René's URL Explorer Experiment


Title: GitHub - Sucran/LightRAG: "LightRAG: Simple and Fast Retrieval-Augmented Generation"

Open Graph Title: GitHub - Sucran/LightRAG: "LightRAG: Simple and Fast Retrieval-Augmented Generation"

X Title: GitHub - Sucran/LightRAG: "LightRAG: Simple and Fast Retrieval-Augmented Generation"

Description: "LightRAG: Simple and Fast Retrieval-Augmented Generation" - Sucran/LightRAG

Open Graph Description: "LightRAG: Simple and Fast Retrieval-Augmented Generation" - Sucran/LightRAG

X Description: "LightRAG: Simple and Fast Retrieval-Augmented Generation" - Sucran/LightRAG

Opengraph URL: https://github.com/Sucran/LightRAG

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:dc4d0609-ff3e-1e11-0721-c056915fb379
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id93A8:226AF9:114EF90:16A4C32:69920D6E
html-safe-noncec57c1f28288c98b6bcd6062e2305f89805f4da241f8d77eef873c0a6c2db9ba4
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiI5M0E4OjIyNkFGOToxMTRFRjkwOjE2QTRDMzI6Njk5MjBENkUiLCJ2aXNpdG9yX2lkIjoiODMyNzExMzgxMTA3ODI4NjcwMiIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmacaa23441759ff5fa8ea6a03f95ce43d163fb1d5fddf3e3cce021525bd9a9e5522
hovercard-subject-tagrepository:887939769
github-keyboard-shortcutsrepository,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location//
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/Sucran/LightRAG
twitter:imagehttps://opengraph.githubassets.com/8f1d5ccfdbe2409bda884af7da839783580294e4c2311ed64259dd7c51eee616/Sucran/LightRAG
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/8f1d5ccfdbe2409bda884af7da839783580294e4c2311ed64259dd7c51eee616/Sucran/LightRAG
og:image:alt"LightRAG: Simple and Fast Retrieval-Augmented Generation" - Sucran/LightRAG
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None42c603b9d642c4a9065a51770f75e5e27132fef0e858607f5c9cb7e422831a7b
turbo-cache-controlno-preview
go-importgithub.com/Sucran/LightRAG git https://github.com/Sucran/LightRAG.git
octolytics-dimension-user_id6975465
octolytics-dimension-user_loginSucran
octolytics-dimension-repository_id887939769
octolytics-dimension-repository_nwoSucran/LightRAG
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forktrue
octolytics-dimension-repository_parent_id866513204
octolytics-dimension-repository_parent_nwoHKUDS/LightRAG
octolytics-dimension-repository_network_root_id866513204
octolytics-dimension-repository_network_root_nwoHKUDS/LightRAG
turbo-body-classeslogged-out env-production page-responsive
disable-turbofalse
browser-stats-urlhttps://api.github.com/_private/browser/stats
browser-errors-urlhttps://api.github.com/_private/browser/errors
release848bc6032dcc93a9a7301dcc3f379a72ba13b96e
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://patch-diff.githubusercontent.com/Sucran/LightRAG#start-of-content
https://patch-diff.githubusercontent.com/
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FSucran%2FLightRAG
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub SparkBuild and deploy intelligent appshttps://github.com/features/spark
GitHub ModelsManage and compare promptshttps://github.com/features/models
MCP RegistryNewIntegrate external toolshttps://github.com/mcp
ActionsAutomate any workflowhttps://github.com/features/actions
CodespacesInstant dev environmentshttps://github.com/features/codespaces
IssuesPlan and track workhttps://github.com/features/issues
Code ReviewManage code changeshttps://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilitieshttps://github.com/security/advanced-security
Code securitySecure your code as you buildhttps://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they starthttps://github.com/security/advanced-security/secret-protection
Why GitHubhttps://github.com/why-github
Documentationhttps://docs.github.com
Bloghttps://github.blog
Changeloghttps://github.blog/changelog
Marketplacehttps://github.com/marketplace
View all featureshttps://github.com/features
Enterpriseshttps://github.com/enterprise
Small and medium teamshttps://github.com/team
Startupshttps://github.com/enterprise/startups
Nonprofitshttps://github.com/solutions/industry/nonprofits
App Modernizationhttps://github.com/solutions/use-case/app-modernization
DevSecOpshttps://github.com/solutions/use-case/devsecops
DevOpshttps://github.com/solutions/use-case/devops
CI/CDhttps://github.com/solutions/use-case/ci-cd
View all use caseshttps://github.com/solutions/use-case
Healthcarehttps://github.com/solutions/industry/healthcare
Financial serviceshttps://github.com/solutions/industry/financial-services
Manufacturinghttps://github.com/solutions/industry/manufacturing
Governmenthttps://github.com/solutions/industry/government
View all industrieshttps://github.com/solutions/industry
View all solutionshttps://github.com/solutions
AIhttps://github.com/resources/articles?topic=ai
Software Developmenthttps://github.com/resources/articles?topic=software-development
DevOpshttps://github.com/resources/articles?topic=devops
Securityhttps://github.com/resources/articles?topic=security
View all topicshttps://github.com/resources/articles
Customer storieshttps://github.com/customer-stories
Events & webinarshttps://github.com/resources/events
Ebooks & reportshttps://github.com/resources/whitepapers
Business insightshttps://github.com/solutions/executive-insights
GitHub Skillshttps://skills.github.com
Documentationhttps://docs.github.com
Customer supporthttps://support.github.com
Community forumhttps://github.com/orgs/community/discussions
Trust centerhttps://github.com/trust-center
Partnershttps://github.com/partners
GitHub SponsorsFund open source developershttps://github.com/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/accelerator
Archive Programhttps://archiveprogram.github.com
Topicshttps://github.com/topics
Trendinghttps://github.com/trending
Collectionshttps://github.com/collections
Enterprise platformAI-powered developer platformhttps://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security featureshttps://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI featureshttps://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 supporthttps://github.com/premium-support
Pricinghttps://github.com/pricing
Search syntax tipshttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentationhttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FSucran%2FLightRAG
Sign up https://patch-diff.githubusercontent.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=Sucran%2FLightRAG
Reloadhttps://patch-diff.githubusercontent.com/Sucran/LightRAG
Reloadhttps://patch-diff.githubusercontent.com/Sucran/LightRAG
Reloadhttps://patch-diff.githubusercontent.com/Sucran/LightRAG
Sucran https://patch-diff.githubusercontent.com/Sucran
LightRAGhttps://patch-diff.githubusercontent.com/Sucran/LightRAG
HKUDS/LightRAGhttps://patch-diff.githubusercontent.com/HKUDS/LightRAG
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2FSucran%2FLightRAG
Fork 0 https://patch-diff.githubusercontent.com/login?return_to=%2FSucran%2FLightRAG
Star 0 https://patch-diff.githubusercontent.com/login?return_to=%2FSucran%2FLightRAG
arxiv.org/abs/2410.05779https://arxiv.org/abs/2410.05779
MIT license https://patch-diff.githubusercontent.com/Sucran/LightRAG/blob/main/LICENSE
0 stars https://patch-diff.githubusercontent.com/Sucran/LightRAG/stargazers
4.1k forks https://patch-diff.githubusercontent.com/Sucran/LightRAG/forks
Branches https://patch-diff.githubusercontent.com/Sucran/LightRAG/branches
Tags https://patch-diff.githubusercontent.com/Sucran/LightRAG/tags
Activity https://patch-diff.githubusercontent.com/Sucran/LightRAG/activity
Star https://patch-diff.githubusercontent.com/login?return_to=%2FSucran%2FLightRAG
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2FSucran%2FLightRAG
Code https://patch-diff.githubusercontent.com/Sucran/LightRAG
Pull requests 0 https://patch-diff.githubusercontent.com/Sucran/LightRAG/pulls
Actions https://patch-diff.githubusercontent.com/Sucran/LightRAG/actions
Projects 0 https://patch-diff.githubusercontent.com/Sucran/LightRAG/projects
Security 0 https://patch-diff.githubusercontent.com/Sucran/LightRAG/security
Insights https://patch-diff.githubusercontent.com/Sucran/LightRAG/pulse
Code https://patch-diff.githubusercontent.com/Sucran/LightRAG
Pull requests https://patch-diff.githubusercontent.com/Sucran/LightRAG/pulls
Actions https://patch-diff.githubusercontent.com/Sucran/LightRAG/actions
Projects https://patch-diff.githubusercontent.com/Sucran/LightRAG/projects
Security https://patch-diff.githubusercontent.com/Sucran/LightRAG/security
Insights https://patch-diff.githubusercontent.com/Sucran/LightRAG/pulse
Brancheshttps://patch-diff.githubusercontent.com/Sucran/LightRAG/branches
Tagshttps://patch-diff.githubusercontent.com/Sucran/LightRAG/tags
https://patch-diff.githubusercontent.com/Sucran/LightRAG/branches
https://patch-diff.githubusercontent.com/Sucran/LightRAG/tags
278 Commitshttps://patch-diff.githubusercontent.com/Sucran/LightRAG/commits/main/
https://patch-diff.githubusercontent.com/Sucran/LightRAG/commits/main/
.github/workflowshttps://patch-diff.githubusercontent.com/Sucran/LightRAG/tree/main/.github/workflows
.github/workflowshttps://patch-diff.githubusercontent.com/Sucran/LightRAG/tree/main/.github/workflows
exampleshttps://patch-diff.githubusercontent.com/Sucran/LightRAG/tree/main/examples
exampleshttps://patch-diff.githubusercontent.com/Sucran/LightRAG/tree/main/examples
lightraghttps://patch-diff.githubusercontent.com/Sucran/LightRAG/tree/main/lightrag
lightraghttps://patch-diff.githubusercontent.com/Sucran/LightRAG/tree/main/lightrag
reproducehttps://patch-diff.githubusercontent.com/Sucran/LightRAG/tree/main/reproduce
reproducehttps://patch-diff.githubusercontent.com/Sucran/LightRAG/tree/main/reproduce
.DS_Storehttps://patch-diff.githubusercontent.com/Sucran/LightRAG/blob/main/.DS_Store
.DS_Storehttps://patch-diff.githubusercontent.com/Sucran/LightRAG/blob/main/.DS_Store
.gitignorehttps://patch-diff.githubusercontent.com/Sucran/LightRAG/blob/main/.gitignore
.gitignorehttps://patch-diff.githubusercontent.com/Sucran/LightRAG/blob/main/.gitignore
.pre-commit-config.yamlhttps://patch-diff.githubusercontent.com/Sucran/LightRAG/blob/main/.pre-commit-config.yaml
.pre-commit-config.yamlhttps://patch-diff.githubusercontent.com/Sucran/LightRAG/blob/main/.pre-commit-config.yaml
Dockerfilehttps://patch-diff.githubusercontent.com/Sucran/LightRAG/blob/main/Dockerfile
Dockerfilehttps://patch-diff.githubusercontent.com/Sucran/LightRAG/blob/main/Dockerfile
LICENSEhttps://patch-diff.githubusercontent.com/Sucran/LightRAG/blob/main/LICENSE
LICENSEhttps://patch-diff.githubusercontent.com/Sucran/LightRAG/blob/main/LICENSE
README.mdhttps://patch-diff.githubusercontent.com/Sucran/LightRAG/blob/main/README.md
README.mdhttps://patch-diff.githubusercontent.com/Sucran/LightRAG/blob/main/README.md
get_all_edges_nx.pyhttps://patch-diff.githubusercontent.com/Sucran/LightRAG/blob/main/get_all_edges_nx.py
get_all_edges_nx.pyhttps://patch-diff.githubusercontent.com/Sucran/LightRAG/blob/main/get_all_edges_nx.py
requirements.txthttps://patch-diff.githubusercontent.com/Sucran/LightRAG/blob/main/requirements.txt
requirements.txthttps://patch-diff.githubusercontent.com/Sucran/LightRAG/blob/main/requirements.txt
setup.pyhttps://patch-diff.githubusercontent.com/Sucran/LightRAG/blob/main/setup.py
setup.pyhttps://patch-diff.githubusercontent.com/Sucran/LightRAG/blob/main/setup.py
test.pyhttps://patch-diff.githubusercontent.com/Sucran/LightRAG/blob/main/test.py
test.pyhttps://patch-diff.githubusercontent.com/Sucran/LightRAG/blob/main/test.py
test_neo4j.pyhttps://patch-diff.githubusercontent.com/Sucran/LightRAG/blob/main/test_neo4j.py
test_neo4j.pyhttps://patch-diff.githubusercontent.com/Sucran/LightRAG/blob/main/test_neo4j.py
READMEhttps://patch-diff.githubusercontent.com/Sucran/LightRAG
Licensehttps://patch-diff.githubusercontent.com/Sucran/LightRAG
https://patch-diff.githubusercontent.com/Sucran/LightRAG#-lightrag-simple-and-fast-retrieval-augmented-generation
https://camo.githubusercontent.com/87cc3657916a7b4d6f30acb1b564a6f65d4d163b8d04ef3204302294189398d7/68747470733a2f2f692d626c6f672e6373646e696d672e636e2f6469726563742f35363731333966316133366534353634616263363363653563313262363237312e6a706567
https://lightrag.github.io
https://youtu.be/oageL-1I0GE
https://arxiv.org/abs/2410.05779
https://learnopencv.com/lightrag
https://camo.githubusercontent.com/0bb2cf0c00f92b9fa6ace880d915e62eb0ff1470b2d926fb677bcf1bc560f485/68747470733a2f2f696d672e736869656c64732e696f2f6769746875622f73746172732f686b7564732f6c696768747261673f636f6c6f723d677265656e267374796c653d736f6369616c
https://camo.githubusercontent.com/035d3bdb04471301ec5db3fe3b72139273158face20b7c772d4518ee23cca6cb/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f707974686f6e2d3e3d332e392e31312d626c7565
https://pypi.org/project/lightrag-hku/
https://pepy.tech/project/lightrag-hku
https://discord.gg/E4HgTnck
https://github.com/HKUDS/LightRAG/issues/285
nano-graphraghttps://github.com/gusye1234/nano-graphrag
https://camo.githubusercontent.com/01973830028aa09288023e5bfa5791cc9bccf88cdae65607080a0d1b11a7aef6/68747470733a2f2f692d626c6f672e6373646e696d672e636e2f6469726563742f62326161663633343135316234373036383932363933666662343364393039332e706e67
https://patch-diff.githubusercontent.com/Sucran/LightRAG#-news
LearnOpenCVhttps://learnopencv.com/lightrag
use Oracle Database 23ai for all storage types (kv/vector/graph)https://github.com/HKUDS/LightRAG/blob/main/examples/lightrag_oracle_demo.py
deleting entities by their nameshttps://github.com/HKUDS/LightRAG?tab=readme-ov-file#delete-entity
LightRAG Guihttps://lightrag-gui.streamlit.app
use Neo4J for Storagehttps://github.com/HKUDS/LightRAG?tab=readme-ov-file#using-neo4j-for-storage
LightRAG Introduction Videohttps://youtu.be/oageL-1I0GE
Discord channelhttps://discord.gg/E4HgTnck
Ollama modelshttps://github.com/HKUDS/LightRAG?tab=readme-ov-file#quick-start
Hugging Face modelshttps://github.com/HKUDS/LightRAG?tab=readme-ov-file#quick-start
https://patch-diff.githubusercontent.com/Sucran/LightRAG#algorithm-flowchart
https://camo.githubusercontent.com/4ebd2af368fedff45d7ab3b59f588cb1a7e5223aac7bcf668423de9402ebb49d/68747470733a2f2f6c6561726e6f70656e63762e636f6d2f77702d636f6e74656e742f75706c6f6164732f323032342f31312f4c696768745241472d566563746f7244422d4a736f6e2d4b562d53746f72652d496e646578696e672d466c6f7763686172742d7363616c65642e6a7067
https://camo.githubusercontent.com/f0366b75effc7277c7e4167ec88727e3271e61991aa38bed23542ddfebc71efc/68747470733a2f2f6c6561726e6f70656e63762e636f6d2f77702d636f6e74656e742f75706c6f6164732f323032342f31312f4c696768745241472d5175657279696e672d466c6f7763686172742d4475616c2d4c6576656c2d52657472696576616c2d47656e65726174696f6e2d4b6e6f776c656467652d4772617068732d7363616c65642e6a7067
https://patch-diff.githubusercontent.com/Sucran/LightRAG#install
https://patch-diff.githubusercontent.com/Sucran/LightRAG#quick-start
Video demohttps://www.youtube.com/watch?v=g21royNJ4fw
https://patch-diff.githubusercontent.com/Sucran/LightRAG#overview
https://patch-diff.githubusercontent.com/Sucran/LightRAG#using-neo4j-for-storage
https://hub.docker.com/_/neo4jhttps://hub.docker.com/_/neo4j
https://patch-diff.githubusercontent.com/Sucran/LightRAG#increasing-context-size
https://patch-diff.githubusercontent.com/Sucran/LightRAG#increasing-the-num_ctx-parameter-in-modelfile
https://patch-diff.githubusercontent.com/Sucran/LightRAG#setup-num_ctx-via-ollama-api
https://patch-diff.githubusercontent.com/Sucran/LightRAG#fully-functional-example
https://patch-diff.githubusercontent.com/Sucran/LightRAG#low-ram-gpus
https://patch-diff.githubusercontent.com/Sucran/LightRAG#query-param
https://patch-diff.githubusercontent.com/Sucran/LightRAG#batch-insert
https://patch-diff.githubusercontent.com/Sucran/LightRAG#incremental-insert
https://patch-diff.githubusercontent.com/Sucran/LightRAG#delete-entity
https://patch-diff.githubusercontent.com/Sucran/LightRAG#multi-file-type-support
https://patch-diff.githubusercontent.com/Sucran/LightRAG#graph-visualization
https://patch-diff.githubusercontent.com/Sucran/LightRAG#api-server-implementation
https://patch-diff.githubusercontent.com/Sucran/LightRAG#setting-up-the-api-server
https://patch-diff.githubusercontent.com/Sucran/LightRAG#api-endpoints
https://patch-diff.githubusercontent.com/Sucran/LightRAG#1-query-endpoint
https://patch-diff.githubusercontent.com/Sucran/LightRAG#2-insert-text-endpoint
https://patch-diff.githubusercontent.com/Sucran/LightRAG#3-insert-file-endpoint
https://patch-diff.githubusercontent.com/Sucran/LightRAG#4-health-check-endpoint
https://patch-diff.githubusercontent.com/Sucran/LightRAG#configuration
https://patch-diff.githubusercontent.com/Sucran/LightRAG#error-handling
https://patch-diff.githubusercontent.com/Sucran/LightRAG#evaluation
https://patch-diff.githubusercontent.com/Sucran/LightRAG#dataset
TommyChien/UltraDomainhttps://huggingface.co/datasets/TommyChien/UltraDomain
https://patch-diff.githubusercontent.com/Sucran/LightRAG#generate-query
https://patch-diff.githubusercontent.com/Sucran/LightRAG#batch-eval
https://patch-diff.githubusercontent.com/Sucran/LightRAG#overall-performance-table
https://patch-diff.githubusercontent.com/Sucran/LightRAG#reproduce
https://patch-diff.githubusercontent.com/Sucran/LightRAG#step-0-extract-unique-contexts
https://patch-diff.githubusercontent.com/Sucran/LightRAG#step-1-insert-contexts
https://patch-diff.githubusercontent.com/Sucran/LightRAG#step-2-generate-queries
https://patch-diff.githubusercontent.com/Sucran/LightRAG#step-3-query
https://patch-diff.githubusercontent.com/Sucran/LightRAG#code-structure
https://patch-diff.githubusercontent.com/Sucran/LightRAG#star-history
https://star-history.com/#HKUDS/LightRAG&Date
https://patch-diff.githubusercontent.com/Sucran/LightRAG#contribution
https://github.com/HKUDS/LightRAG/graphs/contributors
https://patch-diff.githubusercontent.com/Sucran/LightRAG#citation
arxiv.org/abs/2410.05779https://arxiv.org/abs/2410.05779
Readme https://patch-diff.githubusercontent.com/Sucran/LightRAG#readme-ov-file
MIT license https://patch-diff.githubusercontent.com/Sucran/LightRAG#MIT-1-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/Sucran/LightRAG
Activityhttps://patch-diff.githubusercontent.com/Sucran/LightRAG/activity
0 starshttps://patch-diff.githubusercontent.com/Sucran/LightRAG/stargazers
0 watchinghttps://patch-diff.githubusercontent.com/Sucran/LightRAG/watchers
0 forkshttps://patch-diff.githubusercontent.com/Sucran/LightRAG/forks
Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FSucran%2FLightRAG&report=Sucran+%28user%29
Releaseshttps://patch-diff.githubusercontent.com/Sucran/LightRAG/releases
Packages 0https://patch-diff.githubusercontent.com/users/Sucran/packages?repo_name=LightRAG
https://github.com
Termshttps://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacyhttps://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Securityhttps://github.com/security
Statushttps://www.githubstatus.com/
Communityhttps://github.community/
Docshttps://docs.github.com/
Contacthttps://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.