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MCP server · Data

Graphrag Toolkit

Python toolkit for building graph-enhanced GenAI applications

77Good

Scored 4 days ago · breakdown

About Graphrag Toolkit

Graphrag Toolkit is an MCP server published by awslabs in the Data category: python toolkit for building graph-enhanced GenAI applications. It has been installed 0 times through Conduid.

The repository has 364 stars and 75 forks, with the last commit 6 months ago. Six months or more without a commit doesn't mean the server is broken, but check the open issues (0) before depending on it in production.

Install

Install
npx graphrag-toolkit

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

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Security checks

  • ·README presentNot checked yet.
  • ·License declaredNot checked yet.
  • ·Tests presentNot checked yet.
  • ·Dependencies pinnedNot checked yet.
  • ·No dynamic code executionNot checked yet.
  • !Scoped permissionsDoesn't declare a permission scope. Assume it can do anything its process can.

Releases

graphrag-byokg/v3.19.1graphrag-byokg/v3.19.1 · 26 Aug 2026What's Changed [FIX]: Validate region and format in Neptune Analytics load Cypher by @oussamahansal in https://github.com/awslabs/graphrag-toolkit/pull/487 Full Changelog**:…
graphrag-lexical-graph/v3.19.1graphrag-lexical-graph/v3.19.1 · 26 Aug 2026What's Changed [FIX] Shell-quote values written to .env.testing by @oussamahansal in https://github.com/awslabs/graphrag-toolkit/pull/482 [Fix] Constrain ModelId and ExampleNotebooksURL parameters in CloudFormation by @oussamahansal in…
graphrag-byokg/v3.19.0graphrag-byokg/v3.19.0 · 18 Aug 2026What's Changed chore(ci): bump actions/setup-python from 6 to 7 by @dependabot[bot] in https://github.com/awslabs/graphrag-toolkit/pull/409 chore(ci): bump actions/attest-build-provenance from 2.4.0 to 4.1.1 by @dependabot[bot] in…
graphrag-lexical-graph/v3.19.0graphrag-lexical-graph/v3.19.0 · 18 Aug 2026What's Changed [FEATURE] Add OpenSearch Serverless AOSS NextGen vector store support by @noel-improv in https://github.com/awslabs/graphrag-toolkit/pull/391 chore(ci): bump actions/setup-python from 6 to 7 by @dependabot[bot] in…

README

GraphRAG Toolkit

PyPI - lexical-graph PyPI - byokg-rag License

Check out the graphrag-toolkit Docs found here: Start here!

The graphrag-toolkit is a collection of Python tools for building graph-enhanced Generative AI applications.

Lexical Graph

The lexical-graph provides a framework for automating the construction of a hierarchical lexical graph from unstructured data, and composing question-answering strategies that query this graph when answering user questions.

Lexical graph

Additional Resources

BYOKG-RAG

BYOKG-RAG is a novel approach to Knowledge Graph Question Answering (KGQA) that combines the power of Large Language Models (LLMs) with structured knowledge graphs. The system allows users to bring their own knowledge graph and perform complex question answering over it.

Security

See CONTRIBUTING for more information.

License

This project is licensed under the Apache-2.0 License.

README mirrored from the source repository 4 days ago. The original is authoritative.

Questions

About Graphrag Toolkit

How do I install Graphrag Toolkit?

Run npx graphrag-toolkit, then add the server to your MCP client's configuration. Conduid has recorded 0 installs, so the command is known to work with current clients.

Is Graphrag Toolkit safe to use with an AI agent?

Its trust score is 77 out of 100 (good). It passes 0 of 1 static security checks; the failures are listed above. It has no ConduID identity yet, so agent calls to it are not receipted.

Is Graphrag Toolkit still maintained?

Yes — the latest release is graphrag-byokg/v3.19.1 (26 Aug 2026), and the last commit was 6 months ago. The repository has 364 stars and 0 open issues.