microsoft/graphrag — A modular graph-based Retrieval-Augmented Generation (RAG) system

Description and use

Microsoft GraphRAG is a modular, graph‑based Retrieval‑Augmented Generation framework that lets developers build scalable RAG pipelines by representing documents, queries, and knowledge as interconnected nodes. It provides flexible components for indexing, retrieval, reasoning, and LLM‑driven generation, enabling easy customization and integration with various data sources and language models.

Problem

microsoft/graphrag helps make internal knowledge searchable and usable by assistants.

Outcome

Medium: useful for prototypes or internal workflows, with dependency and maintenance checks before production.

Workflow

• index knowledge bases
• improve search over documents
• ground assistant answers

Evidence

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

Source