Brings local codebase intelligence to Claude through hybrid semantic and BM25 search, AST-aware dependency graphs, and symbol-level impact analysis across 18 languages. Runs entirely in Docker with Qdrant, indexing projects up to 40M+ lines with automatic file watching and resumable checkpoints. Exposes tools for querying code structure, tracing call flows, and analyzing blast radius without leaving your machine. Particularly strong on multi-repo setups where you need cross-project search or want to visualize circular dependencies. The indexer automatically picks up database schemas, API specs, and infra configs as searchable artifacts. If you're tired of grep or want smaller models to handle architectural questions, this gives them the precomputed context to do it.
claude mcp add --transport stdio giancarloerra-socraticode uvx socraticode