost]
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;When you&#39;re done working on the site, run the following command to move the posts back again:&lt;/p&gt; 
&lt;pre&gt;&lt;code class=&quot;language-bash&quot;&gt;bundle exec rake integrate
&lt;/code&gt;&lt;/pre&gt; 
&lt;p&gt;&lt;a href=&quot;https://www.openhomefoundation.org/&quot;&gt;&lt;img src=&quot;https://www.openhomefoundation.org/badges/home-assistant.png&quot; alt=&quot;Home Assistant - A project from the Open Home Foundation&quot; /&gt;&lt;/a&gt;&lt;/p&gt;</description>
      
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