GraphRAG-Local-UI

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GraphRAG-Local-UI is an AI Agents & Automation tool that adapts Microsoft's GraphRAG for local LLMs. It features a robust API and multiple applications for indexing, prompt tuning, querying, chat, and visualizing knowledge graphs.

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At a glance

Pricing

Open Source

Free tier

Yes

API

Yes

Skill level

Technical

About

What is GraphRAG-Local-UI?

GraphRAG-Local-UI is an open-source adaptation of Microsoft's GraphRAG, specifically designed to support local Large Language Models (LLMs) and embeddings, including compatibility with Ollama and OpenAI-compatible APIs. It features a robust FastAPI-based API as its core, enabling comprehensive GraphRAG operations. The tool provides dedicated Gradio-based user interfaces for managing indexing and prompt tuning processes, as well as a main interactive UI for querying, chat, and real-time 2D/3D knowledge graph visualization. Users can manage data, upload files, customize settings, and explore outputs directly through the interface, making it a cost-effective solution by eliminating dependency on expensive cloud-based models. The project aims to be the ultimate local GraphRAG/Knowledge Graph application, with ongoing development to integrate more features and specialized interfaces.

Best used for

Ideal for data scientists and developers who need to build, manage, and query knowledge graphs using local LLMs, fine-tune prompts, and visualize complex data relationships. Especially valuable for those seeking a cost-effective, self-hosted solution for RAG applications without relying on cloud-based models.

Common actions

build knowledge graphs

tune LLM prompts

query local LLMs

visualize data relationships

manage RAG workflows

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Capabilities

Key features

Local LLM/embedding support
FastAPI-based API
Indexing/Prompt Tuning UI
Real-time graph visualization
Flexible querying (global/local/chat)
File management (upload/edit/delete)
Output exploration

Target Audience

data scientist

Integrations

Not yet documented

Pricing & Plans

Open Source

Free

FAQs

What kind of LLMs does GraphRAG-Local-UI support?

GraphRAG-Local-UI is designed to support local LLMs and embeddings, including compatibility with Ollama and OpenAI-compatible APIs. This allows users to leverage their own models and avoid dependencies on costly cloud-based services for their GraphRAG operations.

Can I visualize my knowledge graph with this tool?

Yes, the main interactive UI (app.py) provides real-time knowledge graph visualization capabilities. You can visualize your knowledge graph in both 2D and 3D using Plotly, with customizable options for graph layout, node sizes, and colors to suit your preferences.

How does GraphRAG-Local-UI handle indexing and prompt tuning?

The tool features a dedicated Gradio-based interface (index_app.py) for managing indexing and prompt tuning processes. This allows users to configure and run indexing tasks, set up and execute prompt tuning, manage input files, and adjust LLM and embedding settings through a user-friendly UI.

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Also listed in

This tool also appears in

Data & Analytics › Data Visualization Coding & Development › Prompt Engineering

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