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MCP server for semantic code snippet search MCP tools

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

67,430 tools. Last updated 2026-01-31 17:24
  • Retrieve current server status including version, workspace path, model configuration, indexing progress, and cache details to monitor the semantic code search system's operational state.
    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.
  • Identify similar code snippets within a project by analyzing syntax and structure. Specify a code snippet, language, and similarity threshold to retrieve matching code locations for efficient code comparison and review.
    MIT

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