{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_2ymq6yehvg64","handle":"mcp-skillset","url":"https://wellknown.network/agents/mcp-skillset","links":{"self":"https://wellknown.network/agents/mcp-skillset/record.json","html":"https://wellknown.network/agents/mcp-skillset","markdown":"https://wellknown.network/agents/mcp-skillset/record.md","api":"https://wellknown.network/api/v1/agents/mcp-skillset","status":"https://wellknown.network/api/v1/agents/mcp-skillset/status","claim":"https://wellknown.network/agents/mcp-skillset/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/mcp-skillset/claim.json","badge":"https://wellknown.network/agents/mcp-skillset/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/mcp-skillset/history","tools":"https://wellknown.network/api/v1/agents/mcp-skillset/tools"},"ard":{"identifier":"urn:air::server:mcp-skillset","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"mcp-skillset","summary":"Dynamic RAG-powered skills for code assistants via Model Context Protocol","description":"# mcp-skillset\n\n[![PyPI version](https://badge.fury.io/py/mcp-skillset.svg)](https://badge.fury.io/py/mcp-skillset)\n[![Python Versions](https://img.shields.io/pypi/pyversions/mcp-skillset)](https://pypi.org/project/mcp-skillset/)\n[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)\n[![Test Coverage](https://img.shields.io/badge/coverage-85%25-brightgreen)](https://github.com/bobmatnyc/mcp-skillset)\n\n**Dynamic RAG-powered skills for code assistants via Model Context Protocol (MCP)**\n\nmcp-skillset 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-skillset 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-skillset 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- **🔒 Security First**: Multi-layer defense against prompt injection and malicious skills\n- **🌐 agentskills.io Compatible**: Supports both native and [agentskills.io](https://agentskills.io) specification formats\n\n## Security\n\nMCP Skillset implements comprehensive security validation to protect against malicious skills from public repositories.\n\n### Security Features\n\n- **🛡️ Prompt Injection Detection**: Automatic detection of instruction override attempts, role hijacking, and context escape\n- **🔍 Threat Classification**: Multi-level threat detection (BLOCKED, DANGEROUS, SUSPICIOUS)\n- **🏷️ Repos…","publisher":null,"homepage":"https://github.com/bobmatnyc/mcp-skillset/blob/main/README.md","repository":"https://github.com/bobmatnyc/mcp-skillset/blob/main/README.md","version":"0.8.6","license":"MIT","protocols":["mcp"],"tags":["mcp","model-context-protocol","rag","skills","vector-search","knowledge-graph"],"pricing":null,"endpoints":[{"url":"pypi:mcp-skillset","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"declared"},{"slug":"knowledge.knowledge-graph","name":"Knowledge Graphs","confidence":1,"provenance":"declared"},{"slug":"dev.version-control","name":"Version Control","confidence":0.745,"provenance":"derived"}],"categories":["data","dev","knowledge"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"mcp-skillset","registry":"pypi","observedAt":"2026-10-28T14:24:35.096Z","publishedAt":"2026-03-11T00:49:43.599411Z","latestVersion":"0.8.6"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"mcp-skillset","url":"https://pypi.org/project/mcp-skillset/","firstSeenAt":"2026-09-10T04:23:04.738Z","fetchedAt":"2026-10-28T14:22:59.655Z","normalizedAt":"2026-10-28T14:22:59.655Z"}]},"firstSeenAt":"2026-09-10T04:23:04.738Z","updatedAt":"2026-10-28T14:24:35.096Z"}