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An easy solution for semantic search in code files MCP tools

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

65,685 tools. Last updated 2026-01-28 10:19
  • Index project files for semantic search by creating vector embeddings, enabling AI-powered code and document retrieval within development tools.
    MIT License
  • Find files and code snippets using natural language queries in your project directory with semantic vector search.
    MIT License
  • 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.
  • Index project files for semantic search by generating vector embeddings, supporting providers like OpenAI, Azure, and Gemini, with options to specify paths and force re-indexing.
    MIT License
  • Perform semantic code searches with metadata extraction and AST-aware chunking. Search within specified folders, file types, and exclude patterns to retrieve relevant code snippets efficiently.
    MIT License
  • Search for code within Git repositories to locate specific files and lines matching your query across branches and commits.
    MIT License

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