# ๐ŸŽฏ Awesome Agent Skills [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)
Awesome Agent Skills - The definitive resource for Agent Skills

## ๐Ÿ’ก What Are Agent Skills? **Agent Skills** mark a fundamental shift from monolithic AI systems to composable agent architectures. Rather than embedding capabilities through expensive fine-tuning or bloating context windows with static documentation, skills provide **modular, on-demand knowledge injection** through standardized `SKILL.md` packages. ### The Architecture **Progressive Disclosure at Scale**: Skills leverage a three-tier context management strategy: 1. **Discovery** (~50 tokens): Lightweight metadata (name + description) loads at startup 2. **Activation** (~2-5K tokens): Full `SKILL.md` instructions load when task-relevant 3. **Execution**: Referenced scripts and resources accessed dynamically This architecture delivers: - ๐Ÿง  **Infinite capability scaling** - No context window trade-offs - โšก **Sub-second skill loading** - Zero startup latency penalty - ๐Ÿ”„ **Cross-platform portability** - Write once, deploy to any compatible agent - ๐Ÿ“ฆ **Frictionless distribution** - Share via Git, install like packages ### The Revolution **From specialized agents to universal platforms**: Instead of building separate coding agents, research agents, and analysis agents, the industry is converging on **general-purpose agents with skill libraries**. One agent. Unlimited specializations. Dynamic composition. > "We used to think agents in different domains will look very different. The agent underneath is actually more universal than we thought." > โ€” *Barry Zhang, Anthropic Research* **The open standard advantage**: Major platforms (OpenAI, GitHub, Microsoft, Cursor) have adopted the Agent Skills specification, creating **network effects**: every skill you create works across the entire ecosystem. This is the npm moment for AI agents. ### ๐Ÿท๏ธ Key Topics `agent-skills` ยท `ai-agents` ยท `llm` ยท `claude` ยท `anthropic` ยท `skill-md` ยท `progressive-disclosure` ยท `context-management` ยท `ai-development` ยท `mcp` ยท `agent-architecture` ยท `agentic-ai` ยท `automation` ยท `productivity` ๐Ÿ‘‰ **New to Agent Skills?** Start here: [agentskills.io](https://agentskills.io) ## ๐Ÿ“š What's Inside? - [๐ŸŽ Ready-to-Use Skills](#-ready-to-use-skills) - Start building with production-ready skill libraries - [๐Ÿ› ๏ธ Tools & Platforms](#๏ธ-tools--platforms) - Leverage platforms with native Agent Skills support - [๐Ÿ“– Learn & Explore](#-learn--explore) - Master the concepts through deep-dive articles - [๐ŸŽฌ Videos & Tutorials](#-videos--tutorials) - Watch experts build real-world agent systems - [๐Ÿ”ฌ Research Papers](#-research-papers) - Understand the science behind agent capabilities - [โ“ Frequently Asked Questions](#-frequently-asked-questions) - Get answers to common questions - [๐Ÿ’ฌ Join the Community](#-join-the-community) - Connect with pioneers shaping the ecosystem - [๐Ÿค Contributing](#-contributing) - Help shape the future of agent development ## ๐ŸŽ Ready-to-Use Skills **Don't build from scratch - stand on the shoulders of giants.** Tap into battle-tested skill libraries and specialized capabilities that power production agent systems today. ### ๐Ÿ“š Skills Collections & Repositories **Multi-skill repositories** with diverse capabilities: - [anthropics/skills](https://github.com/anthropics/skills) - ๐Ÿข Official collection from Anthropic (document editing, data analysis, etc.) - [karanb192/awesome-claude-skills](https://github.com/karanb192/awesome-claude-skills) - โญ 50+ verified skills for Claude Code and Claude.ai - [shajith003/awesome-claude-skills](https://github.com/shajith003/awesome-claude-skills) - ๐ŸŽฏ Skills for specialized capabilities - [ponderous-dustiness314/awesome-claude-skills](https://github.com/ponderous-dustiness314/awesome-claude-skills) - ๐Ÿ“Š Document editing, data analysis, and project management - [jacintarefined358/awesome-claude-skills](https://github.com/jacintarefined358/awesome-claude-skills) - โœจ Productivity-focused skills - [lifegenieai/claude-skills](https://github.com/lifegenieai/claude-skills) - ๐ŸŽจ Voice AI, image generation, and web development - [hikanner/agent-skills](https://github.com/hikanner/agent-skills) - ๐Ÿ—‚๏ธ Curated Claude Agent Skills collection - [GuDaStudio/skills](https://github.com/GuDaStudio/skills) - ๐Ÿค Multi-agent collaboration skills - [OmidZamani/dspy-skills](https://github.com/OmidZamani/dspy-skills) - ๐Ÿ”ฎ Skills for DSPy framework - [gradion-ai/freeact-skills](https://github.com/gradion-ai/freeact-skills) - ๐ŸŽฌ Freeact agent library skills - [DougTrajano/pydantic-ai-skills](https://github.com/DougTrajano/pydantic-ai-skills) - ๐Ÿ Pydantic AI integration ### ๐ŸŽฏ Individual Skills by Category #### ๐Ÿ’ป Development & Programming - [kylehughes/the-unofficial-swift-programming-language-skill](https://github.com/kylehughes/the-unofficial-swift-programming-language-skill) - Swift Programming Language reference - [kylehughes/the-unofficial-swift-concurrency-migration-skill](https://github.com/kylehughes/the-unofficial-swift-concurrency-migration-skill) - Swift Concurrency Migration guide - [formulahendry/agent-skill-code-runner](https://github.com/formulahendry/agent-skill-code-runner) - Multi-language code execution - [gapmiss/obsidian-plugin-skill](https://github.com/gapmiss/obsidian-plugin-skill) - Obsidian.md plugin development - [frmoretto/stream-coding](https://github.com/frmoretto/stream-coding) - Stream Coding methodology (10-20x velocity) #### ๐Ÿ”’ Security & Operations - [gadievron/raptor](https://github.com/gadievron/raptor) - Offensive/defensive security operations with sub-agents #### ๐Ÿ”ง Integration & Automation - [fabioc-aloha/spotify-skill](https://github.com/fabioc-aloha/spotify-skill) - Spotify API integration - [gmickel/sheets-cli](https://github.com/gmickel/sheets-cli) - Google Sheets CLI automation - [tubone24/midi-agent-skill](https://github.com/tubone24/midi-agent-skill) - MIDI file generation from text - [SawyerHood/dev-browser](https://github.com/SawyerHood/dev-browser) - Web browser capability for agents - [gotalab/skillport](https://github.com/gotalab/skillport) - Skills for any agent via CLI or MCP - [DiscreteTom/agent-skills-mcp](https://github.com/DiscreteTom/agent-skills-mcp) - Load skills using Model Context Protocol #### ๐Ÿง  AI & Context Engineering - [muratcankoylan/Agent-Skills-for-Context-Engineering](https://github.com/muratcankoylan/Agent-Skills-for-Context-Engineering) - Context engineering techniques - [dave1010/skills-to-agents](https://github.com/dave1010/skills-to-agents) - Auto-convert Skills for AGENTS.md - [jakedahn/pomodoro](https://github.com/jakedahn/pomodoro) - System Skill Pattern (skills that remember & improve) - [yzfly/Mind-Cloning-Engineering](https://github.com/yzfly/Mind-Cloning-Engineering) - Mind cloning with LLM skills ## ๐Ÿ› ๏ธ Tools & Platforms **The ecosystem is here.** Industry-leading platforms have already integrated Agent Skills - your next agent build starts with choosing the right foundation. ### ๐ŸŽจ IDEs & Code Editors - [OpenCode](https://opencode.ai/) - ๐ŸŽฏ AI development tool with built-in Agent Skills support - [Cursor](https://cursor.com/) - โšก AI-powered code editor with native skills integration ([docs](https://cursor.com/docs/context/skills)) - [Amp](https://ampcode.com/) - ๐Ÿš€ Next-gen AI coding assistant - [Claude Code](https://claude.ai/code) - ๐Ÿค– Anthropic's coding tool with first-class skills support - [OpenAI Codex](https://developers.openai.com/codex/skills/) - ๐Ÿ’ป OpenAI's CLI agent with Agent Skills support ### ๐Ÿค– AI Agent Platforms - [Letta](https://www.letta.com/) - ๐Ÿง  Build stateful LLM agents with memory - [Goose](https://block.github.io/goose/) - ๐Ÿฆ† Open source AI agent framework - [GitHub Copilot](https://github.com/features/copilot) - ๐Ÿ’™ 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/) - ๐Ÿ’ป Microsoft's editor with Agent Skills in Insiders build ### ๐Ÿ”ง Developer Tools & Libraries - [openskills](https://github.com/numman-ali/openskills) - ๐Ÿ“ฆ Universal skills loader for any AI agent - [vibe-tools](https://github.com/eastlondoner/vibe-tools) - ๐Ÿ‘ฅ Give your agent an AI team with advanced skills - [IntentKit](https://github.com/crestalnetwork/intentkit) - ๐ŸŽญ Framework for intent-driven AI agents - [Agentica](https://github.com/wrtnlabs/agentica) - ๐Ÿ“˜ TypeScript AI function calling framework - [agentigy/skillcheck](https://github.com/agentigy/skillcheck) - ๐Ÿ”’ Security scanner for SKILL.md files - detect vulnerabilities before production - [AIPexStudio/AIPex](https://github.com/AIPexStudio/AIPex) - ๐ŸŒ Privacy-first AI browser automation with Agent Skills - [breaking-brake/cc-wf-studio](https://github.com/breaking-brake/cc-wf-studio) - ๐ŸŽฌ ClaudeCode Workflow Studio VSCode extension with slash commands - [LangChain Deep Agents](https://github.com/langchain-ai/deepagents) - ๐Ÿ”— Open source agent harness with skills support ([blog](https://blog.langchain.com/using-skills-with-deep-agents/)) ## ๐Ÿ“– Learn & Explore **From zero to expert in hours, not weeks.** Curated resources that take you from understanding the fundamentals to architecting production-grade agent systems. ### ๐ŸŽ“ Getting Started - [What are skills?](https://support.claude.com/en/articles/12512176-what-are-skills) - ๐Ÿ“ Perfect introduction for beginners - [Using skills in Claude](https://support.claude.com/en/articles/12512180-using-skills-in-claude) - ๐Ÿš€ Quick start guide ### ๐Ÿ—๏ธ Building Skills - [How to create custom skills](https://support.claude.com/en/articles/12512198-creating-custom-skills) - โœ๏ธ Step-by-step authoring guide - [Skills API Quickstart](https://docs.claude.com/en/api/skills-guide#creating-a-skill) - ๐Ÿ’ป Technical documentation- [A2A Protocol: Agent Skills Tutorial](https://a2a-protocol.org/latest/tutorials/python/3-agent-skills-and-card/) - ๐Ÿค How skills work in the Agent-to-Agent protocol ### ๐Ÿ“ฐ Featured Articles - [Equipping agents for the real world with Agent Skills](https://anthropic.com/engineering/equipping-agents-for-the-real-world-with-agent-skills) - ๐ŸŽฏ 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) - ๐Ÿ› ๏ธ 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) - โš–๏ธ 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) - ๐Ÿ” Using Agent Skills with GitHub Copilot - [From 2 Hours to 5 Minutes: Automating CDC Transformations](https://medium.com/@jagadeesh.subramani) - ๐Ÿ“Š 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) - ๐ŸŽ„ 5-minute guide to Agent Skills with Goose - [Agent Skill in VS Code](https://dev.to/thangchung/agent-skill-in-vs-code-77d) - ๐Ÿ’ป 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) - ๐Ÿ—๏ธ 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) - ๐Ÿš€ Universal skills integration guide - [Agent Skills Framework Analysis: Litho Implementation](https://dev.to/sopaco/agent-skills-framework-analysis-litho-implementation-and-design-philosophy-2l91) - ๐Ÿ›๏ธ 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) - ๐Ÿ“‹ Understanding configuration standards (SKILL.md, AGENTS.md) ### ๐Ÿ“ฐ 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) - ๐ŸŽฏ 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/) - ๐Ÿ–‹๏ธ The New Stack analysis of the open standard strategy ## ๐ŸŽฌ Videos & Tutorials **See it in action.** Watch developers build real agent systems from scratch - from 1-minute quickstarts to hour-long engineering deep dives. ### ๐ŸŽ“ Beginner-Friendly Tutorials - [A better way to build agents? Claude Agent Skills Tutorial + Demo](https://www.youtube.com/watch?v=mxZqEduwyFk) - ๐ŸŽฅ 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) - ๐Ÿš€ 27-minute beginner guide to building general AI agents - [Claude's new 'Agent Skills'](https://www.youtube.com/watch?v=VRzkafNIdgI) - โšก 1-minute quick overview - installable "mini-brains" - [Agent Skills Review](https://www.youtube.com/watch?v=tGpeWM7gOlA) - ๐Ÿ“‹ 25-second feature highlight ### ๐Ÿ”ง Technical Deep Dives - [I finally CRACKED Claude Agent Skills (Breakdown For Engineers)](https://www.youtube.com/watch?v=kFpLzCVLA20) - ๐Ÿ› ๏ธ 27-minute engineering breakdown: Skills vs MCP vs Subagents - [Claude Agent Skills](https://www.youtube.com/watch?v=9XaprFRNTlc) - ๐ŸŽฏ 1-hour deep dive into domain-specific AI expertise - [Agent Skills Explained: Why This Changes Everything](https://www.youtube.com/watch?v=Ihoxov5x66k) - ๐Ÿ’ก 17-minute analysis of why Skills matter for AI development - [Claude Agent Skills Tutorial](https://www.youtube.com/watch?v=fOxC44g8vig) - ๐ŸŽฅ Comprehensive implementation tutorial with SKILL.md format ### ๐Ÿ†š Comparisons & Analysis - [Agent Skills vs MCP Which Is Better?](https://www.youtube.com/watch?v=Pc2sB8v9570) - โš–๏ธ 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) - ๐Ÿ“Š Written guide for token-efficient architectures ### ๐Ÿข Real-World Applications - [Claude Skills Built Me an AI Agent Army](https://www.youtube.com/watch?v=G-5bInklwRQ) - ๐Ÿค– 33-minute practical demo: Building digital employees - [OpenAI Adds Agent Skills to Codex](https://www.youtube.com/watch?v=MsJzacfjzp8) - ๐Ÿ”ฅ 6-minute first look at Codex with Skills support - [Agent Skills AI Real Work](https://www.youtube.com/watch?v=Udneqo7up2M) - ๐Ÿ’ผ 3-minute overview of customizable Claude agents ### ๐ŸŽค Conference Talks - [Don't Build Agents, Build Skills Instead](https://www.youtube.com/watch?v=CEvIs9y1uog) - ๐ŸŽ™๏ธ 16-minute talk by Barry Zhang & Mahesh Murag (Anthropic) > ๐Ÿ’ก **Know a great video?** We're actively looking for more video content! Please [contribute](CONTRIBUTING.md) if you find or create relevant tutorials. ## ๐Ÿ”ฌ Research Papers **Understand the foundations.** Cutting-edge research exploring the architecture, security implications, and theoretical underpinnings of skills-based agent systems. ### ๐Ÿ›ก๏ธ Security & Safety - ๐Ÿ“„ [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 ### ๐ŸŒ Interoperability & Standards - ๐Ÿ“„ [A survey of agent interoperability protocols](https://arxiv.org/abs/2505.02279) (2025) - Comprehensive look at MCP, Agent Cards, and more ### ๐Ÿ“Š Progressive Disclosure & Transparency - ๐Ÿ“„ [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 - ๐Ÿ“„ [Disclosures & disclaimers: Investigating the impact of transparency disclosures](https://ojs.aaai.org/index.php/HCOMP/article/view/31597) (2024) - Impact study on agent transparency ### ๐Ÿง  Skill Learning & Architecture - ๐Ÿ“„ [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 - ๐Ÿ“„ [PolySkill: Learning Generalizable Skills Through Polymorphic Abstraction](https://arxiv.org/abs/2510.15863) (2024) - Learning generalizable skills through polymorphic abstraction > ๐Ÿ’ก **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. ## โ“ Frequently Asked Questions ### What are Agent Skills? Agent Skills are modular, standardized `SKILL.md` packages that provide AI agents with on-demand capabilities. Instead of fine-tuning models or bloating context windows, skills enable **progressive disclosure**: lightweight metadata loads at startup (~50 tokens), full instructions activate when needed (~2-5K tokens), and resources load dynamically during execution. ### How do Agent Skills differ from fine-tuning? Fine-tuning modifies model weights permanently (expensive, inflexible), while Agent Skills provide **runtime knowledge injection** that's instantly updatable, shareable across platforms, and requires zero retraining. Update a skill once, and every agent using it benefits immediately. ### What's the difference between Agent Skills and MCP (Model Context Protocol)? **Agent Skills** focus on **capabilities and workflows** (how to do X), while **MCP** focuses on **data access** (connecting to APIs, databases). They're complementary: use MCP to connect to external data sources, use Skills to teach agents how to process that data. Many developers use both together. ### How do I create my first Agent Skill? 1. Create a `SKILL.md` file with YAML frontmatter (name, description) 2. Write clear instructions in markdown (what, when, how) 3. Add optional `scripts/` folder for code references 4. Place in `.github/skills/` or `.claude/skills/` directory 5. Test with compatible platforms (Claude Code, Cursor, GitHub Copilot) ๐Ÿ‘‰ Full guide: [How to create custom skills](https://support.claude.com/en/articles/12512198-creating-custom-skills) ### Which AI platforms support Agent Skills? Major platforms with native support include: **Claude** (Claude.ai, Claude Code), **OpenAI** (Codex CLI), **GitHub Copilot**, **Cursor**, **VS Code Insiders**, **OpenCode**, **Amp**, **Letta**, and **Goose**. The ecosystem is rapidly expanding as more platforms adopt the open standard. ### Can I use Agent Skills with ChatGPT or other LLMs? While ChatGPT doesn't natively support the Agent Skills format, you can use universal loaders like [openskills](https://github.com/numman-ali/openskills) to integrate skills with any LLM platform. The skills specification is open and platform-agnostic by design. ### Are Agent Skills secure? Agent Skills introduce new security considerations. Since skills can execute code and access files, always **review skills before installation** from untrusted sources. Use tools like [skillcheck](https://github.com/agentigy/skillcheck) to scan for vulnerabilities. Research shows potential for prompt injection attacks ([arxiv.org/abs/2510.26328](https://arxiv.org/abs/2510.26328)), so treat skills like code packagesโ€”audit before trusting. ### How do I share Agent Skills with my team? **Option 1**: Commit to your repository's `.github/skills/` or `.claude/skills/` directoryโ€”agents automatically discover them. **Option 2**: Publish to GitHub as a standalone repo (e.g., `my-org/data-analysis-skill`)โ€”others can reference or clone. **Option 3**: Use [skillport](https://github.com/gotalab/skillport) or [agent-skills-mcp](https://github.com/DiscreteTom/agent-skills-mcp) for cross-platform distribution. ### What makes a good Agent Skill? **Best practices:** - โœ… **Single responsibility** - One clear capability per skill - โœ… **Progressive detail** - Brief metadata, detailed instructions, extensive resources - โœ… **Context-aware** - Include when/why to use (not just how) - โœ… **Testable** - Provide example inputs/outputs - โœ… **Discoverable** - Descriptive names and rich descriptions ### When should I use Agent Skills vs custom tools/functions? Use **Agent Skills** when: - Capabilities need to work across multiple platforms - Instructions are complex multi-step workflows - You want version control and collaborative editing - Knowledge needs frequent updates Use **custom tools/functions** when: - Platform-specific integration required (e.g., API-specific features) - Real-time data access needed - Computational logic can't be expressed as instructions ### Can Agent Skills call other Agent Skills? Yes! Skills can reference other skills in their instructions, enabling **skill composition**. This allows building complex capabilities from simple, reusable building blocks. Some platforms also support **skill libraries** where skills automatically discover and leverage related capabilities. ### How do Agent Skills impact token usage? **Dramatically reduce it.** Traditional approaches load all documentation upfront (10K-100K tokens), while skills load only what's needed (50 tokens metadata + 2-5K when activated). For agents managing 50+ capabilities, this means **90%+ token reduction** during idle time. ### Are Agent Skills just for coding tasks? Noโ€”Agent Skills work for any domain: **data analysis**, **content creation**, **project management**, **research**, **security operations**, **automation**, and more. The format is domain-agnostic. Think of them as "packages for knowledge" rather than "packages for code." ### Where can I find production-ready Agent Skills? Start with: - [anthropics/skills](https://github.com/anthropics/skills) - Official Anthropic collection - [karanb192/awesome-claude-skills](https://github.com/karanb192/awesome-claude-skills) - 50+ verified skills - This repository's [Ready-to-Use Skills](#-ready-to-use-skills) section ### How often should I update my Agent Skills? Update skills whenever: - Platform APIs or tools change - Better approaches emerge - Team workflows evolve - User feedback reveals gaps **Pro tip**: Add version numbers and changelogs to your skills for better tracking. ## ๐Ÿ’ฌ Join the Community **You're not alone in this.** Join thousands of developers pioneering the future of AI agents - share breakthroughs, debug challenges, and shape the standards. - ๐Ÿ’ญ [Agent Skills GitHub Discussions](https://github.com/agentskills/agentskills/discussions) - Official specification discussions - ๐Ÿ› [Anthropic Skills GitHub Issues](https://github.com/anthropics/skills/issues) - Report issues and request features - โญ **Star this repo** to stay updated with the latest resources! ## ๐Ÿค Contributing **Shape the ecosystem.** This is a community-driven resource - your contributions help thousands of developers discover and build better agent systems. - ๐Ÿ”— Add new skills, tools, or articles - ๐Ÿ“ Improve documentation - ๐Ÿ› Fix broken links - ๐Ÿ’ก Suggest new sections Please read our [contribution guidelines](CONTRIBUTING.md) before submitting. ---
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