{"id":33345660,"url":"https://github.com/bobmatnyc/mcp-skills","last_synced_at":"2025-11-22T05:00:19.739Z","repository":{"id":325562814,"uuid":"1101640542","full_name":"bobmatnyc/mcp-skills","owner":"bobmatnyc","description":"Dynamic RAG-powered skills service for code assistants via MCP - Vector + Knowledge Graph hybrid search for intelligent skill discovery","archived":false,"fork":false,"pushed_at":"2025-11-22T02:32:08.000Z","size":87,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-11-22T04:18:18.980Z","etag":null,"topics":["chromadb","code-assistant","hybrid-search","knowledge-graph","mcp","python","rag","skills","vector-search"],"latest_commit_sha":null,"homepage":null,"language":"Python","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/bobmatnyc.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":"CONTRIBUTING.md","funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null,"notice":null,"maintainers":null,"copyright":null,"agents":null,"dco":null,"cla":null}},"created_at":"2025-11-22T01:19:55.000Z","updated_at":"2025-11-22T02:32:12.000Z","dependencies_parsed_at":null,"dependency_job_id":null,"html_url":"https://github.com/bobmatnyc/mcp-skills","commit_stats":null,"previous_names":["bobmatnyc/mcp-skills"],"tags_count":null,"template":false,"template_full_name":null,"purl":"pkg:github/bobmatnyc/mcp-skills","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bobmatnyc%2Fmcp-skills","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bobmatnyc%2Fmcp-skills/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bobmatnyc%2Fmcp-skills/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bobmatnyc%2Fmcp-skills/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/bobmatnyc","download_url":"https://codeload.github.com/bobmatnyc/mcp-skills/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/bobmatnyc%2Fmcp-skills/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":285737153,"owners_count":27223129,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-11-22T02:00:05.934Z","response_time":64,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["chromadb","code-assistant","hybrid-search","knowledge-graph","mcp","python","rag","skills","vector-search"],"created_at":"2025-11-22T05:00:15.127Z","updated_at":"2025-11-22T05:00:19.709Z","avatar_url":"https://github.com/bobmatnyc.png","language":"Python","funding_links":[],"categories":[],"sub_categories":[],"readme":"# mcp-skills\n\n**Dynamic RAG-powered skills for code assistants via Model Context Protocol (MCP)**\n\nmcp-skills is a standalone Python application that provides intelligent, context-aware skills to code assistants through hybrid RAG (vector + knowledge graph). Unlike static skills that load at startup, mcp-skills enables runtime skill discovery, automatic recommendations based on your project's toolchain, and dynamic loading optimized for your workflow.\n\n## Key Features\n\n- **🚀 Zero Config**: `mcp-skills setup` handles everything automatically\n- **🧠 Intelligent**: Auto-detects your project's toolchain (Python, TypeScript, Rust, Go, etc.)\n- **🔍 Dynamic Discovery**: Vector similarity + knowledge graph for better skill finding\n- **📦 Multi-Source**: Pulls skills from multiple git repositories\n- **⚡ On-Demand Loading**: Skills loaded when needed, not all at startup\n- **🔌 MCP Native**: First-class Model Context Protocol integration\n\n## Installation\n\n### From PyPI\n\n```bash\npip install mcp-skills\n```\n\n### From Source\n\n```bash\ngit clone https://github.com/yourusername/mcp-skills.git\ncd mcp-skills\npip install -e .\n```\n\n## Quick Start\n\n### 1. Setup\n\nRun the interactive setup wizard to configure mcp-skills for your project:\n\n```bash\nmcp-skills setup\n```\n\nThis will:\n- Detect your project's toolchain\n- Clone relevant skill repositories\n- Build vector + knowledge graph indices\n- Configure MCP server integration\n- Validate the setup\n\n### 2. Start the MCP Server\n\n```bash\nmcp-skills serve\n```\n\nThe server will start and expose skills to your code assistant via MCP protocol.\n\n### 3. Use with Claude Code\n\nSkills are automatically available in Claude Code. Try:\n- \"What testing skills are available for Python?\"\n- \"Show me debugging skills\"\n- \"Recommend skills for my project\"\n\n## Project Structure\n\n```\n~/.mcp-skills/\n├── config.yaml              # User configuration\n├── repos/                   # Cloned skill repositories\n│   ├── anthropics/skills/\n│   ├── obra/superpowers/\n│   └── custom-repo/\n├── indices/                 # Vector + KG indices\n│   ├── vector_store/\n│   └── knowledge_graph/\n└── metadata.db             # SQLite metadata\n```\n\n## Architecture\n\nmcp-skills uses a hybrid RAG approach combining:\n\n**Vector Store** (ChromaDB):\n- Fast semantic search over skill descriptions\n- Embeddings generated with sentence-transformers\n- Persistent local storage with minimal configuration\n\n**Knowledge Graph** (NetworkX):\n- Skill relationships and dependencies\n- Category and toolchain associations\n- Related skill discovery\n\n**Toolchain Detection**:\n- Automatic detection of programming languages\n- Framework and build tool identification\n- Intelligent skill recommendations\n\n## Configuration\n\n### Global Configuration (`~/.mcp-skills/config.yaml`)\n\n```yaml\nrepositories:\n  - url: https://github.com/anthropics/skills.git\n    priority: 100\n    auto_update: true\n\nvector_store:\n  backend: chromadb\n  embedding_model: all-MiniLM-L6-v2\n\nserver:\n  transport: stdio\n  log_level: info\n```\n\n### Project Configuration (`.mcp-skills.yaml`)\n\n```yaml\nproject:\n  name: my-project\n  toolchain:\n    primary: Python\n    frameworks: [Flask, SQLAlchemy]\n\nauto_load:\n  - systematic-debugging\n  - test-driven-development\n```\n\n## CLI Commands\n\n```bash\n# Setup and Configuration\nmcp-skills setup                    # Interactive setup wizard\nmcp-skills config                   # Show configuration\n\n# Server\nmcp-skills serve                    # Start MCP server (stdio)\nmcp-skills serve --http             # Start HTTP server\nmcp-skills serve --dev              # Development mode (auto-reload)\n\n# Skills Management\nmcp-skills search \"testing\"         # Search skills\nmcp-skills list                     # List all skills\nmcp-skills info pytest-skill        # Show skill details\nmcp-skills recommend                # Get recommendations\n\n# Repositories\nmcp-skills repo add \u003curl\u003e           # Add repository\nmcp-skills repo list                # List repositories\nmcp-skills repo update              # Update all repositories\n\n# Indexing\nmcp-skills index                    # Rebuild indices\nmcp-skills index --incremental      # Index only new skills\n\n# Utilities\nmcp-skills health                   # Health check\nmcp-skills stats                    # Usage statistics\n```\n\n## MCP Tools\n\nmcp-skills exposes these tools to code assistants:\n\n- **search_skills**: Natural language skill search\n- **get_skill**: Load full skill instructions by ID\n- **recommend_skills**: Get recommendations for current project\n- **list_categories**: List all skill categories\n- **update_repositories**: Pull latest skills from git\n\n## Development\n\n### Requirements\n\n- Python 3.11+\n- Git\n\n### Setup Development Environment\n\n```bash\ngit clone https://github.com/yourusername/mcp-skills.git\ncd mcp-skills\npip install -e \".[dev]\"\n```\n\n### Run Tests\n\n```bash\nmake quality\n```\n\n### Linting and Formatting\n\n```bash\nmake lint-fix\n```\n\n## Documentation\n\n### Architecture\nSee [docs/architecture/README.md](docs/architecture/README.md) for detailed architecture design.\n\n### Skills Collections\nSee [docs/skills/RESOURCES.md](docs/skills/RESOURCES.md) for a comprehensive index of skill repositories compatible with mcp-skills, including:\n- Official Anthropic skills\n- Community collections (obra/superpowers, claude-mpm-skills, etc.)\n- Toolchain-specific skills (Python, TypeScript, Rust, Go, Java)\n- Operations \u0026 DevOps skills\n- MCP servers that provide skill-like capabilities\n\n## Contributing\n\nContributions welcome! Please read our contributing guidelines first.\n\n1. Fork the repository\n2. Create a feature branch\n3. Make your changes\n4. Run `make quality` to ensure tests pass\n5. Submit a pull request\n\n## License\n\nMIT License - see [LICENSE](LICENSE) for details.\n\n## Acknowledgments\n\n- Built on the [Model Context Protocol](https://modelcontextprotocol.io)\n- Inspired by [Claude Skills](https://github.com/anthropics/skills)\n- Uses [ChromaDB](https://www.trychroma.com/) for vector search\n- Embeddings via [sentence-transformers](https://www.sbert.net/)\n\n## Links\n\n- **Documentation**: [GitHub Wiki](https://github.com/yourusername/mcp-skills/wiki)\n- **Issue Tracker**: [GitHub Issues](https://github.com/yourusername/mcp-skills/issues)\n- **MCP Registry**: [MCP Servers](https://registry.modelcontextprotocol.io)\n\n---\n\n**Status**: 🚧 Early development - MVP in progress\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbobmatnyc%2Fmcp-skills","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fbobmatnyc%2Fmcp-skills","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fbobmatnyc%2Fmcp-skills/lists"}