Convert source code to LLM ready knowledge base

A semantic code search tool for intelligent, cross-repo context retrieval.

MCP Server for persistent code indexing. Gives AI assistants (Claude, Gemini, Copilot, Cursor) instant access to your codebase. 50x less context than grep.

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.

SpecMem - TRUE Semantic Memory for Claude Code - Runs locally - Remembers your code base - Per-project isolation, semantic search, team coordination. https://justcalljon.pro

Self-hosted MCP server for hybrid semantic code search and repository intelligence.

Enhanced fork of claude-context with stability fixes, improved sync, and better reliability for semantic code search

Go-based MCP server for codebase indexing and semantic search (Augment-compatible)

Python application to index code locally and support running server with indexed repos. Works with VoyageAI to power semantic searching a large codebase, enabling AI optimized code navigation. Supports FTS searching, and indexing git log. Experimental support for SCIP indexing.

Give Claude Code a permanent memory — 100% local, zero config, graph-powered

An AI-powered system for intelligent code search, moving beyond keywords to semantic understanding. It offers multi-dimensional search capabilities across files, classes/interfaces, and methods, each with optimized AI-generated embeddings. Get precise, context-aware results to natural language queries quickly and efficiently.

Fast code map generator for AI coding assistants - Save 99%+ tokens while preserving context

A very simple setup with pgvector, sentencetransformer, and MCP Python SDK, just to bootstrap indexing code files to facilitate RAG-based search for AI coding agents.

Intelligent code indexing and retrieval system for Ruby on Rails projects with MCP integration

code-extractor-java is a library designed to scan source code files and extract hierarchical structures such as classes, methods, functions, and comments. It provides a unified model (CodeNode) for representing code regardless of the source language

Code indexing examples for converting source code into structured repository maps optimized for semantic search LLM understanding.

🔍 Convert source code into a searchable knowledge base with automatic chunking and intelligent search, now enhanced with MCP support for better integration.