K-Dense-AI/claude-skills-mcp

Overview

An MCP server that enables Claude to search and retrieve agent skills using vector search. It indexes skill descriptions and uses semantic similarity to find relevant skills for a given task.

Best for

Best for
Developers building Claude-based agents that need to dynamically discover and invoke community-contributed skills

Use cases

• Enhancing Claude with specialized skills from a community repository
• Building a skill-aware assistant that can discover relevant capabilities on demand
• Integrating vector-based skill retrieval into existing MCP workflows

Notes

An MCP server that enables Claude to search and retrieve agent skills using vector search. It indexes skill descriptions and uses semantic similarity to find relevant skills for a given task.

389 stars on GitHub. Last updated 2026-04-08. Licensed MIT.

Use cases

• Enhancing Claude with specialized skills from a community repository
• Building a skill-aware assistant that can discover relevant capabilities on demand
• Integrating vector-based skill retrieval into existing MCP workflows

Pros

• Leverages vector search for accurate, semantic skill matching
• Open-source Python project with a clear MCP interface
• Active community with nearly 400 stars indicating interest and adoption

Cons

• Requires running a separate MCP server, adding infrastructure overhead
• Skill quality depends entirely on the community repository’s curation
• Limited to skills indexed in the vector database, not a general-purpose tool

Indexed from awesome-mcp-servers-punkpeye and enriched against its public facts.