Code Search Python Packages

openrewrite

Automated mass refactoring of source code.

semble

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

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!

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.

rtfm-ai

The open retrieval layer for AI coding agents. Indexes code, docs, legal, research, data — 22 parsers (incl. EPUB, DOCX, ODT), FTS5 + semantic search, knowledge graph. Serves surgical context via MCP. Open source, local, free.

cocosearch

Local-first hybrid semantic code search with dependency graphs and cross-repo search

code-memory

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

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.

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

hygrep

Local semantic code search using embeddings and BM25

promptrouter

LLM cost optimization gateway — route prompts locally, compact context for the rest, track real savings.

cicada-mcp

Code Intelligence MCP for 15 languages

contextgo

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

vectorless-code

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

fleet-mem

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

sanguine

Semantic code indexing tool

odino

A local semantic search CLI that finds code and text using natural language queries, powered by embedding models with no internet required.

code-search-api

Local semantic code search with Ollama embeddings, SQLite, and hybrid search. Index your codebase with language-aware chunking and find code by intent.

scantool

MCP server for multi-language code analysis with structure extraction, metadata parsing, and search capabilities across Python, JavaScript, TypeScript, Rust, Go, C/C++, Java, PHP, C#, Ruby, Zig, HTML, CSS, SCSS, Markdown, Swift, plain text, and images

fossick-mcp

Search all of GitHub from your AI agent — find libraries, drill into repos, search code patterns. MCP server for Claude, Cursor, and other agents.

project-vectorizer

A CLI tool that vectorizes codebases, stores them in a database, tracks changes, and serves them via MCP (Model Context Protocol) for AI agents like Claude, Codex, and others.

index1

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