Querent

GraphRAG 中文文档。GraphRAG是一种结构化的、分层的检索增强生成（RAG）方法，而不是使用纯文本片段的语义搜索方法。GraphRAG 过程包括从原始文本中提取出知识图谱，构建社群层级(这种结构通常用来描述个体、群体及它们之间的关系，帮助理解信息如何在社群内部传播、知识如何共享以及权力和影响力如何分布)，为这些社群层级生成摘要，然后在执行基于 RAG 的任务时利用这些结构。

This repository explores Microsoft GRAPHRAG working by ingesting a PDF document.

GraphRag vs Embeddings

GraphRAG4OpenWebUI integrates Microsoft's GraphRAG technology into Open WebUI, providing a versatile information retrieval API. It combines local, global, and web searches for advanced Q&A systems and search engines. This tool simplifies graph-based retrieval integration in open web environments.

Ollama Embeddings Forwarder

A blog on what I'm learning about knowledge graphs & LLMs.

Naive RAG, Graph RAG Chatbot with LLM

Elevating RAG with Multi-Agent Systems

A Flask app running GraphRAG for healthcare, made with Vertex AI and Neo4j, to be deployed in a container (Cloud Run or ECS).

GraphRAG Server

Maskarama is an innovative god-simulation sandbox game where players wield omnipotent powers to shape the destinies of intricate AI-driven characters. Each character in Maskarama is a living entity with a unique memory graph, influenced by their experiences, perceptions, and interactions within dynamically evolving environments.

This project is designed for a simple LLM agent with tools on a clinical knowledge graph in Neo4j.

I am exploring the Graph RAG and its important concept. I have created this repository to work on my projects.

Toy GraphRAG/Knowledge Graph implementation using The Silmarillion

GraphRAG-Ollama-UI + GraphRAG4OpenWebUI 融合版（有gradio webui配置生成RAG索引，有fastapi提供RAG API服务）

A minimalist Go implementation of Microsoft's GraphRAG

GraphRAG / From Local to Global: A Graph RAG Approach to Query-Focused Summarization

GraphRAG + MongoDB

参考GraphRag使用 Semantic Kernel 来实现的dotnet版本，可以使用NuGet开箱即用集成到项目中