AI Tools Directory

SocratiCode

Description

Enterprise-grade (40m+ LOC) codebase intelligence, zero-setup, local & private Plugin/Skill/Extension or MCP: hybrid semantic search, polyglot dependency graphs, symbol-level impact analysis & call-flow, interactive HTML viewer, cross-project & branch-aware search, DB/API/infra knowledge. 61% less tokens, 84% fewer calls, 37x faster. Cloud in beta.

Main features

  • Hybrid code search — Built on Qdrant, a purpose-built vector database with HNSW indexing, concurrent read/write, and payload filtering
  • AST-aware chunking — Files are split at function/class boundaries using AST parsing (ast-grep), not arbitrary line counts
  • Polyglot code dependency graph — Static analysis of import/require/use/include statements using ast-grep for 19+ languages
  • Broad language support — Works with every supported file type out of the box. Fully supported languages bundle their grammars
  • Batched & resumable indexing — Files are processed in batches of 50, with progress checkpointed to Qdrant after each batch
  • Multi-project — Index multiple projects simultaneously. Each gets its own isolated collection with full project path tracking

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