graphrag-toolkit: Python toolkit for building graph-enhanced GenAI applications

by awslabs · MCP Server · ★ 453

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

Featured in: Knowledge Base & RAG

Security audit verdict: SAFE · quality 60/100

None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours.

The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.

amazon-neptuneamazon-opensearch-serverlessgraph-databasegraphragllama-indexmcppostgresql

Quick Facts

Stars453
Forks109
LanguagePython
CategoryMCP Server
LicenseApache-2.0
Quality Score60/100
Open Issues44
Last Updated2026-11-05
Created2024-11-15
Platformsmcp, python
Est. Tokens~14k

About graphrag-toolkit

GraphRAG Toolkit The graphrag-toolkit is a collection of Python tools for building graph-enhanced Generative AI applications. Installation instructions and requirements are detailed separately with each tool.

graphrag-toolkit alternative? Top 6 similar tools

Looking for a graphrag-toolkit alternative? If you're comparing graphrag-toolkit with other mcp server tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.

  • py-gpt by szczyglis-dev · ⭐ 2.0k

    Desktop AI Assistant powered by GPT-6, GPT-5, Gemini, Claude, Grok, Ollama, DeepSeek, Perplexity, and more - c

  • pg-aiguide by timescale · ⭐ 1.9k

    MCP server and Claude plugin for Postgres skills and documentation. Helps AI coding tools generate better Post

  • nocturne_memory by Dataojitori · ⭐ 1.4k

    A lightweight, rollbackable, and visual Long-Term Memory Server for MCP Agents. Say goodbye to Vector RAG and

  • ApeRAG by apecloud · ⭐ 1.3k

    ApeRAG: Production-ready GraphRAG with multi-modal indexing, AI agents, MCP support, and scalable K8s deployme

  • AgenticX by DemonDamon · ⭐ 1.0k

    AgenticX is a unified, production-ready multi-agent platform — Python SDK + CLI (agx) + Studio server + Machi

  • Kwipu by benmaster82 · ⭐ 610

    Ask questions across your Markdown notes using a fully local Graph RAG engine. Built for Obsidian vaults, work

More MCP Server Tools

Explore other popular mcp server tools:

View all MCP Server tools →

Popular Python Agent Tools

How this security grade is produced

Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.

The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.

Sources & who's responsible:

View on GitHub → Browse MCP Server tools