René's URL Explorer Experiment


Title: GitHub - BukeLy/rag-api: Multi-tenant RAG API powered by LightRAG/RAG-Anything. Auto-selects best parser (DeepSeek-OCR/MinerU/Docling) via complexity scoring · GitHub

Open Graph Title: GitHub - BukeLy/rag-api: Multi-tenant RAG API powered by LightRAG/RAG-Anything. Auto-selects best parser (DeepSeek-OCR/MinerU/Docling) via complexity scoring

X Title: GitHub - BukeLy/rag-api: Multi-tenant RAG API powered by LightRAG/RAG-Anything. Auto-selects best parser (DeepSeek-OCR/MinerU/Docling) via complexity scoring

Description: Multi-tenant RAG API powered by LightRAG/RAG-Anything. Auto-selects best parser (DeepSeek-OCR/MinerU/Docling) via complexity scoring - BukeLy/rag-api

Open Graph Description: Multi-tenant RAG API powered by LightRAG/RAG-Anything. Auto-selects best parser (DeepSeek-OCR/MinerU/Docling) via complexity scoring - BukeLy/rag-api

X Description: Multi-tenant RAG API powered by LightRAG/RAG-Anything. Auto-selects best parser (DeepSeek-OCR/MinerU/Docling) via complexity scoring - BukeLy/rag-api

Mail addresses
buledream233@gmail.com

Opengraph URL: https://github.com/BukeLy/rag-api

X: @github

direct link

Domain: github.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:93602943-d40e-5614-d1c2-b486014f4080
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idB37A:34DA5A:1BAC6BB:260FD45:6A4F2585
html-safe-nonce02572eb4c10ff4da33ae8e59e7824477d5182947560ebf1953cfc7e0fa207c3a
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJCMzdBOjM0REE1QToxQkFDNkJCOjI2MEZENDU6NkE0RjI1ODUiLCJ2aXNpdG9yX2lkIjoiODkyMjQzMDg2OTk4Mjg4MTE1NyIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac5438e79ed8a92609036d702b67c2154682ae61fcd0bcf7ea3bb61a0ff8391485
hovercard-subject-tagrepository:1074923434
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/bukely/rag-api
twitter:imagehttps://opengraph.githubassets.com/59ace9551f49cdf89593719fab6a01bb86a45feeca0a5b0cb2fe21b6dee4d8f6/BukeLy/rag-api
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/59ace9551f49cdf89593719fab6a01bb86a45feeca0a5b0cb2fe21b6dee4d8f6/BukeLy/rag-api
og:image:altMulti-tenant RAG API powered by LightRAG/RAG-Anything. Auto-selects best parser (DeepSeek-OCR/MinerU/Docling) via complexity scoring - BukeLy/rag-api
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
Noneb92d11c0aa4a77d54ef4af1078b6a15fb5a70a215b30c4ecf28889d5a8e656d9
turbo-cache-controlno-cache
go-importgithub.com/BukeLy/rag-api git https://github.com/BukeLy/rag-api.git
octolytics-dimension-user_id19304666
octolytics-dimension-user_loginBukeLy
octolytics-dimension-repository_id1074923434
octolytics-dimension-repository_nwoBukeLy/rag-api
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id1074923434
octolytics-dimension-repository_network_root_nwoBukeLy/rag-api
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
release2b8f23afb982271f1b22258a94aede67a6b77760
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://github.com/bukely/rag-api#start-of-content
https://github.com/
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fbukely%2Frag-api
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub Copilot appDirect agents from issue to mergehttps://github.com/features/ai/github-app
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
View all resourceshttps://github.com/resources
GitHub SponsorsFund open source developershttps://github.com/open-source/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/open-source/accelerator
GitHub Starshttps://stars.github.com
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/enterprise/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://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fbukely%2Frag-api
Sign up https://github.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=BukeLy%2Frag-api
Reloadhttps://github.com/bukely/rag-api
Reloadhttps://github.com/bukely/rag-api
Reloadhttps://github.com/bukely/rag-api
BukeLy https://github.com/BukeLy
rag-apihttps://github.com/BukeLy/rag-api
Notifications https://github.com/login?return_to=%2FBukeLy%2Frag-api
Fork 9 https://github.com/login?return_to=%2FBukeLy%2Frag-api
Star 61 https://github.com/login?return_to=%2FBukeLy%2Frag-api
Code https://github.com/BukeLy/rag-api
Issues 14 https://github.com/BukeLy/rag-api/issues
Pull requests 14 https://github.com/BukeLy/rag-api/pulls
Actions https://github.com/BukeLy/rag-api/actions
Projects https://github.com/BukeLy/rag-api/projects
Security and quality 0 https://github.com/BukeLy/rag-api/security
Insights https://github.com/BukeLy/rag-api/pulse
Code https://github.com/BukeLy/rag-api
Issues https://github.com/BukeLy/rag-api/issues
Pull requests https://github.com/BukeLy/rag-api/pulls
Actions https://github.com/BukeLy/rag-api/actions
Projects https://github.com/BukeLy/rag-api/projects
Security and quality https://github.com/BukeLy/rag-api/security
Insights https://github.com/BukeLy/rag-api/pulse
https://github.com/BukeLy/rag-api
Brancheshttps://github.com/BukeLy/rag-api/branches
Tagshttps://github.com/BukeLy/rag-api/tags
https://github.com/BukeLy/rag-api/branches
https://github.com/BukeLy/rag-api/tags
178 Commitshttps://github.com/BukeLy/rag-api/commits/main/
https://github.com/BukeLy/rag-api/commits/main/
.cursor/ruleshttps://github.com/BukeLy/rag-api/tree/main/.cursor/rules
.cursor/ruleshttps://github.com/BukeLy/rag-api/tree/main/.cursor/rules
.github/workflowshttps://github.com/BukeLy/rag-api/tree/main/.github/workflows
.github/workflowshttps://github.com/BukeLy/rag-api/tree/main/.github/workflows
apihttps://github.com/BukeLy/rag-api/tree/main/api
apihttps://github.com/BukeLy/rag-api/tree/main/api
deployhttps://github.com/BukeLy/rag-api/tree/main/deploy
deployhttps://github.com/BukeLy/rag-api/tree/main/deploy
docshttps://github.com/BukeLy/rag-api/tree/main/docs
docshttps://github.com/BukeLy/rag-api/tree/main/docs
scriptshttps://github.com/BukeLy/rag-api/tree/main/scripts
scriptshttps://github.com/BukeLy/rag-api/tree/main/scripts
srchttps://github.com/BukeLy/rag-api/tree/main/src
srchttps://github.com/BukeLy/rag-api/tree/main/src
.dockerignorehttps://github.com/BukeLy/rag-api/blob/main/.dockerignore
.dockerignorehttps://github.com/BukeLy/rag-api/blob/main/.dockerignore
.gitignorehttps://github.com/BukeLy/rag-api/blob/main/.gitignore
.gitignorehttps://github.com/BukeLy/rag-api/blob/main/.gitignore
.python-versionhttps://github.com/BukeLy/rag-api/blob/main/.python-version
.python-versionhttps://github.com/BukeLy/rag-api/blob/main/.python-version
CLAUDE.mdhttps://github.com/BukeLy/rag-api/blob/main/CLAUDE.md
CLAUDE.mdhttps://github.com/BukeLy/rag-api/blob/main/CLAUDE.md
Dockerfilehttps://github.com/BukeLy/rag-api/blob/main/Dockerfile
Dockerfilehttps://github.com/BukeLy/rag-api/blob/main/Dockerfile
Dockerfile.devhttps://github.com/BukeLy/rag-api/blob/main/Dockerfile.dev
Dockerfile.devhttps://github.com/BukeLy/rag-api/blob/main/Dockerfile.dev
Dockerfile.qdranthttps://github.com/BukeLy/rag-api/blob/main/Dockerfile.qdrant
Dockerfile.qdranthttps://github.com/BukeLy/rag-api/blob/main/Dockerfile.qdrant
README.mdhttps://github.com/BukeLy/rag-api/blob/main/README.md
README.mdhttps://github.com/BukeLy/rag-api/blob/main/README.md
README.zh-CN.mdhttps://github.com/BukeLy/rag-api/blob/main/README.zh-CN.md
README.zh-CN.mdhttps://github.com/BukeLy/rag-api/blob/main/README.zh-CN.md
deploy.shhttps://github.com/BukeLy/rag-api/blob/main/deploy.sh
deploy.shhttps://github.com/BukeLy/rag-api/blob/main/deploy.sh
docker-compose.dev.ymlhttps://github.com/BukeLy/rag-api/blob/main/docker-compose.dev.yml
docker-compose.dev.ymlhttps://github.com/BukeLy/rag-api/blob/main/docker-compose.dev.yml
docker-compose.ymlhttps://github.com/BukeLy/rag-api/blob/main/docker-compose.yml
docker-compose.ymlhttps://github.com/BukeLy/rag-api/blob/main/docker-compose.yml
env.examplehttps://github.com/BukeLy/rag-api/blob/main/env.example
env.examplehttps://github.com/BukeLy/rag-api/blob/main/env.example
main.pyhttps://github.com/BukeLy/rag-api/blob/main/main.py
main.pyhttps://github.com/BukeLy/rag-api/blob/main/main.py
pyproject.tomlhttps://github.com/BukeLy/rag-api/blob/main/pyproject.toml
pyproject.tomlhttps://github.com/BukeLy/rag-api/blob/main/pyproject.toml
ruff.tomlhttps://github.com/BukeLy/rag-api/blob/main/ruff.toml
ruff.tomlhttps://github.com/BukeLy/rag-api/blob/main/ruff.toml
test_lightrag_doc_status_api.pyhttps://github.com/BukeLy/rag-api/blob/main/test_lightrag_doc_status_api.py
test_lightrag_doc_status_api.pyhttps://github.com/BukeLy/rag-api/blob/main/test_lightrag_doc_status_api.py
uv.lockhttps://github.com/BukeLy/rag-api/blob/main/uv.lock
uv.lockhttps://github.com/BukeLy/rag-api/blob/main/uv.lock
READMEhttps://github.com/bukely/rag-api
https://github.com/bukely/rag-api#-rag-api
https://github.com/BukeLy/rag-api/actions/workflows/ci-basic.yml
https://www.python.org/
https://fastapi.tiangolo.com/
https://github.com/HKUDS/LightRAG
https://www.docker.com/
https://github.com/BukeLy/rag-api/blob/main/LICENSE
Englishhttps://github.com/BukeLy/rag-api/blob/main/README.md
简体中文https://github.com/BukeLy/rag-api/blob/main/README.zh-CN.md
Featureshttps://github.com/bukely/rag-api#-features
Quick Starthttps://github.com/bukely/rag-api#-quick-start
Architecturehttps://github.com/bukely/rag-api#-architecture
API Documentationhttps://github.com/bukely/rag-api#-api-documentation
Deploymenthttps://github.com/bukely/rag-api#-deployment
https://github.com/bukely/rag-api#-introduction
https://github.com/bukely/rag-api#-key-highlights
https://github.com/bukely/rag-api#-features
https://github.com/bukely/rag-api#-document-processing
https://github.com/bukely/rag-api#-intelligent-retrieval
https://github.com/bukely/rag-api#️-architecture
https://github.com/bukely/rag-api#system-architecture-diagram
https://github.com/bukely/rag-api#multi-tenant-architecture
https://github.com/bukely/rag-api#core-technology-stack
https://github.com/bukely/rag-api#-quick-start
https://github.com/bukely/rag-api#option-1-one-click-deployment-recommended
http://localhost:8000/docshttp://localhost:8000/docs
https://github.com/bukely/rag-api#option-2-docker-compose
https://github.com/bukely/rag-api#production-mode
https://github.com/bukely/rag-api#development-mode-code-hot-reload
https://github.com/bukely/rag-api#option-3-local-development
https://github.com/bukely/rag-api#environment-variable-configuration
https://github.com/bukely/rag-api#-api-documentation
https://github.com/bukely/rag-api#core-endpoints
https://github.com/bukely/rag-api#1️⃣-upload-document
https://github.com/bukely/rag-api#2️⃣-batch-upload
https://github.com/bukely/rag-api#3️⃣-intelligent-query-query-api-v20
https://github.com/bukely/rag-api#4️⃣-task-status-query
https://github.com/bukely/rag-api#5️⃣-tenant-management
https://github.com/bukely/rag-api#vlm-mode-comparison-
https://github.com/bukely/rag-api#query-mode-comparison
https://github.com/bukely/rag-api#query-api-v20-advanced-parameters
http://localhost:8000/docshttp://localhost:8000/docs
https://github.com/bukely/rag-api#-usage-examples
https://github.com/bukely/rag-api#python-sdk
https://github.com/bukely/rag-api#complete-curl-example
https://github.com/bukely/rag-api#️-deployment
https://github.com/bukely/rag-api#system-requirements
https://github.com/bukely/rag-api#server-deployment
https://github.com/bukely/rag-api#quick-deployment-on-aliyuntencent-cloud
https://github.com/bukely/rag-api#external-storage-configuration
External Storage Deployment Documentationhttps://github.com/BukeLy/rag-api/blob/main/docs/DEPLOYMENT_EXTERNAL_STORAGE.md
https://github.com/bukely/rag-api#docker-compose-configuration
https://github.com/bukely/rag-api#performance-optimization
https://github.com/bukely/rag-api#tuning-parameters
https://github.com/bukely/rag-api#mode-selection
https://github.com/bukely/rag-api#-multi-tenant-usage
https://github.com/bukely/rag-api#tenant-isolation
https://github.com/bukely/rag-api#tenant-configuration-management-
https://github.com/bukely/rag-api#usage
https://github.com/bukely/rag-api#instance-pool-management
https://github.com/bukely/rag-api#-monitoring--maintenance
https://github.com/bukely/rag-api#common-commands
https://github.com/bukely/rag-api#maintenance-scripts
https://github.com/bukely/rag-api#health-checks
https://github.com/bukely/rag-api#️-project-structure
https://github.com/bukely/rag-api#-troubleshooting
https://github.com/bukely/rag-api#common-issues
https://github.com/bukely/rag-api#performance-tuning-recommendations
https://github.com/bukely/rag-api#-documentation
📘 Architecture Design Documentationhttps://github.com/BukeLy/rag-api/blob/main/docs/ARCHITECTURE.md
📗 Usage Guidehttps://github.com/BukeLy/rag-api/blob/main/docs/USAGE.md
📙 Deployment Mode Descriptionhttps://github.com/BukeLy/rag-api/blob/main/docs/DEPLOY_MODES.md
📕 PR Workflowhttps://github.com/BukeLy/rag-api/blob/main/docs/PR_WORKFLOW.md
📔 External Storage Deploymenthttps://github.com/BukeLy/rag-api/blob/main/docs/DEPLOYMENT_EXTERNAL_STORAGE.md
📊 API Comparison Analysishttps://github.com/BukeLy/rag-api/blob/main/docs/API_COMPARISON.md
🌐 WebUI Integration Guidehttps://github.com/BukeLy/rag-api/blob/main/docs/LIGHTRAG_WEBUI_INTEGRATION.md
https://github.com/bukely/rag-api#-contributing
https://github.com/bukely/rag-api#how-to-contribute
https://github.com/bukely/rag-api#commit-conventions
PR Workflow Documentationhttps://github.com/BukeLy/rag-api/blob/main/docs/PR_WORKFLOW.md
https://github.com/bukely/rag-api#-license
LICENSEhttps://github.com/BukeLy/rag-api/blob/main/LICENSE
https://github.com/bukely/rag-api#-acknowledgments
LightRAGhttps://github.com/HKUDS/LightRAG
RAG-Anythinghttps://github.com/your-org/rag-anything
MinerUhttps://github.com/opendatalab/MinerU
Doclinghttps://github.com/DS4SD/docling
FastAPIhttps://fastapi.tiangolo.com/
https://github.com/bukely/rag-api#-contact-us
@BukeLyhttps://github.com/BukeLy
Submit Issuehttps://github.com/BukeLy/rag-api/issues
Join Discussionhttps://github.com/BukeLy/rag-api/discussions
BukeLyhttps://github.com/BukeLy
python https://github.com/topics/python
multi-tenant https://github.com/topics/multi-tenant
ai https://github.com/topics/ai
knowledge-graph https://github.com/topics/knowledge-graph
semantic-search https://github.com/topics/semantic-search
rag https://github.com/topics/rag
fastapi https://github.com/topics/fastapi
qdrant https://github.com/topics/qdrant
retrieval-augmented-generation https://github.com/topics/retrieval-augmented-generation
mineru https://github.com/topics/mineru
lightrag https://github.com/topics/lightrag
deepseek-ocr https://github.com/topics/deepseek-ocr
Readme https://github.com/bukely/rag-api#readme-ov-file
Please reload this pagehttps://github.com/bukely/rag-api
Activityhttps://github.com/BukeLy/rag-api/activity
9 forkshttps://github.com/BukeLy/rag-api/forks
Report repository https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FBukeLy%2Frag-api&report=BukeLy+%28user%29
Releaseshttps://github.com/BukeLy/rag-api/releases
Packages 0https://github.com/users/BukeLy/packages?repo_name=rag-api
Please reload this pagehttps://github.com/bukely/rag-api
Please reload this pagehttps://github.com/bukely/rag-api
Contributorshttps://github.com/BukeLy/rag-api/graphs/contributors
Please reload this pagehttps://github.com/bukely/rag-api
Python 90.9% https://github.com/BukeLy/rag-api/search?l=python
Shell 8.6% https://github.com/BukeLy/rag-api/search?l=shell
Dockerfile 0.5% https://github.com/BukeLy/rag-api/search?l=dockerfile
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.