René's URL Explorer Experiment

Title: GitHub - Lumen-RD/rag-postgres-openai-python: A RAG app to ask questions about rows in a database table. Deployable on Azure Container Apps with PostgreSQL Flexible Server. · GitHub

Open Graph Title: GitHub - Lumen-RD/rag-postgres-openai-python: A RAG app to ask questions about rows in a database table. Deployable on Azure Container Apps with PostgreSQL Flexible Server.

X Title: GitHub - Lumen-RD/rag-postgres-openai-python: A RAG app to ask questions about rows in a database table. Deployable on Azure Container Apps with PostgreSQL Flexible Server.

Description: A RAG app to ask questions about rows in a database table. Deployable on Azure Container Apps with PostgreSQL Flexible Server. - Lumen-RD/rag-postgres-openai-python

Open Graph Description: A RAG app to ask questions about rows in a database table. Deployable on Azure Container Apps with PostgreSQL Flexible Server. - Lumen-RD/rag-postgres-openai-python

X Description: A RAG app to ask questions about rows in a database table. Deployable on Azure Container Apps with PostgreSQL Flexible Server. - Lumen-RD/rag-postgres-openai-python

Opengraph URL: https://github.com/Lumen-RD/rag-postgres-openai-python

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:cd5c4041-4c6f-8e45-ec5c-c1238303936b
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	E846:306DA5:36716:487A8:6A4C64EF
html-safe-nonce	916563840c47251671afd2d32654182fbcba68307b45ebd0576e3767bd1652f1
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJFODQ2OjMwNkRBNTozNjcxNjo0ODdBODo2QTRDNjRFRiIsInZpc2l0b3JfaWQiOiI3NjQwMDYxNzIyNTQ0MDcxOTE5IiwicmVnaW9uX2VkZ2UiOiJpYWQiLCJyZWdpb25fcmVuZGVyIjoiaWFkIn0=
visitor-hmac	96ab453815442606ed0641b710f5feaa98e4b1af53a419afa951315f09ebf1d9
hovercard-subject-tag	repository:975783577
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/Lumen-RD/rag-postgres-openai-python
twitter:image	https://opengraph.githubassets.com/d79e9cb84607862c9af5f016af7635da72d5848fb8dee31ce5ae8fcffa82d8e8/Lumen-RD/rag-postgres-openai-python
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/d79e9cb84607862c9af5f016af7635da72d5848fb8dee31ce5ae8fcffa82d8e8/Lumen-RD/rag-postgres-openai-python
og:image:alt	A RAG app to ask questions about rows in a database table. Deployable on Azure Container Apps with PostgreSQL Flexible Server. - Lumen-RD/rag-postgres-openai-python
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	3d11bb817438277de2a940854450e83a7d32b6aeb5014e9e6b00a6423900251c
turbo-cache-control	no-cache
go-import	github.com/Lumen-RD/rag-postgres-openai-python git https://github.com/Lumen-RD/rag-postgres-openai-python.git
octolytics-dimension-user_id	261042118
octolytics-dimension-user_login	Lumen-RD
octolytics-dimension-repository_id	975783577
octolytics-dimension-repository_nwo	Lumen-RD/rag-postgres-openai-python
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	true
octolytics-dimension-repository_parent_id	800643890
octolytics-dimension-repository_parent_nwo	Azure-Samples/rag-postgres-openai-python
octolytics-dimension-repository_network_root_id	800643890
octolytics-dimension-repository_network_root_nwo	Azure-Samples/rag-postgres-openai-python
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	14099438da5379150f15a2892474c7c7e6c0e55e
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/Lumen-RD/rag-postgres-openai-python#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2FLumen-RD%2Frag-postgres-openai-python
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%2FLumen-RD%2Frag-postgres-openai-python
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=Lumen-RD%2Frag-postgres-openai-python
Reload	https://github.com/Lumen-RD/rag-postgres-openai-python
Reload	https://github.com/Lumen-RD/rag-postgres-openai-python
Reload	https://github.com/Lumen-RD/rag-postgres-openai-python
Please reload this page	https://github.com/Lumen-RD/rag-postgres-openai-python
Lumen-RD	https://github.com/Lumen-RD
rag-postgres-openai-python	https://github.com/Lumen-RD/rag-postgres-openai-python
Azure-Samples/rag-postgres-openai-python	https://github.com/Azure-Samples/rag-postgres-openai-python
Notifications	https://github.com/login?return_to=%2FLumen-RD%2Frag-postgres-openai-python
Fork 0	https://github.com/login?return_to=%2FLumen-RD%2Frag-postgres-openai-python
Star 0	https://github.com/login?return_to=%2FLumen-RD%2Frag-postgres-openai-python
Code	https://github.com/Lumen-RD/rag-postgres-openai-python
Pull requests 0	https://github.com/Lumen-RD/rag-postgres-openai-python/pulls
Actions	https://github.com/Lumen-RD/rag-postgres-openai-python/actions
Projects	https://github.com/Lumen-RD/rag-postgres-openai-python/projects
Security and quality 0	https://github.com/Lumen-RD/rag-postgres-openai-python/security
Insights	https://github.com/Lumen-RD/rag-postgres-openai-python/pulse
Code	https://github.com/Lumen-RD/rag-postgres-openai-python
Pull requests	https://github.com/Lumen-RD/rag-postgres-openai-python/pulls
Actions	https://github.com/Lumen-RD/rag-postgres-openai-python/actions
Projects	https://github.com/Lumen-RD/rag-postgres-openai-python/projects
Security and quality	https://github.com/Lumen-RD/rag-postgres-openai-python/security
Insights	https://github.com/Lumen-RD/rag-postgres-openai-python/pulse
	https://github.com/Lumen-RD/rag-postgres-openai-python
Branches	https://github.com/Lumen-RD/rag-postgres-openai-python/branches
Tags	https://github.com/Lumen-RD/rag-postgres-openai-python/tags
	https://github.com/Lumen-RD/rag-postgres-openai-python/branches
	https://github.com/Lumen-RD/rag-postgres-openai-python/tags
457 Commits	https://github.com/Lumen-RD/rag-postgres-openai-python/commits/main/
	https://github.com/Lumen-RD/rag-postgres-openai-python/commits/main/
.devcontainer	https://github.com/Lumen-RD/rag-postgres-openai-python/tree/main/.devcontainer
.devcontainer	https://github.com/Lumen-RD/rag-postgres-openai-python/tree/main/.devcontainer
.github	https://github.com/Lumen-RD/rag-postgres-openai-python/tree/main/.github
.github	https://github.com/Lumen-RD/rag-postgres-openai-python/tree/main/.github
.vscode	https://github.com/Lumen-RD/rag-postgres-openai-python/tree/main/.vscode
.vscode	https://github.com/Lumen-RD/rag-postgres-openai-python/tree/main/.vscode
docs	https://github.com/Lumen-RD/rag-postgres-openai-python/tree/main/docs
docs	https://github.com/Lumen-RD/rag-postgres-openai-python/tree/main/docs
evals	https://github.com/Lumen-RD/rag-postgres-openai-python/tree/main/evals
evals	https://github.com/Lumen-RD/rag-postgres-openai-python/tree/main/evals
infra	https://github.com/Lumen-RD/rag-postgres-openai-python/tree/main/infra
infra	https://github.com/Lumen-RD/rag-postgres-openai-python/tree/main/infra
scripts	https://github.com/Lumen-RD/rag-postgres-openai-python/tree/main/scripts
scripts	https://github.com/Lumen-RD/rag-postgres-openai-python/tree/main/scripts
src	https://github.com/Lumen-RD/rag-postgres-openai-python/tree/main/src
src	https://github.com/Lumen-RD/rag-postgres-openai-python/tree/main/src
tests	https://github.com/Lumen-RD/rag-postgres-openai-python/tree/main/tests
tests	https://github.com/Lumen-RD/rag-postgres-openai-python/tree/main/tests
.env.sample	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/.env.sample
.env.sample	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/.env.sample
.gitattributes	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/.gitattributes
.gitattributes	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/.gitattributes
.gitignore	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/.gitignore
.gitignore	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/.gitignore
.pre-commit-config.yaml	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/.pre-commit-config.yaml
.pre-commit-config.yaml	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/.pre-commit-config.yaml
CONTRIBUTING.md	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/CONTRIBUTING.md
CONTRIBUTING.md	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/CONTRIBUTING.md
LICENSE.md	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/LICENSE.md
LICENSE.md	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/LICENSE.md
README.md	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/README.md
README.md	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/README.md
azure.yaml	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/azure.yaml
azure.yaml	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/azure.yaml
locustfile.py	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/locustfile.py
locustfile.py	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/locustfile.py
pyproject.toml	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/pyproject.toml
pyproject.toml	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/pyproject.toml
requirements-dev.txt	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/requirements-dev.txt
requirements-dev.txt	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/requirements-dev.txt
README	https://github.com/Lumen-RD/rag-postgres-openai-python
Code of conduct	https://github.com/Lumen-RD/rag-postgres-openai-python
Contributing	https://github.com/Lumen-RD/rag-postgres-openai-python
License	https://github.com/Lumen-RD/rag-postgres-openai-python
Security	https://github.com/Lumen-RD/rag-postgres-openai-python
	https://github.com/Lumen-RD/rag-postgres-openai-python#rag-on-postgresql
	https://codespaces.new/Azure-Samples/rag-postgres-openai-python
	https://vscode.dev/redirect?url=vscode://ms-vscode-remote.remote-containers/cloneInVolume?url=https://github.com/azure-samples/rag-postgres-openai-python
the Azure Developer CLI	https://learn.microsoft.com/azure/developer/azure-developer-cli/
Features	https://github.com/Lumen-RD/rag-postgres-openai-python#features
Getting started	https://github.com/Lumen-RD/rag-postgres-openai-python#getting-started
GitHub Codespaces	https://github.com/Lumen-RD/rag-postgres-openai-python#github-codespaces
VS Code Dev Containers	https://github.com/Lumen-RD/rag-postgres-openai-python#vs-code-dev-containers
Local environment	https://github.com/Lumen-RD/rag-postgres-openai-python#local-environment
Deployment	https://github.com/Lumen-RD/rag-postgres-openai-python#deployment
Local development	https://github.com/Lumen-RD/rag-postgres-openai-python#local-development
Costs	https://github.com/Lumen-RD/rag-postgres-openai-python#costs
Security guidelines	https://github.com/Lumen-RD/rag-postgres-openai-python#security-guidelines
Guidance	https://github.com/Lumen-RD/rag-postgres-openai-python#guidance
Resources	https://github.com/Lumen-RD/rag-postgres-openai-python#resources
	https://github.com/Lumen-RD/rag-postgres-openai-python#features
the pgvector extension	https://github.com/pgvector/pgvector
full text search	https://www.postgresql.org/docs/current/textsearch-intro.html
	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/docs/images/screenshot_chat.png
	https://github.com/Lumen-RD/rag-postgres-openai-python#architecture-diagram
	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/docs/images/azure_architecture.png
	https://github.com/Lumen-RD/rag-postgres-openai-python#getting-started
set it up locally	https://github.com/Lumen-RD/rag-postgres-openai-python#local-environment
	https://github.com/Lumen-RD/rag-postgres-openai-python#github-codespaces
	https://codespaces.new/Azure-Samples/rag-postgres-openai-python
deployment steps	https://github.com/Lumen-RD/rag-postgres-openai-python#deployment
	https://github.com/Lumen-RD/rag-postgres-openai-python#vs-code-dev-containers
Dev Containers extension	https://marketplace.visualstudio.com/items?itemName=ms-vscode-remote.remote-containers
	https://vscode.dev/redirect?url=vscode://ms-vscode-remote.remote-containers/cloneInVolume?url=https://github.com/azure-samples/rag-postgres-openai-python
deployment steps	https://github.com/Lumen-RD/rag-postgres-openai-python#deployment
	https://github.com/Lumen-RD/rag-postgres-openai-python#local-environment
Azure Developer CLI (azd)	https://aka.ms/install-azd
Node.js 18+	https://nodejs.org/download/
Python 3.9+	https://www.python.org/downloads/
PostgreSQL 14+	https://www.postgresql.org/download/
pgvector	https://github.com/pgvector/pgvector
Docker Desktop	https://www.docker.com/products/docker-desktop/
Git	https://git-scm.com/downloads
deployment steps	https://github.com/Lumen-RD/rag-postgres-openai-python#deployment
	https://github.com/Lumen-RD/rag-postgres-openai-python#deployment
Codespaces	https://github.com/Lumen-RD/rag-postgres-openai-python#github-codespaces
Dev Containers	https://github.com/Lumen-RD/rag-postgres-openai-python#vs-code-dev-containers
locally	https://github.com/Lumen-RD/rag-postgres-openai-python#local-environment
use existing Azure resources	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/docs/deploy_existing.md
up-to-date region availability	https://learn.microsoft.com/azure/ai-services/openai/concepts/models#standard-deployment-model-availability
	https://github.com/Lumen-RD/rag-postgres-openai-python#local-development
	https://github.com/Lumen-RD/rag-postgres-openai-python#setting-up-the-environment-file
	https://github.com/Lumen-RD/rag-postgres-openai-python#running-the-frontend-and-backend
	https://github.com/Lumen-RD/rag-postgres-openai-python#costs
Azure pricing calculator	https://azure.microsoft.com/pricing/calculator/
Pricing	https://azure.microsoft.com/pricing/details/container-apps/
Pricing	https://azure.microsoft.com/pricing/details/cognitive-services/openai-service/
Pricing	https://azure.microsoft.com/pricing/details/postgresql/flexible-server/
Pricing	https://azure.microsoft.com/pricing/details/monitor/
	https://github.com/Lumen-RD/rag-postgres-openai-python#security-guidelines
Managed Identity	https://learn.microsoft.com/entra/identity/managed-identities-azure-resources/overview
GitHub Action	https://github.com/microsoft/security-devops-action
Github secret scanning	https://docs.github.com/code-security/secret-scanning/about-secret-scanning
	https://github.com/Lumen-RD/rag-postgres-openai-python#guidance
Understanding the RAG flow	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/docs/rag_flow.md
Customizing the data	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/docs/customize_data.md
Deploying with existing resources	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/docs/deploy_existing.md
Using Entra auth with PostgreSQL tools	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/docs/using_entra_auth.md
Monitoring with Azure Monitor	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/docs/monitoring.md
Load testing	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/docs/loadtesting.md
Quality evaluation	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/docs/evaluation.md
Safety evaluation	https://github.com/Lumen-RD/rag-postgres-openai-python/blob/main/docs/safety_evaluation.md
	https://github.com/Lumen-RD/rag-postgres-openai-python#resources
RAGHack livestream: Building RAG with PostgreSQL	https://www.youtube.com/watch?v=Dk65oQjYAfo
RAG chat with Azure AI Search + Python	https://github.com/Azure-Samples/azure-search-openai-demo/
Develop Python apps that use Azure AI services	https://learn.microsoft.com/azure/developer/python/azure-ai-for-python-developers
Readme	https://github.com/Lumen-RD/rag-postgres-openai-python#readme-ov-file
MIT license	https://github.com/Lumen-RD/rag-postgres-openai-python#MIT-1-ov-file
Please reload this page	https://github.com/Lumen-RD/rag-postgres-openai-python
Activity	https://github.com/Lumen-RD/rag-postgres-openai-python/activity
Custom properties	https://github.com/Lumen-RD/rag-postgres-openai-python/custom-properties
0 forks	https://github.com/Lumen-RD/rag-postgres-openai-python/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FLumen-RD%2Frag-postgres-openai-python&report=Lumen-RD+%28user%29
Releases	https://github.com/Lumen-RD/rag-postgres-openai-python/releases
Packages 0	https://github.com/orgs/Lumen-RD/packages?repo_name=rag-postgres-openai-python
Please reload this page	https://github.com/Lumen-RD/rag-postgres-openai-python
Please reload this page	https://github.com/Lumen-RD/rag-postgres-openai-python
Contributors	https://github.com/Lumen-RD/rag-postgres-openai-python/graphs/contributors
Please reload this page	https://github.com/Lumen-RD/rag-postgres-openai-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.