From ac5487726652a6ad70d7cd173ea66a707a72b636 Mon Sep 17 00:00:00 2001 From: xxl007 Date: Tue, 23 Dec 2025 11:56:32 +0000 Subject: [PATCH] Refactor README: remove emojis from list items for cleaner look --- README.md | 166 +++++++++++++++++++++++++++--------------------------- 1 file changed, 83 insertions(+), 83 deletions(-) diff --git a/README.md b/README.md index 3422b13..42dec72 100644 --- a/README.md +++ b/README.md @@ -40,14 +40,14 @@ This architecture delivers: ## 📚 What's Inside? -- [🎁 Ready-to-Use Skills](#-ready-to-use-skills) - Start building with production-ready skill libraries -- [🛠️ Tools & Platforms](#️-tools--platforms) - Leverage platforms with native Agent Skills support -- [📖 Learn & Explore](#-learn--explore) - Master the concepts through deep-dive articles -- [🎬 Videos & Tutorials](#-videos--tutorials) - Watch experts build real-world agent systems -- [🔬 Research Papers](#-research-papers) - Understand the science behind agent capabilities -- [❓ Frequently Asked Questions](#-frequently-asked-questions) - Get answers to common questions -- [💬 Join the Community](#-join-the-community) - Connect with pioneers shaping the ecosystem -- [🤝 Contributing](#-contributing) - Help shape the future of agent development +- [Ready-to-Use Skills](#-ready-to-use-skills) - Start building with production-ready skill libraries +- [Tools & Platforms](#️-tools--platforms) - Leverage platforms with native Agent Skills support +- [Learn & Explore](#-learn--explore) - Master the concepts through deep-dive articles +- [Videos & Tutorials](#-videos--tutorials) - Watch experts build real-world agent systems +- [Research Papers](#-research-papers) - Understand the science behind agent capabilities +- [Frequently Asked Questions](#-frequently-asked-questions) - Get answers to common questions +- [Join the Community](#-join-the-community) - Connect with pioneers shaping the ecosystem +- [Contributing](#-contributing) - Help shape the future of agent development ## 🎁 Ready-to-Use Skills @@ -60,20 +60,20 @@ This architecture delivers: #### 🔥 Top Picks -- 🏢 Official collection from Anthropic (document editing, data analysis, etc.) -- ⭐ 50+ verified skills for Claude Code and Claude.ai -- 🎯 Skills for specialized capabilities +- Official collection from Anthropic (document editing, data analysis, etc.) +- 50+ verified skills for Claude Code and Claude.ai +- Skills for specialized capabilities #### 📂 More Collections -- 🤝 Multi-agent collaboration skills -- 🐍 Pydantic AI integration -- 🔮 Skills for DSPy framework -- 📊 Document editing, data analysis, and project management -- 🗂️ Curated Claude Agent Skills collection -- 🎬 Freeact agent library skills -- ✨ Productivity-focused skills -- 🎨 Voice AI, image generation, and web development +- Multi-agent collaboration skills +- Pydantic AI integration +- Skills for DSPy framework +- Document editing, data analysis, and project management +- Curated Claude Agent Skills collection +- Freeact agent library skills +- Productivity-focused skills +- Voice AI, image generation, and web development ### 🎯 Individual Skills by Category @@ -112,28 +112,28 @@ This architecture delivers: **The ecosystem is here.** Industry-leading platforms have already integrated Agent Skills - your next agent build starts with choosing the right foundation. ### 🎨 IDEs & Code Editors -- [Cursor](https://cursor.com/) - ⚡ AI-powered code editor with native skills integration ([docs](https://cursor.com/docs/context/skills)) -- [Claude Code](https://claude.ai/code) - 🤖 Anthropic's coding tool with first-class skills support -- [OpenAI Codex](https://developers.openai.com/codex/skills/) - 💻 OpenAI's CLI agent with Agent Skills support -- [OpenCode](https://opencode.ai/) - 🎯 AI development tool with built-in Agent Skills support -- [Amp](https://ampcode.com/) - 🚀 Next-gen AI coding assistant +- [Cursor](https://cursor.com/) - AI-powered code editor with native skills integration ([docs](https://cursor.com/docs/context/skills)) +- [Claude Code](https://claude.ai/code) - Anthropic's coding tool with first-class skills support +- [OpenAI Codex](https://developers.openai.com/codex/skills/) - OpenAI's CLI agent with Agent Skills support +- [OpenCode](https://opencode.ai/) - AI development tool with built-in Agent Skills support +- [Amp](https://ampcode.com/) - Next-gen AI coding assistant ### 🤖 AI Agent Platforms -- [GitHub Copilot](https://github.com/features/copilot) - 💙 GitHub's AI coding assistant with Agent Skills support ([docs](https://docs.github.com/copilot/concepts/agents/about-agent-skills), [announcement](https://github.blog/changelog/2025-12-18-github-copilot-now-supports-agent-skills/)) -- [VS Code](https://code.visualstudio.com/) - 💻 Microsoft's editor with Agent Skills in Insiders build -- [Goose](https://block.github.io/goose/) - 🦆 Open source AI agent framework -- [Letta](https://www.letta.com/) - 🧠 Build stateful LLM agents with memory +- [GitHub Copilot](https://github.com/features/copilot) - GitHub's AI coding assistant with Agent Skills support ([docs](https://docs.github.com/copilot/concepts/agents/about-agent-skills), [announcement](https://github.blog/changelog/2025-12-18-github-copilot-now-supports-agent-skills/)) +- [VS Code](https://code.visualstudio.com/) - Microsoft's editor with Agent Skills in Insiders build +- [Goose](https://block.github.io/goose/) - Open source AI agent framework +- [Letta](https://www.letta.com/) - Build stateful LLM agents with memory ### 🔧 Developer Tools & Libraries -- [LangChain Deep Agents](https://github.com/langchain-ai/deepagents) - 🔗 Open source agent harness with skills support ([blog](https://blog.langchain.com/using-skills-with-deep-agents/)) -- [IntentKit](https://github.com/crestalnetwork/intentkit) - 🎭 Framework for intent-driven AI agents -- [vibe-tools](https://github.com/eastlondoner/vibe-tools) - 👥 Give your agent an AI team with advanced skills -- [openskills](https://github.com/numman-ali/openskills) - 📦 Universal skills loader for any AI agent -- [Agentica](https://github.com/wrtnlabs/agentica) - 📘 TypeScript AI function calling framework -- [AIPexStudio/AIPex](https://github.com/AIPexStudio/AIPex) - 🌐 Privacy-first AI browser automation with Agent Skills -- [breaking-brake/cc-wf-studio](https://github.com/breaking-brake/cc-wf-studio) - 🎬 ClaudeCode Workflow Studio VSCode extension with slash commands -- [agentigy/skillcheck](https://github.com/agentigy/skillcheck) - 🔒 Security scanner for SKILL.md files - detect vulnerabilities before production +- [LangChain Deep Agents](https://github.com/langchain-ai/deepagents) - Open source agent harness with skills support ([blog](https://blog.langchain.com/using-skills-with-deep-agents/)) +- [IntentKit](https://github.com/crestalnetwork/intentkit) - Framework for intent-driven AI agents +- [vibe-tools](https://github.com/eastlondoner/vibe-tools) - Give your agent an AI team with advanced skills +- [openskills](https://github.com/numman-ali/openskills) - Universal skills loader for any AI agent +- [Agentica](https://github.com/wrtnlabs/agentica) - TypeScript AI function calling framework +- [AIPexStudio/AIPex](https://github.com/AIPexStudio/AIPex) - Privacy-first AI browser automation with Agent Skills +- [breaking-brake/cc-wf-studio](https://github.com/breaking-brake/cc-wf-studio) - ClaudeCode Workflow Studio VSCode extension with slash commands +- [agentigy/skillcheck](https://github.com/agentigy/skillcheck) - Security scanner for SKILL.md files - detect vulnerabilities before production ## 📖 Learn & Explore @@ -141,33 +141,33 @@ This architecture delivers: ### 🎓 Getting Started -- [What are skills?](https://support.claude.com/en/articles/12512176-what-are-skills) - 📝 Perfect introduction for beginners -- [Using skills in Claude](https://support.claude.com/en/articles/12512180-using-skills-in-claude) - 🚀 Quick start guide +- [What are skills?](https://support.claude.com/en/articles/12512176-what-are-skills) - Perfect introduction for beginners +- [Using skills in Claude](https://support.claude.com/en/articles/12512180-using-skills-in-claude) - Quick start guide ### 🏗️ Building Skills -- [How to create custom skills](https://support.claude.com/en/articles/12512198-creating-custom-skills) - ✍️ Step-by-step authoring guide -- [Skills API Quickstart](https://docs.claude.com/en/api/skills-guide#creating-a-skill) - 💻 Technical documentation -- [A2A Protocol: Agent Skills Tutorial](https://a2a-protocol.org/latest/tutorials/python/3-agent-skills-and-card/) - 🤝 How skills work in the Agent-to-Agent protocol +- [How to create custom skills](https://support.claude.com/en/articles/12512198-creating-custom-skills) - Step-by-step authoring guide +- [Skills API Quickstart](https://docs.claude.com/en/api/skills-guide#creating-a-skill) - Technical documentation +- [A2A Protocol: Agent Skills Tutorial](https://a2a-protocol.org/latest/tutorials/python/3-agent-skills-and-card/) - How skills work in the Agent-to-Agent protocol ### 📰 Featured Articles -- [Equipping agents for the real world with Agent Skills](https://anthropic.com/engineering/equipping-agents-for-the-real-world-with-agent-skills) - 🎯 The original announcement from Anthropic Engineering -- [How I Built Agent Skills for Claude Code](https://dev.to/nunc/how-i-built-agent-skills-for-claude-code-oj4) - 🛠️ 8-minute tutorial on building custom Agent Skills from scratch -- [Claude Skills vs MCP: Complete Guide](https://dev.to/jimquote/claude-skills-vs-mcp-complete-guide-to-token-efficient-ai-agent-architecture-4mkf) - ⚖️ Comparison of Skills and Model Context Protocol architectures -- [GitHub Copilot Agent Skills: Teaching AI Your Repository Patterns](https://dev.to/qa-leaders/github-copilot-agent-skills-teaching-ai-your-repository-patterns-1oa8) - 🔍 Using Agent Skills with GitHub Copilot -- [From 2 Hours to 5 Minutes: Automating CDC Transformations](https://medium.com/@jagadeesh.subramani) - 📊 Real-world case study: 95% efficiency gain with Agent Skills -- [Advent of AI 2025 - Day 14: Agent Skills](https://dev.to/nickytonline/advent-of-ai-2025-day-14-agent-skills-4d48) - 🎄 5-minute guide to Agent Skills with Goose -- [Agent Skill in VS Code](https://dev.to/thangchung/agent-skill-in-vs-code-77d) - 💻 Using Agent Skills directly in VS Code -- [Code Sandbox Tech Behind Manus and Claude Agent Skills](https://dev.to/qtalen/exclusive-reveal-code-sandbox-tech-behind-manus-and-claude-agent-skills-ef2) - 🏗️ Deep dive into sandboxing technology -- [OpenSkills: Adding Claude Skills for Any Agent or IDE](https://dev.to/wakeupmh/openskills-adding-claude-skills-and-superpowers-for-any-agent-or-ide-3j35) - 🚀 Universal skills integration guide -- [Agent Skills Framework Analysis: Litho Implementation](https://dev.to/sopaco/agent-skills-framework-analysis-litho-implementation-and-design-philosophy-2l91) - 🏛️ Architecture and design patterns analysis -- [The Great AI Agent Configuration Confusion](https://medium.com/@satinath.mondal/the-great-ai-agent-configuration-confusion-agents-md-skill-md-and-whats-next-12345) - 📋 Understanding configuration standards (SKILL.md, AGENTS.md) +- [Equipping agents for the real world with Agent Skills](https://anthropic.com/engineering/equipping-agents-for-the-real-world-with-agent-skills) - The original announcement from Anthropic Engineering +- [How I Built Agent Skills for Claude Code](https://dev.to/nunc/how-i-built-agent-skills-for-claude-code-oj4) - 8-minute tutorial on building custom Agent Skills from scratch +- [Claude Skills vs MCP: Complete Guide](https://dev.to/jimquote/claude-skills-vs-mcp-complete-guide-to-token-efficient-ai-agent-architecture-4mkf) - Comparison of Skills and Model Context Protocol architectures +- [GitHub Copilot Agent Skills: Teaching AI Your Repository Patterns](https://dev.to/qa-leaders/github-copilot-agent-skills-teaching-ai-your-repository-patterns-1oa8) - Using Agent Skills with GitHub Copilot +- [From 2 Hours to 5 Minutes: Automating CDC Transformations](https://medium.com/@jagadeesh.subramani) - Real-world case study: 95% efficiency gain with Agent Skills +- [Advent of AI 2025 - Day 14: Agent Skills](https://dev.to/nickytonline/advent-of-ai-2025-day-14-agent-skills-4d48) - 5-minute guide to Agent Skills with Goose +- [Agent Skill in VS Code](https://dev.to/thangchung/agent-skill-in-vs-code-77d) - Using Agent Skills directly in VS Code +- [Code Sandbox Tech Behind Manus and Claude Agent Skills](https://dev.to/qtalen/exclusive-reveal-code-sandbox-tech-behind-manus-and-claude-agent-skills-ef2) - Deep dive into sandboxing technology +- [OpenSkills: Adding Claude Skills for Any Agent or IDE](https://dev.to/wakeupmh/openskills-adding-claude-skills-and-superpowers-for-any-agent-or-ide-3j35) - Universal skills integration guide +- [Agent Skills Framework Analysis: Litho Implementation](https://dev.to/sopaco/agent-skills-framework-analysis-litho-implementation-and-design-philosophy-2l91) - Architecture and design patterns analysis +- [The Great AI Agent Configuration Confusion](https://medium.com/@satinath.mondal/the-great-ai-agent-configuration-confusion-agents-md-skill-md-and-whats-next-12345) - Understanding configuration standards (SKILL.md, AGENTS.md) ### 📰 Industry News & Analysis -- [Anthropic launches enterprise Agent Skills and opens the standard](https://venturebeat.com/ai/anthropic-launches-enterprise-agent-skills-and-opens-the-standard) - 🎯 VentureBeat deep dive: Why Anthropic is giving away its competitive advantage -- [Agent Skills: Anthropic's Next Bid to Define AI Standards](https://thenewstack.io/agent-skills-anthropics-next-bid-to-define-ai-standards/) - 🖋️ The New Stack analysis of the open standard strategy +- [Anthropic launches enterprise Agent Skills and opens the standard](https://venturebeat.com/ai/anthropic-launches-enterprise-agent-skills-and-opens-the-standard) - VentureBeat deep dive: Why Anthropic is giving away its competitive advantage +- [Agent Skills: Anthropic's Next Bid to Define AI Standards](https://thenewstack.io/agent-skills-anthropics-next-bid-to-define-ai-standards/) - The New Stack analysis of the open standard strategy ## 🎬 Videos & Tutorials @@ -175,32 +175,32 @@ This architecture delivers: ### 🎓 Beginner-Friendly Tutorials -- [A better way to build agents? Claude Agent Skills Tutorial + Demo](https://www.youtube.com/watch?v=mxZqEduwyFk) - 🎥 11-minute intro: Is Agent Skills the next big standard after MCP? -- [Claude Code Skills just Built me an AI Agent Team (2026 Guide)](https://www.youtube.com/watch?v=OdtGN27LchE) - 🚀 27-minute beginner guide to building general AI agents -- [Claude's new 'Agent Skills'](https://www.youtube.com/watch?v=VRzkafNIdgI) - ⚡ 1-minute quick overview - installable "mini-brains" -- [Agent Skills Review](https://www.youtube.com/watch?v=tGpeWM7gOlA) - 📋 25-second feature highlight +- [A better way to build agents? Claude Agent Skills Tutorial + Demo](https://www.youtube.com/watch?v=mxZqEduwyFk) - 11-minute intro: Is Agent Skills the next big standard after MCP? +- [Claude Code Skills just Built me an AI Agent Team (2026 Guide)](https://www.youtube.com/watch?v=OdtGN27LchE) - 27-minute beginner guide to building general AI agents +- [Claude's new 'Agent Skills'](https://www.youtube.com/watch?v=VRzkafNIdgI) - 1-minute quick overview - installable "mini-brains" +- [Agent Skills Review](https://www.youtube.com/watch?v=tGpeWM7gOlA) - 25-second feature highlight ### 🔧 Technical Deep Dives -- [I finally CRACKED Claude Agent Skills (Breakdown For Engineers)](https://www.youtube.com/watch?v=kFpLzCVLA20) - 🛠️ 27-minute engineering breakdown: Skills vs MCP vs Subagents -- [Claude Agent Skills](https://www.youtube.com/watch?v=9XaprFRNTlc) - 🎯 1-hour deep dive into domain-specific AI expertise -- [Agent Skills Explained: Why This Changes Everything](https://www.youtube.com/watch?v=Ihoxov5x66k) - 💡 17-minute analysis of why Skills matter for AI development -- [Claude Agent Skills Tutorial](https://www.youtube.com/watch?v=fOxC44g8vig) - 🎥 Comprehensive implementation tutorial with SKILL.md format +- [I finally CRACKED Claude Agent Skills (Breakdown For Engineers)](https://www.youtube.com/watch?v=kFpLzCVLA20) - 27-minute engineering breakdown: Skills vs MCP vs Subagents +- [Claude Agent Skills](https://www.youtube.com/watch?v=9XaprFRNTlc) - 1-hour deep dive into domain-specific AI expertise +- [Agent Skills Explained: Why This Changes Everything](https://www.youtube.com/watch?v=Ihoxov5x66k) - 17-minute analysis of why Skills matter for AI development +- [Claude Agent Skills Tutorial](https://www.youtube.com/watch?v=fOxC44g8vig) - Comprehensive implementation tutorial with SKILL.md format ### 🆚 Comparisons & Analysis -- [Agent Skills vs MCP Which Is Better?](https://www.youtube.com/watch?v=Pc2sB8v9570) - ⚖️ 5-minute comparison: MCP vs Skills architecture -- [Claude Skills vs MCP: Complete Guide](https://dev.to/jimquote/claude-skills-vs-mcp-complete-guide-to-token-efficient-ai-agent-architecture-4mkf) - 📊 Written guide for token-efficient architectures +- [Agent Skills vs MCP Which Is Better?](https://www.youtube.com/watch?v=Pc2sB8v9570) - 5-minute comparison: MCP vs Skills architecture +- [Claude Skills vs MCP: Complete Guide](https://dev.to/jimquote/claude-skills-vs-mcp-complete-guide-to-token-efficient-ai-agent-architecture-4mkf) - Written guide for token-efficient architectures ### 🏢 Real-World Applications -- [Claude Skills Built Me an AI Agent Army](https://www.youtube.com/watch?v=G-5bInklwRQ) - 🤖 33-minute practical demo: Building digital employees -- [OpenAI Adds Agent Skills to Codex](https://www.youtube.com/watch?v=MsJzacfjzp8) - 🔥 6-minute first look at Codex with Skills support -- [Agent Skills AI Real Work](https://www.youtube.com/watch?v=Udneqo7up2M) - 💼 3-minute overview of customizable Claude agents +- [Claude Skills Built Me an AI Agent Army](https://www.youtube.com/watch?v=G-5bInklwRQ) - 33-minute practical demo: Building digital employees +- [OpenAI Adds Agent Skills to Codex](https://www.youtube.com/watch?v=MsJzacfjzp8) - 6-minute first look at Codex with Skills support +- [Agent Skills AI Real Work](https://www.youtube.com/watch?v=Udneqo7up2M) - 3-minute overview of customizable Claude agents ### 🎤 Conference Talks -- [Don't Build Agents, Build Skills Instead](https://www.youtube.com/watch?v=CEvIs9y1uog) - 🎙️ 16-minute talk by Barry Zhang & Mahesh Murag (Anthropic) +- [Don't Build Agents, Build Skills Instead](https://www.youtube.com/watch?v=CEvIs9y1uog) - 16-minute talk by Barry Zhang & Mahesh Murag (Anthropic) > 💡 **Know a great video?** We're actively looking for more video content! Please [contribute](CONTRIBUTING.md) if you find or create relevant tutorials. @@ -210,21 +210,21 @@ This architecture delivers: ### 🛡️ Security & Safety -- 📄 [Agent Skills Enable a New Class of Realistic and Trivially Simple Prompt Injections](https://arxiv.org/abs/2510.26328) (2025) - Security analysis showing vulnerabilities in Agent Skills markdown files +- [Agent Skills Enable a New Class of Realistic and Trivially Simple Prompt Injections](https://arxiv.org/abs/2510.26328) (2025) - Security analysis showing vulnerabilities in Agent Skills markdown files ### 🌐 Interoperability & Standards -- 📄 [A survey of agent interoperability protocols](https://arxiv.org/abs/2505.02279) (2025) - Comprehensive look at MCP, Agent Cards, and more +- [A survey of agent interoperability protocols](https://arxiv.org/abs/2505.02279) (2025) - Comprehensive look at MCP, Agent Cards, and more ### 📊 Progressive Disclosure & Transparency -- 📄 [The Effect of Progressive Disclosure in the Transparency of Large Language Models](https://link.springer.com/chapter/10.1007/978-3-031-82633-7_17) (2024) - How progressive disclosure affects LLM transparency -- 📄 [Disclosures & disclaimers: Investigating the impact of transparency disclosures](https://ojs.aaai.org/index.php/HCOMP/article/view/31597) (2024) - Impact study on agent transparency +- [The Effect of Progressive Disclosure in the Transparency of Large Language Models](https://link.springer.com/chapter/10.1007/978-3-031-82633-7_17) (2024) - How progressive disclosure affects LLM transparency +- [Disclosures & disclaimers: Investigating the impact of transparency disclosures](https://ojs.aaai.org/index.php/HCOMP/article/view/31597) (2024) - Impact study on agent transparency ### 🧠 Skill Learning & Architecture -- 📄 [Reinforcement Learning for Self-Improving Agent with Skill Library](https://arxiv.org/abs/2512.17102) (2024) - Framework for agents to build and maintain skill libraries -- 📄 [PolySkill: Learning Generalizable Skills Through Polymorphic Abstraction](https://arxiv.org/abs/2510.15863) (2024) - Learning generalizable skills through polymorphic abstraction +- [Reinforcement Learning for Self-Improving Agent with Skill Library](https://arxiv.org/abs/2512.17102) (2024) - Framework for agents to build and maintain skill libraries +- [PolySkill: Learning Generalizable Skills Through Polymorphic Abstraction](https://arxiv.org/abs/2510.15863) (2024) - Learning generalizable skills through polymorphic abstraction > 💡 **Note:** Agent Skills (SKILL.md format) is a recent innovation (2024-2025), so academic research is still emerging. Most papers focus on related concepts like skill learning, tool use, and agent architectures. @@ -273,11 +273,11 @@ Agent Skills introduce new security considerations. Since skills can execute cod ### What makes a good Agent Skill? **Best practices:** -- ✅ **Single responsibility** - One clear capability per skill -- ✅ **Progressive detail** - Brief metadata, detailed instructions, extensive resources -- ✅ **Context-aware** - Include when/why to use (not just how) -- ✅ **Testable** - Provide example inputs/outputs -- ✅ **Discoverable** - Descriptive names and rich descriptions +- **Single responsibility** - One clear capability per skill +- **Progressive detail** - Brief metadata, detailed instructions, extensive resources +- **Context-aware** - Include when/why to use (not just how) +- **Testable** - Provide example inputs/outputs +- **Discoverable** - Descriptive names and rich descriptions ### When should I use Agent Skills vs custom tools/functions? @@ -333,10 +333,10 @@ Update skills whenever: **Shape the ecosystem.** This is a community-driven resource - your contributions help thousands of developers discover and build better agent systems. -- 🔗 Add new skills, tools, or articles -- 📝 Improve documentation -- 🐛 Fix broken links -- 💡 Suggest new sections +- Add new skills, tools, or articles +- Improve documentation +- Fix broken links +- Suggest new sections Please read our [contribution guidelines](CONTRIBUTING.md) before submitting.