René's URL Explorer Experiment

Title: GitHub - pankaj-mehra/rag-postgres-openai-python2: 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 - pankaj-mehra/rag-postgres-openai-python2: A RAG app to ask questions about rows in a database table. Deployable on Azure Container Apps with PostgreSQL Flexible Server.

X Title: GitHub - pankaj-mehra/rag-postgres-openai-python2: 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. - pankaj-mehra/rag-postgres-openai-python2

Open Graph Description: A RAG app to ask questions about rows in a database table. Deployable on Azure Container Apps with PostgreSQL Flexible Server. - pankaj-mehra/rag-postgres-openai-python2

X Description: A RAG app to ask questions about rows in a database table. Deployable on Azure Container Apps with PostgreSQL Flexible Server. - pankaj-mehra/rag-postgres-openai-python2

Opengraph URL: https://github.com/pankaj-mehra/rag-postgres-openai-python2

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:b707481b-ca90-3120-c4a3-bf8730064eb0
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	9922:1EFEA2:163C87D:1FECF71:6A4CCDB4
html-safe-nonce	27bc2300056de002a0599e3f9d6b6b61ddc43e6270888cb53d01fd81fa4543d4
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiI5OTIyOjFFRkVBMjoxNjNDODdEOjFGRUNGNzE6NkE0Q0NEQjQiLCJ2aXNpdG9yX2lkIjoiNjI4NjczODIyNTAyMTg5ODE2NCIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac	2f22612b8675f7a9ad59bb02d23cac1d4afc60a97147e045d48c7d4e276319ab
hovercard-subject-tag	repository:1139000096
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/pankaj-mehra/rag-postgres-openai-python2
twitter:image	https://opengraph.githubassets.com/d11f10c04474e150cfb66132b67324221e65dfc3858c15d8252a91323d4e7551/pankaj-mehra/rag-postgres-openai-python2
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/d11f10c04474e150cfb66132b67324221e65dfc3858c15d8252a91323d4e7551/pankaj-mehra/rag-postgres-openai-python2
og:image:alt	A RAG app to ask questions about rows in a database table. Deployable on Azure Container Apps with PostgreSQL Flexible Server. - pankaj-mehra/rag-postgres-openai-python2
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	ee8a9d18044a05fe2d57b9ae797da38c8be34effb03f015f7c42e94770d28a1b
turbo-cache-control	no-cache
go-import	github.com/pankaj-mehra/rag-postgres-openai-python2 git https://github.com/pankaj-mehra/rag-postgres-openai-python2.git
octolytics-dimension-user_id	5429166
octolytics-dimension-user_login	pankaj-mehra
octolytics-dimension-repository_id	1139000096
octolytics-dimension-repository_nwo	pankaj-mehra/rag-postgres-openai-python2
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	true
octolytics-dimension-repository_parent_id	1084412524
octolytics-dimension-repository_parent_nwo	technofocus-pte/rag-postgres-openai-python2
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	f84814acc6f036583fd43463f5847a846243d2a4
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/pankaj-mehra/rag-postgres-openai-python2#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fpankaj-mehra%2Frag-postgres-openai-python2
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%2Fpankaj-mehra%2Frag-postgres-openai-python2
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=pankaj-mehra%2Frag-postgres-openai-python2
Reload	https://github.com/pankaj-mehra/rag-postgres-openai-python2
Reload	https://github.com/pankaj-mehra/rag-postgres-openai-python2
Reload	https://github.com/pankaj-mehra/rag-postgres-openai-python2
pankaj-mehra	https://github.com/pankaj-mehra
rag-postgres-openai-python2	https://github.com/pankaj-mehra/rag-postgres-openai-python2
technofocus-pte/rag-postgres-openai-python2	https://github.com/technofocus-pte/rag-postgres-openai-python2
Notifications	https://github.com/login?return_to=%2Fpankaj-mehra%2Frag-postgres-openai-python2
Fork 0	https://github.com/login?return_to=%2Fpankaj-mehra%2Frag-postgres-openai-python2
Star 0	https://github.com/login?return_to=%2Fpankaj-mehra%2Frag-postgres-openai-python2
Code	https://github.com/pankaj-mehra/rag-postgres-openai-python2
Pull requests 0	https://github.com/pankaj-mehra/rag-postgres-openai-python2/pulls
Actions	https://github.com/pankaj-mehra/rag-postgres-openai-python2/actions
Projects	https://github.com/pankaj-mehra/rag-postgres-openai-python2/projects
Security and quality 0	https://github.com/pankaj-mehra/rag-postgres-openai-python2/security
Insights	https://github.com/pankaj-mehra/rag-postgres-openai-python2/pulse
Code	https://github.com/pankaj-mehra/rag-postgres-openai-python2
Pull requests	https://github.com/pankaj-mehra/rag-postgres-openai-python2/pulls
Actions	https://github.com/pankaj-mehra/rag-postgres-openai-python2/actions
Projects	https://github.com/pankaj-mehra/rag-postgres-openai-python2/projects
Security and quality	https://github.com/pankaj-mehra/rag-postgres-openai-python2/security
Insights	https://github.com/pankaj-mehra/rag-postgres-openai-python2/pulse
	https://github.com/pankaj-mehra/rag-postgres-openai-python2
Branches	https://github.com/pankaj-mehra/rag-postgres-openai-python2/branches
Tags	https://github.com/pankaj-mehra/rag-postgres-openai-python2/tags
	https://github.com/pankaj-mehra/rag-postgres-openai-python2/branches
	https://github.com/pankaj-mehra/rag-postgres-openai-python2/tags
512 Commits	https://github.com/pankaj-mehra/rag-postgres-openai-python2/commits/main/
	https://github.com/pankaj-mehra/rag-postgres-openai-python2/commits/main/
.devcontainer	https://github.com/pankaj-mehra/rag-postgres-openai-python2/tree/main/.devcontainer
.devcontainer	https://github.com/pankaj-mehra/rag-postgres-openai-python2/tree/main/.devcontainer
.github	https://github.com/pankaj-mehra/rag-postgres-openai-python2/tree/main/.github
.github	https://github.com/pankaj-mehra/rag-postgres-openai-python2/tree/main/.github
.vscode	https://github.com/pankaj-mehra/rag-postgres-openai-python2/tree/main/.vscode
.vscode	https://github.com/pankaj-mehra/rag-postgres-openai-python2/tree/main/.vscode
docs	https://github.com/pankaj-mehra/rag-postgres-openai-python2/tree/main/docs
docs	https://github.com/pankaj-mehra/rag-postgres-openai-python2/tree/main/docs
evals	https://github.com/pankaj-mehra/rag-postgres-openai-python2/tree/main/evals
evals	https://github.com/pankaj-mehra/rag-postgres-openai-python2/tree/main/evals
infra	https://github.com/pankaj-mehra/rag-postgres-openai-python2/tree/main/infra
infra	https://github.com/pankaj-mehra/rag-postgres-openai-python2/tree/main/infra
scripts	https://github.com/pankaj-mehra/rag-postgres-openai-python2/tree/main/scripts
scripts	https://github.com/pankaj-mehra/rag-postgres-openai-python2/tree/main/scripts
src	https://github.com/pankaj-mehra/rag-postgres-openai-python2/tree/main/src
src	https://github.com/pankaj-mehra/rag-postgres-openai-python2/tree/main/src
tests	https://github.com/pankaj-mehra/rag-postgres-openai-python2/tree/main/tests
tests	https://github.com/pankaj-mehra/rag-postgres-openai-python2/tree/main/tests
.env.sample	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/.env.sample
.env.sample	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/.env.sample
.gitattributes	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/.gitattributes
.gitattributes	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/.gitattributes
.gitignore	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/.gitignore
.gitignore	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/.gitignore
.pre-commit-config.yaml	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/.pre-commit-config.yaml
.pre-commit-config.yaml	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/.pre-commit-config.yaml
AGENTS.md	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/AGENTS.md
AGENTS.md	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/AGENTS.md
CONTRIBUTING.md	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/CONTRIBUTING.md
CONTRIBUTING.md	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/CONTRIBUTING.md
LICENSE.md	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/LICENSE.md
LICENSE.md	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/LICENSE.md
README.md	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/README.md
README.md	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/README.md
azure.yaml	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/azure.yaml
azure.yaml	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/azure.yaml
locustfile.py	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/locustfile.py
locustfile.py	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/locustfile.py
pyproject.toml	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/pyproject.toml
pyproject.toml	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/pyproject.toml
requirements-dev.txt	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/requirements-dev.txt
requirements-dev.txt	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/requirements-dev.txt
README	https://github.com/pankaj-mehra/rag-postgres-openai-python2
Code of conduct	https://github.com/pankaj-mehra/rag-postgres-openai-python2
Contributing	https://github.com/pankaj-mehra/rag-postgres-openai-python2
License	https://github.com/pankaj-mehra/rag-postgres-openai-python2
Security	https://github.com/pankaj-mehra/rag-postgres-openai-python2
	https://github.com/pankaj-mehra/rag-postgres-openai-python2#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/pankaj-mehra/rag-postgres-openai-python2#features
Getting started	https://github.com/pankaj-mehra/rag-postgres-openai-python2#getting-started
GitHub Codespaces	https://github.com/pankaj-mehra/rag-postgres-openai-python2#github-codespaces
VS Code Dev Containers	https://github.com/pankaj-mehra/rag-postgres-openai-python2#vs-code-dev-containers
Local environment	https://github.com/pankaj-mehra/rag-postgres-openai-python2#local-environment
Deployment	https://github.com/pankaj-mehra/rag-postgres-openai-python2#deployment
Local development	https://github.com/pankaj-mehra/rag-postgres-openai-python2#local-development
Costs	https://github.com/pankaj-mehra/rag-postgres-openai-python2#costs
Security guidelines	https://github.com/pankaj-mehra/rag-postgres-openai-python2#security-guidelines
Guidance	https://github.com/pankaj-mehra/rag-postgres-openai-python2#guidance
Resources	https://github.com/pankaj-mehra/rag-postgres-openai-python2#resources
	https://github.com/pankaj-mehra/rag-postgres-openai-python2#features
the pgvector extension	https://github.com/pgvector/pgvector
full text search	https://www.postgresql.org/docs/current/textsearch-intro.html
	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/docs/images/screenshot_chat.png
	https://github.com/pankaj-mehra/rag-postgres-openai-python2#architecture-diagram
	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/docs/images/azure_architecture.png
	https://github.com/pankaj-mehra/rag-postgres-openai-python2#getting-started
set it up locally	https://github.com/pankaj-mehra/rag-postgres-openai-python2#local-environment
	https://github.com/pankaj-mehra/rag-postgres-openai-python2#github-codespaces
	https://codespaces.new/Azure-Samples/rag-postgres-openai-python
deployment steps	https://github.com/pankaj-mehra/rag-postgres-openai-python2#deployment
	https://github.com/pankaj-mehra/rag-postgres-openai-python2#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/pankaj-mehra/rag-postgres-openai-python2#deployment
	https://github.com/pankaj-mehra/rag-postgres-openai-python2#local-environment
Azure Developer CLI (azd)	https://aka.ms/install-azd
Node.js 18+	https://nodejs.org/download/
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/pankaj-mehra/rag-postgres-openai-python2#deployment
	https://github.com/pankaj-mehra/rag-postgres-openai-python2#deployment
Codespaces	https://github.com/pankaj-mehra/rag-postgres-openai-python2#github-codespaces
Dev Containers	https://github.com/pankaj-mehra/rag-postgres-openai-python2#vs-code-dev-containers
locally	https://github.com/pankaj-mehra/rag-postgres-openai-python2#local-environment
use existing Azure resources	https://github.com/pankaj-mehra/rag-postgres-openai-python2/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/pankaj-mehra/rag-postgres-openai-python2#local-development
	https://github.com/pankaj-mehra/rag-postgres-openai-python2#setting-up-the-environment-file
	https://github.com/pankaj-mehra/rag-postgres-openai-python2#running-the-frontend-and-backend
	https://github.com/pankaj-mehra/rag-postgres-openai-python2#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/pankaj-mehra/rag-postgres-openai-python2#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/pankaj-mehra/rag-postgres-openai-python2#guidance
Understanding the RAG flow	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/docs/rag_flow.md
Customizing the data	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/docs/customize_data.md
Deploying with existing resources	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/docs/deploy_existing.md
Using Entra auth with PostgreSQL tools	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/docs/using_entra_auth.md
Monitoring with Azure Monitor	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/docs/monitoring.md
Load testing	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/docs/loadtesting.md
Quality evaluation	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/docs/evaluation.md
Safety evaluation	https://github.com/pankaj-mehra/rag-postgres-openai-python2/blob/main/docs/safety_evaluation.md
	https://github.com/pankaj-mehra/rag-postgres-openai-python2#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/pankaj-mehra/rag-postgres-openai-python2#readme-ov-file
MIT license	https://github.com/pankaj-mehra/rag-postgres-openai-python2#MIT-1-ov-file
Code of conduct	https://github.com/pankaj-mehra/rag-postgres-openai-python2#coc-ov-file
Contributing	https://github.com/pankaj-mehra/rag-postgres-openai-python2#contributing-ov-file
Security policy	https://github.com/pankaj-mehra/rag-postgres-openai-python2#security-ov-file
Please reload this page	https://github.com/pankaj-mehra/rag-postgres-openai-python2
Activity	https://github.com/pankaj-mehra/rag-postgres-openai-python2/activity
0 forks	https://github.com/pankaj-mehra/rag-postgres-openai-python2/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fpankaj-mehra%2Frag-postgres-openai-python2&report=pankaj-mehra+%28user%29
Releases	https://github.com/pankaj-mehra/rag-postgres-openai-python2/releases
Packages 0	https://github.com/users/pankaj-mehra/packages?repo_name=rag-postgres-openai-python2
Please reload this page	https://github.com/pankaj-mehra/rag-postgres-openai-python2
Contributors	https://github.com/pankaj-mehra/rag-postgres-openai-python2/graphs/contributors
Please reload this page	https://github.com/pankaj-mehra/rag-postgres-openai-python2
	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.