René's URL Explorer Experiment

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

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

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

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

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

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

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

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:5d54a0b9-b6f6-6853-2e16-755ae79bfc15
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	B190:1FFDFF:2C2A746:3DC5CC4:6A4F69A8
html-safe-nonce	57dd7bb79ce19f5a6cc2b6e6edb6a1d2c2433780b30fa9ef7c167f9649e283fe
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJCMTkwOjFGRkRGRjoyQzJBNzQ2OjNEQzVDQzQ6NkE0RjY5QTgiLCJ2aXNpdG9yX2lkIjoiMjk3NzQ3OTI4NTA5NzMyNzAxNiIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac	49861cb3dd9c85777e15704cf70ef507b7c08fce039de4ceabbd2935d935ee6f
hovercard-subject-tag	repository:829772405
github-keyboard-shortcuts	repository,copilot
google-site-verification	Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-url	https://collector.github.com/github/collect
analytics-location	//
fb:app_id	1401488693436528
apple-itunes-app	app-id=1477376905, app-argument=https://github.com/unsheller/graphrag
twitter:image	https://opengraph.githubassets.com/d443aea814ac845edcafa111ce84d644b6da2c0803a8ac13ca9e5c999f110247/unsheller/graphrag
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/d443aea814ac845edcafa111ce84d644b6da2c0803a8ac13ca9e5c999f110247/unsheller/graphrag
og:image:alt	A modular graph-based Retrieval-Augmented Generation (RAG) system - unsheller/graphrag
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	b92d11c0aa4a77d54ef4af1078b6a15fb5a70a215b30c4ecf28889d5a8e656d9
turbo-cache-control	no-cache
go-import	github.com/unsheller/graphrag git https://github.com/unsheller/graphrag.git
octolytics-dimension-user_id	152950939
octolytics-dimension-user_login	unsheller
octolytics-dimension-repository_id	829772405
octolytics-dimension-repository_nwo	unsheller/graphrag
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	true
octolytics-dimension-repository_parent_id	778431525
octolytics-dimension-repository_parent_nwo	microsoft/graphrag
octolytics-dimension-repository_network_root_id	778431525
octolytics-dimension-repository_network_root_nwo	microsoft/graphrag
turbo-body-classes	logged-out env-production page-responsive
disable-turbo	false
browser-stats-url	https://api.github.com/_private/browser/stats
browser-errors-url	https://api.github.com/_private/browser/errors
release	4b249b445842943ed31549e027f57a8ade9881ed
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/unsheller/graphrag#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Funsheller%2Fgraphrag
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub Copilot appDirect agents from issue to merge	https://github.com/features/ai/github-app
MCP RegistryNewIntegrate external tools	https://github.com/mcp
ActionsAutomate any workflow	https://github.com/features/actions
CodespacesInstant dev environments	https://github.com/features/codespaces
IssuesPlan and track work	https://github.com/features/issues
Code ReviewManage code changes	https://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilities	https://github.com/security/advanced-security
Code securitySecure your code as you build	https://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they start	https://github.com/security/advanced-security/secret-protection
Why GitHub	https://github.com/why-github
Documentation	https://docs.github.com
Blog	https://github.blog
Changelog	https://github.blog/changelog
Marketplace	https://github.com/marketplace
View all features	https://github.com/features
Enterprises	https://github.com/enterprise
Small and medium teams	https://github.com/team
Startups	https://github.com/enterprise/startups
Nonprofits	https://github.com/solutions/industry/nonprofits
App Modernization	https://github.com/solutions/use-case/app-modernization
DevSecOps	https://github.com/solutions/use-case/devsecops
DevOps	https://github.com/solutions/use-case/devops
CI/CD	https://github.com/solutions/use-case/ci-cd
View all use cases	https://github.com/solutions/use-case
Healthcare	https://github.com/solutions/industry/healthcare
Financial services	https://github.com/solutions/industry/financial-services
Manufacturing	https://github.com/solutions/industry/manufacturing
Government	https://github.com/solutions/industry/government
View all industries	https://github.com/solutions/industry
View all solutions	https://github.com/solutions
AI	https://github.com/resources/articles?topic=ai
Software Development	https://github.com/resources/articles?topic=software-development
DevOps	https://github.com/resources/articles?topic=devops
Security	https://github.com/resources/articles?topic=security
View all topics	https://github.com/resources/articles
Customer stories	https://github.com/customer-stories
Events & webinars	https://github.com/resources/events
Ebooks & reports	https://github.com/resources/whitepapers
Business insights	https://github.com/solutions/executive-insights
GitHub Skills	https://skills.github.com
Documentation	https://docs.github.com
Customer support	https://support.github.com
Community forum	https://github.com/orgs/community/discussions
Trust center	https://github.com/trust-center
Partners	https://github.com/partners
View all resources	https://github.com/resources
GitHub SponsorsFund open source developers	https://github.com/open-source/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/open-source/accelerator
GitHub Stars	https://stars.github.com
Archive Program	https://archiveprogram.github.com
Topics	https://github.com/topics
Trending	https://github.com/trending
Collections	https://github.com/collections
Enterprise platformAI-powered developer platform	https://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security features	https://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI features	https://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 support	https://github.com/enterprise/premium-support
Pricing	https://github.com/pricing
Search syntax tips	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentation	https://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%2Funsheller%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=unsheller%2Fgraphrag
Reload	https://github.com/unsheller/graphrag
Reload	https://github.com/unsheller/graphrag
Reload	https://github.com/unsheller/graphrag
unsheller	https://github.com/unsheller
graphrag	https://github.com/unsheller/graphrag
microsoft/graphrag	https://github.com/microsoft/graphrag
Notifications	https://github.com/login?return_to=%2Funsheller%2Fgraphrag
Fork 0	https://github.com/login?return_to=%2Funsheller%2Fgraphrag
Star 0	https://github.com/login?return_to=%2Funsheller%2Fgraphrag
Code	https://github.com/unsheller/graphrag
Pull requests 0	https://github.com/unsheller/graphrag/pulls
Actions	https://github.com/unsheller/graphrag/actions
Projects	https://github.com/unsheller/graphrag/projects
Security and quality 0	https://github.com/unsheller/graphrag/security
Insights	https://github.com/unsheller/graphrag/pulse
Code	https://github.com/unsheller/graphrag
Pull requests	https://github.com/unsheller/graphrag/pulls
Actions	https://github.com/unsheller/graphrag/actions
Projects	https://github.com/unsheller/graphrag/projects
Security and quality	https://github.com/unsheller/graphrag/security
Insights	https://github.com/unsheller/graphrag/pulse
	https://github.com/unsheller/graphrag
Branches	https://github.com/unsheller/graphrag/branches
Tags	https://github.com/unsheller/graphrag/tags
	https://github.com/unsheller/graphrag/branches
	https://github.com/unsheller/graphrag/tags
124 Commits	https://github.com/unsheller/graphrag/commits/main/
	https://github.com/unsheller/graphrag/commits/main/
.github	https://github.com/unsheller/graphrag/tree/main/.github
.github	https://github.com/unsheller/graphrag/tree/main/.github
.semversioner	https://github.com/unsheller/graphrag/tree/main/.semversioner
.semversioner	https://github.com/unsheller/graphrag/tree/main/.semversioner
.vscode	https://github.com/unsheller/graphrag/tree/main/.vscode
.vscode	https://github.com/unsheller/graphrag/tree/main/.vscode
docsite	https://github.com/unsheller/graphrag/tree/main/docsite
docsite	https://github.com/unsheller/graphrag/tree/main/docsite
examples	https://github.com/unsheller/graphrag/tree/main/examples
examples	https://github.com/unsheller/graphrag/tree/main/examples
examples_notebooks	https://github.com/unsheller/graphrag/tree/main/examples_notebooks
examples_notebooks	https://github.com/unsheller/graphrag/tree/main/examples_notebooks
graphrag	https://github.com/unsheller/graphrag/tree/main/graphrag
graphrag	https://github.com/unsheller/graphrag/tree/main/graphrag
scripts	https://github.com/unsheller/graphrag/tree/main/scripts
scripts	https://github.com/unsheller/graphrag/tree/main/scripts
tests	https://github.com/unsheller/graphrag/tree/main/tests
tests	https://github.com/unsheller/graphrag/tree/main/tests
.gitignore	https://github.com/unsheller/graphrag/blob/main/.gitignore
.gitignore	https://github.com/unsheller/graphrag/blob/main/.gitignore
.vsts-ci.yml	https://github.com/unsheller/graphrag/blob/main/.vsts-ci.yml
.vsts-ci.yml	https://github.com/unsheller/graphrag/blob/main/.vsts-ci.yml
CHANGELOG.md	https://github.com/unsheller/graphrag/blob/main/CHANGELOG.md
CHANGELOG.md	https://github.com/unsheller/graphrag/blob/main/CHANGELOG.md
CODEOWNERS	https://github.com/unsheller/graphrag/blob/main/CODEOWNERS
CODEOWNERS	https://github.com/unsheller/graphrag/blob/main/CODEOWNERS
CODE_OF_CONDUCT.md	https://github.com/unsheller/graphrag/blob/main/CODE_OF_CONDUCT.md
CODE_OF_CONDUCT.md	https://github.com/unsheller/graphrag/blob/main/CODE_OF_CONDUCT.md
CONTRIBUTING.md	https://github.com/unsheller/graphrag/blob/main/CONTRIBUTING.md
CONTRIBUTING.md	https://github.com/unsheller/graphrag/blob/main/CONTRIBUTING.md
DEVELOPING.md	https://github.com/unsheller/graphrag/blob/main/DEVELOPING.md
DEVELOPING.md	https://github.com/unsheller/graphrag/blob/main/DEVELOPING.md
LICENSE	https://github.com/unsheller/graphrag/blob/main/LICENSE
LICENSE	https://github.com/unsheller/graphrag/blob/main/LICENSE
RAI_TRANSPARENCY.md	https://github.com/unsheller/graphrag/blob/main/RAI_TRANSPARENCY.md
RAI_TRANSPARENCY.md	https://github.com/unsheller/graphrag/blob/main/RAI_TRANSPARENCY.md
README.md	https://github.com/unsheller/graphrag/blob/main/README.md
README.md	https://github.com/unsheller/graphrag/blob/main/README.md
SECURITY.md	https://github.com/unsheller/graphrag/blob/main/SECURITY.md
SECURITY.md	https://github.com/unsheller/graphrag/blob/main/SECURITY.md
SUPPORT.md	https://github.com/unsheller/graphrag/blob/main/SUPPORT.md
SUPPORT.md	https://github.com/unsheller/graphrag/blob/main/SUPPORT.md
cspell.config.yaml	https://github.com/unsheller/graphrag/blob/main/cspell.config.yaml
cspell.config.yaml	https://github.com/unsheller/graphrag/blob/main/cspell.config.yaml
dictionary.txt	https://github.com/unsheller/graphrag/blob/main/dictionary.txt
dictionary.txt	https://github.com/unsheller/graphrag/blob/main/dictionary.txt
poetry.lock	https://github.com/unsheller/graphrag/blob/main/poetry.lock
poetry.lock	https://github.com/unsheller/graphrag/blob/main/poetry.lock
pyproject.toml	https://github.com/unsheller/graphrag/blob/main/pyproject.toml
pyproject.toml	https://github.com/unsheller/graphrag/blob/main/pyproject.toml
README	https://github.com/unsheller/graphrag
Code of conduct	https://github.com/unsheller/graphrag
Contributing	https://github.com/unsheller/graphrag
License	https://github.com/unsheller/graphrag
Security	https://github.com/unsheller/graphrag
	https://github.com/unsheller/graphrag#graphrag
Use the GraphRAG Accelerator solution	https://github.com/Azure-Samples/graphrag-accelerator
Microsoft Research Blog Post	https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/
Read the docs	https://microsoft.github.io/graphrag
GraphRAG Arxiv	https://arxiv.org/pdf/2404.16130
	https://pypi.org/project/graphrag/
	https://pypi.org/project/graphrag/
	https://github.com/microsoft/graphrag/issues
	https://github.com/microsoft/graphrag/discussions
	https://github.com/unsheller/graphrag#overview
Microsoft Research Blog Post.	https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/
	https://github.com/unsheller/graphrag#quickstart
Solution Accelerator	https://github.com/Azure-Samples/graphrag-accelerator
	https://github.com/unsheller/graphrag#repository-guidance
	https://github.com/unsheller/graphrag#diving-deeper
CONTRIBUTING.md	https://github.com/unsheller/graphrag/blob/main/CONTRIBUTING.md
DEVELOPING.md	https://github.com/unsheller/graphrag/blob/main/DEVELOPING.md
GitHub Discussions tab!	https://github.com/microsoft/graphrag/discussions
	https://github.com/unsheller/graphrag#prompt-tuning
Prompt Tuning Guide	https://microsoft.github.io/graphrag/posts/prompt_tuning/overview/
	https://github.com/unsheller/graphrag#responsible-ai-faq
RAI_TRANSPARENCY.md	https://github.com/unsheller/graphrag/blob/main/RAI_TRANSPARENCY.md
What is GraphRAG?	https://github.com/unsheller/graphrag/blob/main/RAI_TRANSPARENCY.md#what-is-graphrag
What can GraphRAG do?	https://github.com/unsheller/graphrag/blob/main/RAI_TRANSPARENCY.md#what-can-graphrag-do
What are GraphRAG’s intended use(s)?	https://github.com/unsheller/graphrag/blob/main/RAI_TRANSPARENCY.md#what-are-graphrags-intended-uses
How was GraphRAG evaluated? What metrics are used to measure performance?	https://github.com/unsheller/graphrag/blob/main/RAI_TRANSPARENCY.md#how-was-graphrag-evaluated-what-metrics-are-used-to-measure-performance
What are the limitations of GraphRAG? How can users minimize the impact of GraphRAG’s limitations when using the system?	https://github.com/unsheller/graphrag/blob/main/RAI_TRANSPARENCY.md#what-are-the-limitations-of-graphrag-how-can-users-minimize-the-impact-of-graphrags-limitations-when-using-the-system
What operational factors and settings allow for effective and responsible use of GraphRAG?	https://github.com/unsheller/graphrag/blob/main/RAI_TRANSPARENCY.md#what-operational-factors-and-settings-allow-for-effective-and-responsible-use-of-graphrag
	https://github.com/unsheller/graphrag#trademarks
Microsoft's Trademark & Brand Guidelines	https://www.microsoft.com/en-us/legal/intellectualproperty/trademarks/usage/general
	https://github.com/unsheller/graphrag#privacy
Microsoft Privacy Statement	https://privacy.microsoft.com/en-us/privacystatement
microsoft.github.io/graphrag/	https://microsoft.github.io/graphrag/
Readme	https://github.com/unsheller/graphrag#readme-ov-file
MIT license	https://github.com/unsheller/graphrag#MIT-1-ov-file
Code of conduct	https://github.com/unsheller/graphrag#coc-ov-file
Contributing	https://github.com/unsheller/graphrag#contributing-ov-file
Security policy	https://github.com/unsheller/graphrag#security-ov-file
Please reload this page	https://github.com/unsheller/graphrag
Activity	https://github.com/unsheller/graphrag/activity
0 forks	https://github.com/unsheller/graphrag/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Funsheller%2Fgraphrag&report=unsheller+%28user%29
Releases	https://github.com/unsheller/graphrag/releases
Packages 0	https://github.com/users/unsheller/packages?repo_name=graphrag
Please reload this page	https://github.com/unsheller/graphrag
Contributors	https://github.com/unsheller/graphrag/graphs/contributors
Please reload this page	https://github.com/unsheller/graphrag
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.