srclight and cie
About srclight
srclight/srclight
Deep code indexing MCP server for AI agents. 25 tools: hybrid FTS5 + embedding search, call graphs, git blame/hotspots, build system analysis. Multi-repo workspaces, GPU-accelerated semantic search, 10 languages via tree-sitter. Fully local, zero cloud dependencies.
Implements a filesystem-watched SQLite + tree-sitter indexing layer that increments on git changes via post-commit hooks, with optional Ollama embeddings cached as `.npy` matrices for GPU-accelerated cosine similarity in ~3ms. Operates as a stdio or SSE MCP transport server compatible with Claude Code and Cursor, supporting multi-repo workspaces through SQLite ATTACH and RRF-ranked hybrid search across keyword (FTS5/trigram) and semantic results.
About cie
kraklabs/cie
Code Intelligence Engine — indexes your codebase and gives AI assistants deep understanding via MCP (semantic search, call graphs, 20+ tools)
Built on Go with Tree-sitter parsers for multi-language support, CIE uses an embedded CozoDB database with RocksDB backend for fast local indexing and querying without ever transmitting code externally. The engine reduces AI agent round-trips dramatically through structured call graph analysis and interface dispatch resolution, seamlessly integrating with Claude Code, Cursor, and any MCP client via stdio transport.
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