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jcodemunch-mcp

MCPOpen source

Token-efficient MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST parsing.

2.6kNOASSERTION

Cut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST. Works with Claude Code, Cursor & any MCP client. 313B+ tokens saved.

Pros

  • +Reduces AI token costs by up to 96% on code exploration
  • +Precise symbol-level retrieval via tree-sitter AST
  • +Works with Claude Code, Cursor, and any MCP client
  • +Includes structural queries like find_importers and get_blast_radius

Cons

  • −Requires initial indexing of codebase
  • −Commercial license required for commercial use
  • −May have a learning curve for setup and configuration

Target audience: Developers and AI engineers using MCP-compatible coding assistants to reduce token costs and improve code exploration efficiency.

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