Code Intelligence Python Packages

jcodemunch-mcp

Cut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST. Works with Claude Code, Cursor & any MCP client. 313B+ tokens saved.

repowise

Codebase intelligence for AI and humans: code health scores, auto-generated docs, git analytics, dead code detection, and architectural decisions via MCP.

basemind

Full AI context and content layer for coding agents over one MCP server — tree-sitter code-map, document RAG, shared memory, multi-agent comms, web crawl, git history + blame. 300+ languages, 10+ agent harnesses, pure Rust.

tree-sitter-analyzer

Cross-language-safe code-intelligence MCP for AI agents — 13 languages, family-gated call graph (CodeGraph wires 745 cross-language mis-wires on this repo, TSA 6 — ~390x cleaner). Run miswire-audit on your repo. 8 facade tools, TOON output, 100% local. Python.

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.

roam-code

Local codebase intelligence CLI + MCP server for AI coding agents: SQLite code graph, 28 languages, 238 commands, 224 MCP tools, change-safety gates, audit evidence, zero API keys.

egent-code-plexus

A high-performance code intelligence graph for LLMs and AI agents. Sub-second structural queries, impact analysis, and cross-repo API contracts for autonomous coding workflows.

brokk-bifrost-searchtools

Multi-language static analysis for agents, editors, and large repositories.

agent-lsp

MCP server that orchestrates language servers into agent-native workflows. 65 tools, 30 CI-verified languages.

scip-cli

Python CLI for AI agents. Queries SCIP indexes for precise refs, definitions, and repo health analysis.

codebase-memory-mcp

High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static binary, zero dependencies.

ai-codeindex

AI-readable codebase navigation indexes (README_AI.md) via a deterministic CLI — coding agents navigate faster, with fewer tokens. A/B-benchmarked.

second-brain-graph

A living, always-fresh, low-token map of any project: files, code imports, doc links, areas, decisions and git sessions, queried by AI and explored by humans in an offline 2D community map. Zero runtime deps, read-only, optional MCP.

yigraf

A harness primitive for AI coding agents — one queryable graph over code, intent, plan, and memory, with enforceable intent↔code drift detection. pip install yigraf

droste-memory

Local MCP code-memory engine for AI agents: structural graph + semantic search, sharded storage, project isolation, and fractal code visualization.

knowing

Content-addressed knowledge graph for software systems

trelix

🌲 Fast, reliable code intelligence — Tree-sitter AST parsing, contextual hybrid search, adaptive query planning, call-graph expansion & LLM synthesis. 20+ languages. Zero infra.

llmcc

multi-depth architecture views for code understanding and generation in extremely fast speed

trelix-mcp

🌲 Fast, reliable code intelligence — Tree-sitter AST parsing, contextual hybrid search, adaptive query planning, call-graph expansion & LLM synthesis. 20+ languages. Zero infra.

graphlens

Polyglot code-analysis framework — parses Python, TypeScript, Go, Rust & PHP into a shared graph IR (tree-sitter + type-aware resolvers: ty, tsc, gopls, rust-analyzer). Call/dependency graphs, cross-language boundaries, Neo4j export & MCP server.

codeloom

Your AI agent's codebase map. Local-first, hybrid-search code graph for 51+ languages & formats. MCP server. 100% private.

aurora-actr

[ARCHIVED] aurora is archived. Memory → "litectx," orchestration → "bareagent"

axoniq

Graph-powered code intelligence engine — indexes codebases into a knowledge graph, exposed via MCP tools for AI agents and a CLI for developers.

cgh

Local code graph for AI coding agents. Indexes your repo into Kuzu + SQLite FTS, exposes 30+ MCP tools to Claude Code, Cursor, Codex, and Gemini. Federates across sibling repos. Tool calls cost zero model tokens.