Evidence tier Source Confirmed · 1 capture on record
What the publisher says
As described on Microsoft Marketplace.
LightRAG is an open-source Retrieval-Augmented Generation (RAG) framework designed to efficiently retrieve relevant information from documents and knowledge bases and use it with Large Language Models (LLMs) to generate accurate, context-aware responses. It provides document indexing, knowledge graph-based retrieval, Web UI, and API support, making it suitable for AI-powered search, question-answering, and knowledge management applications.
Features of LightRAG:
Show the rest of the publisher’s description (40 more lines)
- Provides Retrieval-Augmented Generation (RAG) capabilities for AI applications.
- Supports document indexing and retrieval from knowledge bases.
- Uses knowledge graph-based retrieval to improve contextual understanding.
- Provides a web-based user interface for document management and RAG queries.
- Provides API support for integrating LightRAG with other applications and services.
- Supports configurable LLM and embedding providers.
- Python-based deployment suitable for self-hosted AI and knowledge management environments.
LightRAG usage:
$ sudo su
$ apt update
$ apt install -y python3 python3-pip python3-venv git build-essential
$ cd /opt
$ git clone https://github.com/HKUDS/LightRAG.git
$ cd LightRAG
$ python3 -m venv .venv
$ source .venv/bin/activate
$ python --version
$ pip --version
$ pip install --upgrade pip
$ pip install "lightrag-hku[api]"
$ Check LightRAG version:
$ pip show lightrag-hku
$ Check installed LightRAG package:
$ python -c "import lightrag; print('LightRAG package: OK')"
$ Prepare configuration:
$ cp env.example .env
$ Edit LLM and embedding configuration:
$ nano .env
$ Start LightRAG Server:
$ lightrag-server
$ Check LightRAG is listening on port 9621:
$ ss -lntp | grep 9621
$ Test LightRAG locally:
$ curl -I http://127.0.0.1:9621
$ Access LightRAG in your browser:
# http://SERVER_IP:9621
Version:
LightRAG version: 1.5.6
Disclaimer:
LightRAG is open-source software distributed under the MIT License. It is not affiliated with, endorsed by, or sponsored by any other company or organization. LightRAG is provided "as is," without any warranty, express or implied. Users utilize this software at their own risk. The developers and contributors are not responsible for any damages, losses, or consequences resulting from the use of the software. Users are encouraged to review and comply with the applicable licensing terms and regulations when deploying and using LightRAG.
Agent build and provenance
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Compliance
- FedRAMPConfirmedNot listed90%, registry-checkedNo FedRAMP Marketplace entry matched this vendor's domain, checked 2026-08-27registry recordas observed 2026-08-27
Confirmed means matched to a public authoritative registry. Claimed means the vendor or its listing states it, not yet cross-checked. A framework not shown was not found in any source we hold, which is not evidence against it. Not listed means a scoped registry check found no match for this vendor's domain: a No is a scoped registry check, not a compliance judgment. Confidence bands: 95% domain-verified, 90% registry-checked, 80% self-attested, 70% weak signal. Self-attested items marked “vendor's site” are gathered from the vendor's own website and are not verified by us.
Vendor
External enrichment · as of 2026-08-29
Sources
Publisher resources
1 linkLinked repositories
1 repoUnknown means this listing does not publish a repository. It is not a statement that the code is closed, and a linked repository is not a claim that the publisher wrote it: the registry computes that relationship privately and does not publish it.
Evidence risk is the share of the build you cannot see before you deploy, not a security rating. Sign in to see the layer-by-layer basis for this band.

