René's URL Explorer Experiment

Title: GitHub - WinnieTK/rag-Postgres-OpenAI-python-CSTest: 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 - WinnieTK/rag-Postgres-OpenAI-python-CSTest: A RAG app to ask questions about rows in a database table. Deployable on Azure Container Apps with PostgreSQL Flexible Server.

X Title: GitHub - WinnieTK/rag-Postgres-OpenAI-python-CSTest: 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. - WinnieTK/rag-Postgres-OpenAI-python-CSTest

Open Graph Description: A RAG app to ask questions about rows in a database table. Deployable on Azure Container Apps with PostgreSQL Flexible Server. - WinnieTK/rag-Postgres-OpenAI-python-CSTest

X Description: A RAG app to ask questions about rows in a database table. Deployable on Azure Container Apps with PostgreSQL Flexible Server. - WinnieTK/rag-Postgres-OpenAI-python-CSTest

Opengraph URL: https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:66786f6e-857f-2fc5-8823-d3b578524591
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	87FC:29BB0:D0FF17:126CD73:6A4CA84D
html-safe-nonce	1340ae2116fb93d663ec4ca5dea66a0148aa7cc0f44d6c815824fc7c4e209c83
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiI4N0ZDOjI5QkIwOkQwRkYxNzoxMjZDRDczOjZBNENBODREIiwidmlzaXRvcl9pZCI6IjI0MzAwNzk2ODU5NzI3NjQ3NDkiLCJyZWdpb25fZWRnZSI6ImlhZCIsInJlZ2lvbl9yZW5kZXIiOiJpYWQifQ==
visitor-hmac	17379d2ac49aa6e41ab06fb29c86ee44c6462a783a8b644230765c5d0a3ee1a1
hovercard-subject-tag	repository:955328690
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/WinnieTK/rag-Postgres-OpenAI-python-CSTest
twitter:image	https://opengraph.githubassets.com/4972d04224776441c0e4e560ba820fce53f8f62b5efb43cc37965977ce915b2a/WinnieTK/rag-Postgres-OpenAI-python-CSTest
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/4972d04224776441c0e4e560ba820fce53f8f62b5efb43cc37965977ce915b2a/WinnieTK/rag-Postgres-OpenAI-python-CSTest
og:image:alt	A RAG app to ask questions about rows in a database table. Deployable on Azure Container Apps with PostgreSQL Flexible Server. - WinnieTK/rag-Postgres-OpenAI-python-CSTest
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/WinnieTK/rag-Postgres-OpenAI-python-CSTest git https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest.git
octolytics-dimension-user_id	205031663
octolytics-dimension-user_login	WinnieTK
octolytics-dimension-repository_id	955328690
octolytics-dimension-repository_nwo	WinnieTK/rag-Postgres-OpenAI-python-CSTest
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	true
octolytics-dimension-repository_parent_id	921532850
octolytics-dimension-repository_parent_nwo	technofocus-pte/rag-postgres-openai-python-CSTesting
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	ae90d426644ca15e89bacceb72e51f4e9dbf85f7
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2FWinnieTK%2Frag-Postgres-OpenAI-python-CSTest
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%2FWinnieTK%2Frag-Postgres-OpenAI-python-CSTest
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=WinnieTK%2Frag-Postgres-OpenAI-python-CSTest
Reload	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest
Reload	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest
Reload	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest
WinnieTK	https://github.com/WinnieTK
rag-Postgres-OpenAI-python-CSTest	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest
technofocus-pte/rag-postgres-openai-python-CSTesting	https://github.com/technofocus-pte/rag-postgres-openai-python-CSTesting
Notifications	https://github.com/login?return_to=%2FWinnieTK%2Frag-Postgres-OpenAI-python-CSTest
Fork 0	https://github.com/login?return_to=%2FWinnieTK%2Frag-Postgres-OpenAI-python-CSTest
Star 0	https://github.com/login?return_to=%2FWinnieTK%2Frag-Postgres-OpenAI-python-CSTest
Code	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest
Pull requests 0	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/pulls
Actions	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/actions
Projects	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/projects
Security and quality 0	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/security
Insights	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/pulse
Code	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest
Pull requests	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/pulls
Actions	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/actions
Projects	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/projects
Security and quality	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/security
Insights	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/pulse
	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest
Branches	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/branches
Tags	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/tags
	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/branches
	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/tags
90 Commits	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/commits/main/
	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/commits/main/
.devcontainer	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/tree/main/.devcontainer
.devcontainer	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/tree/main/.devcontainer
.github	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/tree/main/.github
.github	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/tree/main/.github
.vscode	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/tree/main/.vscode
.vscode	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/tree/main/.vscode
docs	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/tree/main/docs
docs	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/tree/main/docs
infra	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/tree/main/infra
infra	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/tree/main/infra
scripts	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/tree/main/scripts
scripts	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/tree/main/scripts
src	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/tree/main/src
src	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/tree/main/src
.env.sample	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/blob/main/.env.sample
.env.sample	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/blob/main/.env.sample
.gitattributes	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/blob/main/.gitattributes
.gitattributes	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/blob/main/.gitattributes
.gitignore	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/blob/main/.gitignore
.gitignore	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/blob/main/.gitignore
.pre-commit-config.yaml	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/blob/main/.pre-commit-config.yaml
.pre-commit-config.yaml	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/blob/main/.pre-commit-config.yaml
CONTRIBUTING.md	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/blob/main/CONTRIBUTING.md
CONTRIBUTING.md	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/blob/main/CONTRIBUTING.md
LICENSE.md	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/blob/main/LICENSE.md
LICENSE.md	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/blob/main/LICENSE.md
README.md	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/blob/main/README.md
README.md	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/blob/main/README.md
azure.yaml	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/blob/main/azure.yaml
azure.yaml	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/blob/main/azure.yaml
pyproject.toml	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/blob/main/pyproject.toml
pyproject.toml	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/blob/main/pyproject.toml
requirements-dev.txt	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/blob/main/requirements-dev.txt
requirements-dev.txt	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/blob/main/requirements-dev.txt
README	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest
Code of conduct	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest
Contributing	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest
License	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest
	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest#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/WinnieTK/rag-Postgres-OpenAI-python-CSTest#features
Opening the project	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest#opening-the-project
Deployment	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest#deployment
Local development	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest#local-development
Costs	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest#costs
Security guidelines	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest#security-guidelines
Resources	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest#resources
	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest#features
the pgvector extension	https://github.com/pgvector/pgvector
full text search	https://www.postgresql.org/docs/current/textsearch-intro.html
	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/blob/main/docs/screenshot_chat.png
	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest#opening-the-project
set it up locally	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest#local-environment
	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest#github-codespaces
	https://codespaces.new/Azure-Samples/rag-postgres-openai-python
deployment steps	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest#deployment
	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest#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/WinnieTK/rag-Postgres-OpenAI-python-CSTest#deployment
	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest#local-environment
Azure Developer CLI (azd)	https://aka.ms/install-azd
Python 3.10+	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/WinnieTK/rag-Postgres-OpenAI-python-CSTest#deployment
	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest#deployment
Codespaces	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest#github-codespaces
Dev Containers	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest#vs-code-dev-containers
locally	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest#local-environment
up-to-date region availability	https://learn.microsoft.com/azure/ai-services/openai/concepts/models#standard-deployment-model-availability
	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest#local-development
	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest#setting-up-the-environment-file
	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest#running-the-frontend-and-backend
	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest#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/WinnieTK/rag-Postgres-OpenAI-python-CSTest#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/WinnieTK/rag-Postgres-OpenAI-python-CSTest#resources
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/WinnieTK/rag-Postgres-OpenAI-python-CSTest#readme-ov-file
MIT license	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest#MIT-1-ov-file
Code of conduct	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest#coc-ov-file
Contributing	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest#contributing-ov-file
Please reload this page	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest
Activity	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/activity
0 forks	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FWinnieTK%2Frag-Postgres-OpenAI-python-CSTest&report=WinnieTK+%28user%29
Releases	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/releases
Packages 0	https://github.com/users/WinnieTK/packages?repo_name=rag-Postgres-OpenAI-python-CSTest
Please reload this page	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest
Contributors	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest/graphs/contributors
Please reload this page	https://github.com/WinnieTK/rag-Postgres-OpenAI-python-CSTest
	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.