René's URL Explorer Experiment

Title: GitHub - h4gen/postgres-graph-rag: A Python Library to perform Graph RAG in your Postgres DB without headaches · GitHub

Open Graph Title: GitHub - h4gen/postgres-graph-rag: A Python Library to perform Graph RAG in your Postgres DB without headaches

X Title: GitHub - h4gen/postgres-graph-rag: A Python Library to perform Graph RAG in your Postgres DB without headaches

Description: A Python Library to perform Graph RAG in your Postgres DB without headaches - h4gen/postgres-graph-rag

Open Graph Description: A Python Library to perform Graph RAG in your Postgres DB without headaches - h4gen/postgres-graph-rag

X Description: A Python Library to perform Graph RAG in your Postgres DB without headaches - h4gen/postgres-graph-rag

Opengraph URL: https://github.com/h4gen/postgres-graph-rag

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:ac7e5413-0605-c43a-18ae-e2ca39ea5c8a
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	C8F2:3D0908:DCD5D6:136E1DB:6A4BE932
html-safe-nonce	97db93d79fc7aa511ad4485713c42f3f9aa95f6116062fe421afa2755c71230b
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJDOEYyOjNEMDkwODpEQ0Q1RDY6MTM2RTFEQjo2QTRCRTkzMiIsInZpc2l0b3JfaWQiOiI5MDE3Njk4MjQ4MjQ0ODQ4OTQ2IiwicmVnaW9uX2VkZ2UiOiJpYWQiLCJyZWdpb25fcmVuZGVyIjoiaWFkIn0=
visitor-hmac	7e94069800c3c6fd7093addc1622708791a00af745b4c69bb15e31c36d59072e
hovercard-subject-tag	repository:1120600743
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/h4gen/postgres-graph-rag
twitter:image	https://opengraph.githubassets.com/e45a750dd640237d07aaf4eb5902f2e8a3cfd3e8b8a7379484bf164920a5439e/h4gen/postgres-graph-rag
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/e45a750dd640237d07aaf4eb5902f2e8a3cfd3e8b8a7379484bf164920a5439e/h4gen/postgres-graph-rag
og:image:alt	A Python Library to perform Graph RAG in your Postgres DB without headaches - h4gen/postgres-graph-rag
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	0f5d3ba365b3985d75c32a5957c8635488d58dcf027ae6ae958eee7edaa306a2
turbo-cache-control	no-cache
go-import	github.com/h4gen/postgres-graph-rag git https://github.com/h4gen/postgres-graph-rag.git
octolytics-dimension-user_id	12556763
octolytics-dimension-user_login	h4gen
octolytics-dimension-repository_id	1120600743
octolytics-dimension-repository_nwo	h4gen/postgres-graph-rag
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	false
octolytics-dimension-repository_network_root_id	1120600743
octolytics-dimension-repository_network_root_nwo	h4gen/postgres-graph-rag
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	f24da9b76b42d77b0bb458f810509565e9ba5f1a
ui-target	canary-2
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/h4gen/postgres-graph-rag#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fh4gen%2Fpostgres-graph-rag
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/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/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/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%2Fh4gen%2Fpostgres-graph-rag
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=h4gen%2Fpostgres-graph-rag
Reload	https://github.com/h4gen/postgres-graph-rag
Reload	https://github.com/h4gen/postgres-graph-rag
Reload	https://github.com/h4gen/postgres-graph-rag
h4gen	https://github.com/h4gen
postgres-graph-rag	https://github.com/h4gen/postgres-graph-rag
Notifications	https://github.com/login?return_to=%2Fh4gen%2Fpostgres-graph-rag
Fork 2	https://github.com/login?return_to=%2Fh4gen%2Fpostgres-graph-rag
Star 20	https://github.com/login?return_to=%2Fh4gen%2Fpostgres-graph-rag
Code	https://github.com/h4gen/postgres-graph-rag
Issues 0	https://github.com/h4gen/postgres-graph-rag/issues
Pull requests 0	https://github.com/h4gen/postgres-graph-rag/pulls
Actions	https://github.com/h4gen/postgres-graph-rag/actions
Projects	https://github.com/h4gen/postgres-graph-rag/projects
Security and quality 0	https://github.com/h4gen/postgres-graph-rag/security
Insights	https://github.com/h4gen/postgres-graph-rag/pulse
Code	https://github.com/h4gen/postgres-graph-rag
Issues	https://github.com/h4gen/postgres-graph-rag/issues
Pull requests	https://github.com/h4gen/postgres-graph-rag/pulls
Actions	https://github.com/h4gen/postgres-graph-rag/actions
Projects	https://github.com/h4gen/postgres-graph-rag/projects
Security and quality	https://github.com/h4gen/postgres-graph-rag/security
Insights	https://github.com/h4gen/postgres-graph-rag/pulse
	https://github.com/h4gen/postgres-graph-rag
Branches	https://github.com/h4gen/postgres-graph-rag/branches
Tags	https://github.com/h4gen/postgres-graph-rag/tags
	https://github.com/h4gen/postgres-graph-rag/branches
	https://github.com/h4gen/postgres-graph-rag/tags
26 Commits	https://github.com/h4gen/postgres-graph-rag/commits/main/
	https://github.com/h4gen/postgres-graph-rag/commits/main/
.github/workflows	https://github.com/h4gen/postgres-graph-rag/tree/main/.github/workflows
.github/workflows	https://github.com/h4gen/postgres-graph-rag/tree/main/.github/workflows
postgres_graph_rag.egg-info	https://github.com/h4gen/postgres-graph-rag/tree/main/postgres_graph_rag.egg-info
postgres_graph_rag.egg-info	https://github.com/h4gen/postgres-graph-rag/tree/main/postgres_graph_rag.egg-info
postgres_graph_rag	https://github.com/h4gen/postgres-graph-rag/tree/main/postgres_graph_rag
postgres_graph_rag	https://github.com/h4gen/postgres-graph-rag/tree/main/postgres_graph_rag
tests	https://github.com/h4gen/postgres-graph-rag/tree/main/tests
tests	https://github.com/h4gen/postgres-graph-rag/tree/main/tests
.gitignore	https://github.com/h4gen/postgres-graph-rag/blob/main/.gitignore
.gitignore	https://github.com/h4gen/postgres-graph-rag/blob/main/.gitignore
LICENSE	https://github.com/h4gen/postgres-graph-rag/blob/main/LICENSE
LICENSE	https://github.com/h4gen/postgres-graph-rag/blob/main/LICENSE
README.md	https://github.com/h4gen/postgres-graph-rag/blob/main/README.md
README.md	https://github.com/h4gen/postgres-graph-rag/blob/main/README.md
pyproject.toml	https://github.com/h4gen/postgres-graph-rag/blob/main/pyproject.toml
pyproject.toml	https://github.com/h4gen/postgres-graph-rag/blob/main/pyproject.toml
uv.lock	https://github.com/h4gen/postgres-graph-rag/blob/main/uv.lock
uv.lock	https://github.com/h4gen/postgres-graph-rag/blob/main/uv.lock
README	https://github.com/h4gen/postgres-graph-rag
MIT license	https://github.com/h4gen/postgres-graph-rag
roadmap	https://github.com/h4gen/postgres-graph-rag?tab=readme-ov-file#%EF%B8%8F-roadmap--future-vision
	https://github.com/h4gen/postgres-graph-rag#postgres-graph-rag-️
	https://github.com/h4gen/postgres-graph-rag#high-precision-graphrag-native-to-postgresql
	https://github.com/h4gen/postgres-graph-rag#why-this-exists
	https://github.com/h4gen/postgres-graph-rag#postgres-native-solution
	https://github.com/h4gen/postgres-graph-rag#core-philosophy
	https://github.com/h4gen/postgres-graph-rag#installation
	https://github.com/h4gen/postgres-graph-rag#getting-started-interactive--frictionless
	https://github.com/h4gen/postgres-graph-rag#advanced-usage--modes
	https://github.com/h4gen/postgres-graph-rag#1-the-production-way-async-context-manager
	https://github.com/h4gen/postgres-graph-rag#2-custom-chunking-inversion-of-control
	https://github.com/h4gen/postgres-graph-rag#3-custom-provider-configuration
	https://github.com/h4gen/postgres-graph-rag#4-multi-tenancy-namespacing
	https://github.com/h4gen/postgres-graph-rag#️-roadmap--future-vision
	https://github.com/h4gen/postgres-graph-rag#-phase-1-foundation-current-release
	https://github.com/h4gen/postgres-graph-rag#️-phase-2-high-precision-retrieval-next-up
	https://github.com/h4gen/postgres-graph-rag#-phase-3-global-intelligence--scaling
	https://github.com/h4gen/postgres-graph-rag#️-phase-4-enterprise--agentic-features
	https://github.com/h4gen/postgres-graph-rag#-user-driven-priorities
	https://github.com/h4gen/postgres-graph-rag#development
postgres	https://github.com/topics/postgres
ai	https://github.com/topics/ai
rag	https://github.com/topics/rag
pgvector	https://github.com/topics/pgvector
graph-rag	https://github.com/topics/graph-rag
graphrag	https://github.com/topics/graphrag
Readme	https://github.com/h4gen/postgres-graph-rag#readme-ov-file
MIT license	https://github.com/h4gen/postgres-graph-rag#MIT-1-ov-file
Please reload this page	https://github.com/h4gen/postgres-graph-rag
Activity	https://github.com/h4gen/postgres-graph-rag/activity
2 forks	https://github.com/h4gen/postgres-graph-rag/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fh4gen%2Fpostgres-graph-rag&report=h4gen+%28user%29
Releases 3	https://github.com/h4gen/postgres-graph-rag/releases
v0.1.2 Latest Dec 22, 2025	https://github.com/h4gen/postgres-graph-rag/releases/tag/v0.1.2
+ 2 releases	https://github.com/h4gen/postgres-graph-rag/releases
Packages 0	https://github.com/users/h4gen/packages?repo_name=postgres-graph-rag
Please reload this page	https://github.com/h4gen/postgres-graph-rag
Contributors	https://github.com/h4gen/postgres-graph-rag/graphs/contributors
Please reload this page	https://github.com/h4gen/postgres-graph-rag
Python 100.0%	https://github.com/h4gen/postgres-graph-rag/search?l=python
	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.