{"id":"johnhuang316-code-index-mcp","name":"code-index-mcp","af_score":63.2,"security_score":23.2,"reliability_score":37.5,"what_it_does":"A Model Context Protocol (MCP) server (Python) that indexes and analyzes local code repositories to help LLMs search for code patterns/files and generate structured summaries (shallow file index and optional deep symbol index via tree-sitter).","best_when":"You have a local codebase and an MCP-capable AI client that can launch/connect to stdio-based MCP servers to perform search and symbol-aware analysis.","avoid_when":"You need fine-grained access control, multi-tenant isolation, or a cloud-hosted service with built-in auth/session management.","last_evaluated":"2026-03-30T13:25:30.518744+00:00","has_mcp":true,"has_api":false,"auth_methods":[],"has_free_tier":false,"known_gotchas":["Deep symbol extraction may require running build_deep_index before get_file_summary to avoid needs_deep_index responses.","Regex search notes indicate the basic fallback is literal-only; regex=True may require an external native search tool to be installed/detected.","Auto-refresh relies on watchdog and OS file watching; in some environments it may fail without watchdog/polling configuration."],"error_quality":0.0}