Code Search Python Packages

openrewrite

Automated mass refactoring of source code.

cocoindex-code

A super light-weight embedded code search engine CLI (AST based) that just works - saves 70% token and improves speed for coding agent 🌟 Star if you like it!

semble

Fast and Accurate Code Search for Agents. Uses ~98% fewer tokens than grep+read

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.

vera-ai

Local code search combining BM25, vector similarity, and cross-encoder reranking. Parses 60+ languages with tree-sitter, runs entirely offline, and returns structured results with file paths, line ranges, and symbol metadata. Built in Rust.

cocosearch

Local-first hybrid semantic code search tool. Indexes codebases into PostgreSQL with pgvector embeddings via Ollama, combines vector similarity + keyword search with RRF fusion. Supports 30+ languages. Features CLI, MCP server, WEB dashboard and interactive REPL.

mcp-server-tree-sitter

MCP Server for Tree-sitter

sweepai

Sweep: AI coding assistant for JetBrains

hhg

Local semantic code search using embeddings and BM25

rtfm-ai

Retrieve The Forgotten Memory — The open retrieval layer for AI agents. FTS5 + semantic search, wikilink resolution, Obsidian vault integration. 10 parsers, progressive disclosure, MCP native.

promptrouter

Reduce your LLM costs by 40-70% automatically. Routes prompts locally, compacts context, tracks real savings.

hygrep

Local semantic code search using embeddings and BM25

fossick-mcp

MCP server — search code, find libraries, and evaluate dependencies across all of GitHub, PyPI, and npm

code-memory

MCP server with local vector search for your codebase. Smart indexing, semantic search, Git history — all offline.

fleet-mem

Shared code intelligence for agent fleets — AST-aware semantic search + multi-agent memory with git-concurrent coordination

contextgo

Local-first context & memory runtime for multi-agent AI coding teams

cicada-mcp

AI Coders search blindly. Be their guide.

vectorless-code

Code-aware search and navigation engine, powered by vectorless.

scantool

MCP server for code structure analysis across 20+ languages. Tree-sitter powered. Works with Claude Code and Claude Desktop.

sanguine

Fully local code indexing and sematic search tool

index1

AI memory system for coding agents — code index + cognitive facts, persistent across sessions

nexus-mcp-ci

Unified MCP server with hybrid search, code graph analysis, and semantic memory

devbrain

A FastMCP server for DevBrain stdio communication.

code-explore

Developer knowledge base CLI — scan, index, and search your programming projects