* [GibRAM server/v0.3.0](https://github.com/gibram-io/gibram) – In-memory knowledge graph server combining graph storage, relationship traversal, and vector search for retrieval-augmented workflows.

* [GraphRAG Toolkit graphrag-lexical-gra...](https://github.com/awslabs/graphrag-toolkit) – Collection of Python tools for building graph-enhanced Generative AI applications.