VerbalCodeAI is a free, open-source AI tool that simplifies codebase navigation in your terminal, using Python 3.11.6 and Ollama. It indexes projects locally and quickly answers questions like “Where’s this function?”, saving developers time on debugging and onboarding.

CodeCompass: AI-powered Vibe Coding with MCP. Connects Git repositories to AI assistants like Claude, using Ollama for privacy or OpenAI for cloud. Integrates with VSCode, Cursor, and more.

Token-efficient codebase maps for AI IDEs. Parses Python, TypeScript & more with tree-sitter, builds a ranked dependency graph, and exposes it via MCP to Cursor, VS Code, and Claude Desktop.

Hierarchical codebase navigation skill for Claude Code / AI coding agents. Generates per-directory CODEMAP.md index files with structure summaries, key exports with source annotations, and large file deep analysis.

A CLI tool to explore codebases efficiently. Designed for LLMs and coding agents as a smarter alternative to ls, grep, and find.

Local-first Windows desktop app: explore your codebase as an interactive dependency graph, semantic search, git context, and optional AI (Groq) for explanations and what-if analysis. SQLite + ChromaDB-no separate DB server.

Codex and Claude Code skill for agent-maintained project wikis, layered code indexes, and low-token repo navigation.

CodeGraphX is a local, token-efficient indexing engine that maps codebase dependencies for AI agents. By storing data in a high-density TOON format and serving it via MCP, it eliminates expensive file re-scanning and cuts token usage. It features O(1) symbol lookups and a real-time dashboard, agent with persistent, low-latency architectural context

Reduce Claude Code token usage 54–67%. MCP server for web engineers — AI agents find symbols, trace callers, and map hierarchies by name instead of reading files. Built for TypeScript. Works with Claude Code, Cursor, and Codex.

Map codebases for AI so assistants see files, links, and context beyond the window limit