René's URL Explorer Experiment


Title: GitHub - managedcode/graphrag: A modular graph-based Retrieval-Augmented Generation (RAG) system · GitHub

Open Graph Title: GitHub - managedcode/graphrag: A modular graph-based Retrieval-Augmented Generation (RAG) system

X Title: GitHub - managedcode/graphrag: A modular graph-based Retrieval-Augmented Generation (RAG) system

Description: A modular graph-based Retrieval-Augmented Generation (RAG) system - managedcode/graphrag

Open Graph Description: A modular graph-based Retrieval-Augmented Generation (RAG) system - managedcode/graphrag

X Description: A modular graph-based Retrieval-Augmented Generation (RAG) system - managedcode/graphrag

Opengraph URL: https://github.com/managedcode/graphrag

X: @github

direct link

Domain: github.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:6e237045-3fb9-3b20-9597-6b3a3e2662c1
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id9900:6697C:27F365:3A7ED9:6A4E0177
html-safe-nonce414cd29a5b4292d2279032cfe3ab97ed1e5f582e99c9d7874d22a0982d3281f5
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiI5OTAwOjY2OTdDOjI3RjM2NTozQTdFRDk6NkE0RTAxNzciLCJ2aXNpdG9yX2lkIjoiNTE4NDQwMTQ1MzY1ODAxNDA3MSIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac60ea706df6c197386b6c62b23d4933fee89eda47c9d71a9fcfc16478f83439d2
hovercard-subject-tagrepository:1083331438
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/managedcode/graphrag
twitter:imagehttps://opengraph.githubassets.com/c95e2e235867fb1af44bc326428518704ac1283231a3a64c12a1bf789a3c3272/managedcode/graphrag
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/c95e2e235867fb1af44bc326428518704ac1283231a3a64c12a1bf789a3c3272/managedcode/graphrag
og:image:altA modular graph-based Retrieval-Augmented Generation (RAG) system - managedcode/graphrag
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
Nonedf0492960db29b4938cb72070351d6b1d0c6c0767b27ceb8394bbf4fcc0223c6
turbo-cache-controlno-cache
go-importgithub.com/managedcode/graphrag git https://github.com/managedcode/graphrag.git
octolytics-dimension-user_id78253589
octolytics-dimension-user_loginmanagedcode
octolytics-dimension-repository_id1083331438
octolytics-dimension-repository_nwomanagedcode/graphrag
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forktrue
octolytics-dimension-repository_parent_id778431525
octolytics-dimension-repository_parent_nwomicrosoft/graphrag
octolytics-dimension-repository_network_root_id778431525
octolytics-dimension-repository_network_root_nwomicrosoft/graphrag
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
release52bde38e24398476f8eb1e0760c81346c6a00812
ui-targetcanary-1
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://github.com/managedcode/graphrag#start-of-content
https://github.com/
Sign in https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fmanagedcode%2Fgraphrag
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/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/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/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%2Fmanagedcode%2Fgraphrag
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=managedcode%2Fgraphrag
Reloadhttps://github.com/managedcode/graphrag
Reloadhttps://github.com/managedcode/graphrag
Reloadhttps://github.com/managedcode/graphrag
Please reload this pagehttps://github.com/managedcode/graphrag
managedcode https://github.com/managedcode
graphraghttps://github.com/managedcode/graphrag
microsoft/graphraghttps://github.com/microsoft/graphrag
Notifications https://github.com/login?return_to=%2Fmanagedcode%2Fgraphrag
Fork 10 https://github.com/login?return_to=%2Fmanagedcode%2Fgraphrag
Star 82 https://github.com/login?return_to=%2Fmanagedcode%2Fgraphrag
Code https://github.com/managedcode/graphrag
Issues 0 https://github.com/managedcode/graphrag/issues
Pull requests 1 https://github.com/managedcode/graphrag/pulls
Actions https://github.com/managedcode/graphrag/actions
Models https://github.com/managedcode/graphrag/models
Security and quality 0 https://github.com/managedcode/graphrag/security
Insights https://github.com/managedcode/graphrag/pulse
Code https://github.com/managedcode/graphrag
Issues https://github.com/managedcode/graphrag/issues
Pull requests https://github.com/managedcode/graphrag/pulls
Actions https://github.com/managedcode/graphrag/actions
Models https://github.com/managedcode/graphrag/models
Security and quality https://github.com/managedcode/graphrag/security
Insights https://github.com/managedcode/graphrag/pulse
https://github.com/managedcode/graphrag
Brancheshttps://github.com/managedcode/graphrag/branches
Tagshttps://github.com/managedcode/graphrag/tags
https://github.com/managedcode/graphrag/branches
https://github.com/managedcode/graphrag/tags
481 Commitshttps://github.com/managedcode/graphrag/commits/main/
https://github.com/managedcode/graphrag/commits/main/
.githubhttps://github.com/managedcode/graphrag/tree/main/.github
.githubhttps://github.com/managedcode/graphrag/tree/main/.github
benchmarks/ManagedCode.GraphRag.Benchmarkshttps://github.com/managedcode/graphrag/tree/main/benchmarks/ManagedCode.GraphRag.Benchmarks
benchmarks/ManagedCode.GraphRag.Benchmarkshttps://github.com/managedcode/graphrag/tree/main/benchmarks/ManagedCode.GraphRag.Benchmarks
docshttps://github.com/managedcode/graphrag/tree/main/docs
docshttps://github.com/managedcode/graphrag/tree/main/docs
promptshttps://github.com/managedcode/graphrag/tree/main/prompts
promptshttps://github.com/managedcode/graphrag/tree/main/prompts
srchttps://github.com/managedcode/graphrag/tree/main/src
srchttps://github.com/managedcode/graphrag/tree/main/src
submoduleshttps://github.com/managedcode/graphrag/tree/main/submodules
submoduleshttps://github.com/managedcode/graphrag/tree/main/submodules
tests/ManagedCode.GraphRag.Testshttps://github.com/managedcode/graphrag/tree/main/tests/ManagedCode.GraphRag.Tests
tests/ManagedCode.GraphRag.Testshttps://github.com/managedcode/graphrag/tree/main/tests/ManagedCode.GraphRag.Tests
.editorconfighttps://github.com/managedcode/graphrag/blob/main/.editorconfig
.editorconfighttps://github.com/managedcode/graphrag/blob/main/.editorconfig
.gitattributeshttps://github.com/managedcode/graphrag/blob/main/.gitattributes
.gitattributeshttps://github.com/managedcode/graphrag/blob/main/.gitattributes
.gitignorehttps://github.com/managedcode/graphrag/blob/main/.gitignore
.gitignorehttps://github.com/managedcode/graphrag/blob/main/.gitignore
.gitmoduleshttps://github.com/managedcode/graphrag/blob/main/.gitmodules
.gitmoduleshttps://github.com/managedcode/graphrag/blob/main/.gitmodules
AGENTS.mdhttps://github.com/managedcode/graphrag/blob/main/AGENTS.md
AGENTS.mdhttps://github.com/managedcode/graphrag/blob/main/AGENTS.md
CODEOWNERShttps://github.com/managedcode/graphrag/blob/main/CODEOWNERS
CODEOWNERShttps://github.com/managedcode/graphrag/blob/main/CODEOWNERS
CODE_OF_CONDUCT.mdhttps://github.com/managedcode/graphrag/blob/main/CODE_OF_CONDUCT.md
CODE_OF_CONDUCT.mdhttps://github.com/managedcode/graphrag/blob/main/CODE_OF_CONDUCT.md
CONTRIBUTING.mdhttps://github.com/managedcode/graphrag/blob/main/CONTRIBUTING.md
CONTRIBUTING.mdhttps://github.com/managedcode/graphrag/blob/main/CONTRIBUTING.md
DEVELOPING.mdhttps://github.com/managedcode/graphrag/blob/main/DEVELOPING.md
DEVELOPING.mdhttps://github.com/managedcode/graphrag/blob/main/DEVELOPING.md
Directory.Build.propshttps://github.com/managedcode/graphrag/blob/main/Directory.Build.props
Directory.Build.propshttps://github.com/managedcode/graphrag/blob/main/Directory.Build.props
Directory.Packages.propshttps://github.com/managedcode/graphrag/blob/main/Directory.Packages.props
Directory.Packages.propshttps://github.com/managedcode/graphrag/blob/main/Directory.Packages.props
GraphRag.slnxhttps://github.com/managedcode/graphrag/blob/main/GraphRag.slnx
GraphRag.slnxhttps://github.com/managedcode/graphrag/blob/main/GraphRag.slnx
LICENSEhttps://github.com/managedcode/graphrag/blob/main/LICENSE
LICENSEhttps://github.com/managedcode/graphrag/blob/main/LICENSE
RAI_TRANSPARENCY.mdhttps://github.com/managedcode/graphrag/blob/main/RAI_TRANSPARENCY.md
RAI_TRANSPARENCY.mdhttps://github.com/managedcode/graphrag/blob/main/RAI_TRANSPARENCY.md
README.mdhttps://github.com/managedcode/graphrag/blob/main/README.md
README.mdhttps://github.com/managedcode/graphrag/blob/main/README.md
SECURITY.mdhttps://github.com/managedcode/graphrag/blob/main/SECURITY.md
SECURITY.mdhttps://github.com/managedcode/graphrag/blob/main/SECURITY.md
SUPPORT.mdhttps://github.com/managedcode/graphrag/blob/main/SUPPORT.md
SUPPORT.mdhttps://github.com/managedcode/graphrag/blob/main/SUPPORT.md
dotnet-install.shhttps://github.com/managedcode/graphrag/blob/main/dotnet-install.sh
dotnet-install.shhttps://github.com/managedcode/graphrag/blob/main/dotnet-install.sh
logo.pnghttps://github.com/managedcode/graphrag/blob/main/logo.png
logo.pnghttps://github.com/managedcode/graphrag/blob/main/logo.png
READMEhttps://github.com/managedcode/graphrag
Code of conducthttps://github.com/managedcode/graphrag
Contributinghttps://github.com/managedcode/graphrag
Licensehttps://github.com/managedcode/graphrag
Securityhttps://github.com/managedcode/graphrag
https://github.com/managedcode/graphrag#graphrag-for-net
https://www.nuget.org/packages/ManagedCode.GraphRag/
https://www.nuget.org/packages/ManagedCode.GraphRag.Neo4j/
https://www.nuget.org/packages/ManagedCode.GraphRag.Postgres/
https://www.nuget.org/packages/ManagedCode.GraphRag.CosmosDb/
https://www.nuget.org/packages/ManagedCode.GraphRag.JanusGraph/
https://github.com/managedcode/graphrag/actions
https://opensource.org/licenses/MIT
submodules/graphrag-pythonhttps://github.com/managedcode/graphrag/blob/main/submodules/graphrag-python
https://github.com/managedcode/graphrag#feature-highlights
Microsoft.Extensions.AIhttps://learn.microsoft.com/dotnet/ai/overview
https://github.com/managedcode/graphrag#repository-structure
https://github.com/managedcode/graphrag#prerequisites
.NET SDK 10.0https://dotnet.microsoft.com/download/dotnet/10.0
dotnet-install.shhttps://github.com/managedcode/graphrag/blob/main/dotnet-install.sh
https://github.com/managedcode/graphrag#quick-start
https://github.com/managedcode/graphrag#using-graphrag-in-your-application
https://github.com/managedcode/graphrag#pipeline-cache--extensibility
https://github.com/managedcode/graphrag#heuristic-ingestion--maintenance
docs/indexing-and-query.mdhttps://github.com/managedcode/graphrag/blob/main/docs/indexing-and-query.md
https://github.com/managedcode/graphrag#configuration-parity
https://github.com/managedcode/graphrag#community-detection--graph-analytics
https://github.com/managedcode/graphrag#integration-testing-strategy
https://github.com/managedcode/graphrag#graph-store-configuration
https://github.com/managedcode/graphrag#apache-age--postgresql-setup
https://github.com/managedcode/graphrag#neo4j-setup
https://github.com/managedcode/graphrag#azure-cosmos-db-setup
https://github.com/managedcode/graphrag#credits
Allison-E/pg-agehttps://github.com/Allison-E/pg-age
https://github.com/managedcode/graphrag#additional-documentation--diagrams
docs/indexing-and-query.mdhttps://github.com/managedcode/graphrag/blob/main/docs/indexing-and-query.md
microsoft.github.io/graphraghttps://microsoft.github.io/graphrag/
docs/dotnet-port-plan.mdhttps://github.com/managedcode/graphrag/blob/main/docs/dotnet-port-plan.md
https://github.com/managedcode/graphrag#local-cosmos-testing
Azure Cosmos DB Emulatorhttps://learn.microsoft.com/azure/cosmos-db/local-emulator
https://github.com/managedcode/graphrag#development-tips
https://github.com/managedcode/graphrag#contributing
CONTRIBUTING.mdhttps://github.com/managedcode/graphrag/blob/main/CONTRIBUTING.md
https://github.com/managedcode/graphrag#license--credits
MIT Licensehttps://github.com/managedcode/graphrag/blob/main/LICENSE
microsoft.github.io/graphrag/https://microsoft.github.io/graphrag/
ai https://github.com/topics/ai
csharp https://github.com/topics/csharp
neo4j https://github.com/topics/neo4j
graph https://github.com/topics/graph
age https://github.com/topics/age
janusgraph https://github.com/topics/janusgraph
rag https://github.com/topics/rag
graphrag https://github.com/topics/graphrag
Readme https://github.com/managedcode/graphrag#readme-ov-file
MIT license https://github.com/managedcode/graphrag#MIT-1-ov-file
Code of conduct https://github.com/managedcode/graphrag#coc-ov-file
Contributing https://github.com/managedcode/graphrag#contributing-ov-file
Security policy https://github.com/managedcode/graphrag#security-ov-file
Please reload this pagehttps://github.com/managedcode/graphrag
Activityhttps://github.com/managedcode/graphrag/activity
Custom propertieshttps://github.com/managedcode/graphrag/custom-properties
10 forkshttps://github.com/managedcode/graphrag/forks
Report repository https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fmanagedcode%2Fgraphrag&report=managedcode+%28user%29
Releases 14https://github.com/managedcode/graphrag/releases
v10.0.7 Latest Dec 6, 2025 https://github.com/managedcode/graphrag/releases/tag/v10.0.7
+ 13 releaseshttps://github.com/managedcode/graphrag/releases
Please reload this pagehttps://github.com/managedcode/graphrag
Contributorshttps://github.com/managedcode/graphrag/graphs/contributors
Please reload this pagehttps://github.com/managedcode/graphrag
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.