Graphrag Python Packages

graphifyy

AI coding assistant skill (Claude Code, Codex, OpenCode, Cursor, Gemini CLI, and more). Turn any folder of code, SQL schemas, R scripts, shell scripts, docs, papers, images, or videos into a queryable knowledge graph. App code + database schema + infrastructure in one graph.

neo4j-graphrag

Neo4j GraphRAG for Python

code-review-graph

Local knowledge graph for Claude Code. Builds a persistent map of your codebase so Claude reads only what matters — 6.8× fewer tokens on reviews and up to 49× on daily coding tasks.

lightrag-hku

[EMNLP2025] "LightRAG: Simple and Fast Retrieval-Augmented Generation"

cognee

Memory control plane for AI Agents in 6 lines of code

graphrag

A modular graph-based Retrieval-Augmented Generation (RAG) system

graphrag-common

A modular graph-based Retrieval-Augmented Generation (RAG) system

graphrag-input

A modular graph-based Retrieval-Augmented Generation (RAG) system

graphrag-llm

A modular graph-based Retrieval-Augmented Generation (RAG) system

graphrag-cache

A modular graph-based Retrieval-Augmented Generation (RAG) system

graphrag-chunking

A modular graph-based Retrieval-Augmented Generation (RAG) system

graphrag-vectors

A modular graph-based Retrieval-Augmented Generation (RAG) system

graphrag-storage

A modular graph-based Retrieval-Augmented Generation (RAG) system

cognitx-codegraph

🕸️ Code knowledge graph for Claude Code & AI coding agents — index TypeScript, NestJS, React into Neo4j and query architecture in Cypher

vectrixdb

Where vectors come alive - A lightweight, visual-first vector database with embedded ML models. No API keys required.

graphrag-sdk

Build fast and accurate GenAI apps with GraphRAG SDK at scale 🌟

dagayn

Local knowledge graph for Claude Code. Builds a persistent map of your codebase so Claude reads only what matters — 6.8× fewer tokens on reviews and up to 49× on daily coding tasks.

agentcore-graph

Native agent-graph runtime written in C++20

neug

High-performance embedded graph database for analytics and real-time transactions

agenticx

AgenticX is a unified, production-ready multi-agent platform — Python SDK + CLI (agx) + Studio server + Machi desktop app. Features Meta-Agent orchestration, 15+ LLM providers, MCP Hub, hierarchical memory, avatar & group chat, skill ecosystem, safety sandbox, and IM gateway (Feishu/WeChat).

kb-arena

Benchmark 7 retrieval strategies on your own docs — naive vector, contextual, QnA pairs, knowledge graph, RAPTOR, PageIndex, and hybrid. Find which KB architecture fits your data.

state-trace

Agent state infrastructure: state-trace Python working memory plus @razroo/parallel-mcp durable MCP orchestration.

nano-graphrag

A simple, easy-to-hack GraphRAG implementation

thought-mcp

Local MCP memory server for LLMs. Bi-temporal graph + vector + Cypher queries + auto-write/auto-recall hooks for Claude Code. Works with Ollama, LM Studio, Anthropic, OpenAI.