Sourcebot is a self-hosted tool that helps developers and agents understand your codebase.

MCP server for semantic code research and context generation on real-time using LLM patterns | Search naturally across public & private repos based on your permissions | Transform any accessible codebase/s into AI-optimized knowledge on simple and complex flows | Find real implementations and live docs from anywhere

A Model Context Protocol (MCP) server that provides advanced code analysis and reasoning capabilities powered by Google's Gemini AI

CLI built for AI agents to help navigate codebases better. An alternative to grep/find/glob

Local-first Second brain for AI agents working on your codebase - detects your team coding conventions and patterns, brings in persistent memory, code-generation checks, and hybrid search with evidence scoring. Exposed through CLI and MCP server.

🧵 Follow the thread through your codebase - find definitions, track references, and build call graphs with tree-sitter

An AI-Powered Code Documentation Platform Automated documentation engine with hybrid search (BM25 + vector). Transformed 200+ repos into queryable knowledge bases, cutting onboarding time 80%

X-ray vision for your codebase — semantic knowledge graph & MCP server with 16 tools that saves AI coding agents 30%+ tokens. TF-IDF search, call graphs, impact analysis, dead code detection. Works with Claude Code, Cursor & Windsurf.

MCP server for Zig language intelligence — diagnostics, formatting, hover, go-to-definition, references, completions, symbols, and build via ZLS

Nomik is an AI-native code intelligence graph. It transforms your codebase into Neo4j and connects directly to AI agents via MCP.

AI-powered repository intelligence and developer analytics platform that transforms GitHub activity into actionable insights and enables natural-language conversations with any codebase using hybrid RAG, AST-aware parsing, and multi-LLM failover.

An intelligent developer productivity platform that silently captures your coding context, builds a searchable knowledge graph of why code exists, and generates shareable context summaries

Luau language server and VS Code extension for Roblox, with strict type checking, smart completions, and optional live-game tooling via an executor bridge.

MCP server for semantic code search and codebase analysis — AST parsing, Tree-sitter, embeddings and vector search for AI assistants and LLMs

Interactive code graph explorer and codebase visualization tool for the lxDIG platform. Render dependency graphs, architecture layers, and call edges as a live, navigable canvas. Built with React 19, TypeScript, D3 force simulation, and Memgraph.

Semantic code index and gatekeeper for AI coding agents. No LLMs — just static analysis.

🔍 AI-Powered Code Intelligence Platform | Transform legacy codebases into production-ready systems with Google Gemini AI, security scanning, 3D visualizations, team workspaces, custom rules engine & CI/CD integration | Built with Next.js 14, TypeScript & Docker | Self-hosted enterprise solution

TypeScript codebase intelligence — 15 MCP tools for architecture analysis, symbol-level impact, process tracing, and refactoring support

Search deeper. Know your codebase. Intelligent codebase search and analysis tool for VS Code with AI agent integration.

Adaptive error memory & code intelligence MCP server with Hebbian synapse network, cross-project learning, and auto-error detection