Vibe Coding Discoverjcodemunch-mcp
View on GitHubCut 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.
Python MCP server that indexes repositories with tree-sitter and provides coding agents precise symbol-level source retrieval and structural queries. Integrates with clients such as Claude Code, Cursor, and VS Code to reduce code-exploration context use.
Use Cases
Retrieve exact function or class source for coding agentsExplore repository structure with symbol and AST searchTrace importers and estimate change blast radiusFind dead code and risky changesReduce code-exploration context usage in MCP clients
Built With
- Language
- Python
- Frameworks
- Model Context Protocol · tree-sitter
Tags
MCP server · code retrieval · code intelligence · AST parsing · tree-sitter · token efficiency · symbol search · repository indexing · dependency analysis · AI coding