Skip to content
Code Recycle
Free · open sourceMITUnclaimed listing

LightRAG is by HKUDS — not by us.

We indexed this project so people can find it. We are not selling it, we host no copy of the code, and we are not affiliated with or endorsed by its authors — get it from them.

Indexed Oct 19, 2026 · 40,210 stars at index time. Maintainers: claiming verifies your identity and unlocks a higher assurance tier. Removal requests are honored.

Application · for humans & their agents

LightRAG

unclaimed listingactively maintainedFreeMIT

[EMNLP2025] LightRAG: Simple and Fast Retrieval-Augmented Generation

by Open Source Community · New publisher

Go to the project ↗Open live demo ↗

Every claim on this page is refundable if it is untrue — refund policy.

arxiv.org/abs/2410.05779

HKUDS/LightRAG is an open-source project by HKUDS: [EMNLP2025] LightRAG: Simple and Fast Retrieval-Augmented Generation. Indexed here so it can be found — not resold.

It is free. Get it from the upstream repository: https://github.com/HKUDS/LightRAG

From the project's own README (excerpt, reproduced for discovery under its MIT license):

🚀 LightRAG: Simple and Fast Retrieval-Augmented Generation

   

---

🎉 News • [2026.07]🎯[New Feature]: Add Smart Heading recognition feature for word documents. • [2026.05]🎯[New Feature]: Merge RagAnything into LightRAG🎉. Multimodal content parsing and extraction via MinerU / Docling services. • [2026.05]🎯[New Feature]: Introducing four selectable text chunking strategies: Fix, Recursive, Vector, and Paragraph. • [2026.05]🎯[New Feature]: Role-specific LLM configuration support, 4 distinct roles: EXTRACT, QUERY, KEYWORDS, and VLM, with independent LLM settings. • [2026.03]🎯[New Feature]: Integrated OpenSearch as a unified storage backend, providing comprehensive support for all four LightRAG storage. • [2026.03]🎯[New Feature]: Introduced a setup wizard. Support for local deployment of embedding, reranking, and storage backends via Docker. • [2025.11]🎯[New Feature]: Integrated RAGAS for Evaluation and Langfuse for Tracing. Updated the API to return retrieved contexts alongside query results to support context precision metrics. • [2025.10]🎯[Scalability Enhancement]: Eliminated processing bottlenecks to support Large-Scale Datasets Efficiently. • [2025.09]🎯[New Feature] Enhances knowledge graph extraction accuracy for Open-Sourced LLMs such as Qwen3-30B-A3B. • [2025.08]🎯[New Feature] Reranker is now supported, significantly boosting performance for mixed queries (set as default query mode). • [2025.08]🎯[New Feature] Added Document Deletion with automatic KG regeneration to ensure optimal query performance. • [2025.06]🎯[New Release] Our team has released RAG-Anything — an All-in-One Multimodal RAG system for seamless processing of text, images, tables, and…

Preview

See what it does before you commit. Previews show behavior, never source code.

01Capabilities

Does

  • No capabilities recorded

Doesn’t

  • No exclusions declared

02Requirements & stack

Depends on

No declared dependencies

Credentials needed

None declared

Stack

python

03Community

No endorsements yet

No verified confirmations yet — be the first.

Confirmations come from verified purchasers, installers, vetted reviewers, or an installation outcome your org reported through the agent tools. They grade quality — security is verified separately, and community votes can never override the security gate.

Open an issue

Sign in to confirm — weight comes from verified usage, not vote count.

Nobody has reported anything yet — a success counts as a report too.

04Trust Passport

Full passport →
–/100

0/0 automated components pass. An automated score is never a security guarantee.

This listing is unclaimed, so publisher identity cannot be verified and it stays below the “verified” tier by design — that is a statement about the listing, not about the project’s quality. Our automated scans still ran; a maintainer who claims it unlocks identity verification.

VersionChannelReleasedNotes
0.0.0stableOct 19, 2026Indexed listing — see the upstream repository for real release history.