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A tool for searching code using semantic understanding MCP tools

Production-ready MCP servers that extend AI capabilities through file access, database connections, APIs, and contextual services.

71,107 tools. Last updated 2026-02-10 16:56
  • Find code by meaning using semantic search with natural language queries. Combines AI understanding with text matching to locate relevant snippets, handling typos and variations.
    MIT
  • Create a vector index for semantic code search by generating embeddings with tree-sitter and Jina AI, enabling efficient and accurate querying of source code files.
  • Find code by meaning using semantic understanding combined with exact text matching. Search with natural language queries like 'authentication logic' or 'database queries' to locate relevant snippets with file locations and line numbers.
    MIT
  • Search and retrieve stored memories using semantic understanding, filter by source type or bucket, and sort results by date or relevance for precise information retrieval.
    MIT

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