René's URL Explorer Experiment


Title: GitHub - posit-dev/chatlas: Your friendly guide to building LLM chat apps in Python with less effort and more clarity.

Open Graph Title: GitHub - posit-dev/chatlas: Your friendly guide to building LLM chat apps in Python with less effort and more clarity.

X Title: GitHub - posit-dev/chatlas: Your friendly guide to building LLM chat apps in Python with less effort and more clarity.

Description: Your friendly guide to building LLM chat apps in Python with less effort and more clarity. - posit-dev/chatlas

Open Graph Description: Your friendly guide to building LLM chat apps in Python with less effort and more clarity. - posit-dev/chatlas

X Description: Your friendly guide to building LLM chat apps in Python with less effort and more clarity. - posit-dev/chatlas

Opengraph URL: https://github.com/posit-dev/chatlas

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:4199b27f-510d-71ca-2a07-26c384c7a75c
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idBA22:36A8E0:2192282:2D40654:698DA260
html-safe-noncede4b56e06425a503617177055396953c32ba85b6b9a5faef89087dee5d19d0e3
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJCQTIyOjM2QThFMDoyMTkyMjgyOjJENDA2NTQ6Njk4REEyNjAiLCJ2aXNpdG9yX2lkIjoiMTIwMzQ2NzQwMDIzMTM2MzE2OCIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmacdab4dafcb8af46d61e985e471e8d7c756cdceec5c7104396875ead16c0b7d213
hovercard-subject-tagrepository:879987477
github-keyboard-shortcutsrepository,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location//
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/posit-dev/chatlas
twitter:imagehttps://opengraph.githubassets.com/77b2b677d41e1bb9802c597f2062ca7af873acf0b6fadfc4bbab6881ed4f4ad5/posit-dev/chatlas
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/77b2b677d41e1bb9802c597f2062ca7af873acf0b6fadfc4bbab6881ed4f4ad5/posit-dev/chatlas
og:image:altYour friendly guide to building LLM chat apps in Python with less effort and more clarity. - posit-dev/chatlas
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None8c7947c0c592efeab6162b9909ad11fa43bff8b0cb5ff43273dc25e41979d43e
turbo-cache-controlno-preview
go-importgithub.com/posit-dev/chatlas git https://github.com/posit-dev/chatlas.git
octolytics-dimension-user_id107264312
octolytics-dimension-user_loginposit-dev
octolytics-dimension-repository_id879987477
octolytics-dimension-repository_nwoposit-dev/chatlas
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id879987477
octolytics-dimension-repository_network_root_nwoposit-dev/chatlas
turbo-body-classeslogged-out env-production page-responsive
disable-turbofalse
browser-stats-urlhttps://api.github.com/_private/browser/stats
browser-errors-urlhttps://api.github.com/_private/browser/errors
release0562b88b05bab6c9b1cf780b4a66b9334b3a602a
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://patch-diff.githubusercontent.com/posit-dev/chatlas#start-of-content
https://patch-diff.githubusercontent.com/
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Fposit-dev%2Fchatlas
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub SparkBuild and deploy intelligent appshttps://github.com/features/spark
GitHub ModelsManage and compare promptshttps://github.com/features/models
MCP RegistryNewIntegrate external toolshttps://github.com/mcp
ActionsAutomate any workflowhttps://github.com/features/actions
CodespacesInstant dev environmentshttps://github.com/features/codespaces
IssuesPlan and track workhttps://github.com/features/issues
Code ReviewManage code changeshttps://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilitieshttps://github.com/security/advanced-security
Code securitySecure your code as you buildhttps://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they starthttps://github.com/security/advanced-security/secret-protection
Why GitHubhttps://github.com/why-github
Documentationhttps://docs.github.com
Bloghttps://github.blog
Changeloghttps://github.blog/changelog
Marketplacehttps://github.com/marketplace
View all featureshttps://github.com/features
Enterpriseshttps://github.com/enterprise
Small and medium teamshttps://github.com/team
Startupshttps://github.com/enterprise/startups
Nonprofitshttps://github.com/solutions/industry/nonprofits
App Modernizationhttps://github.com/solutions/use-case/app-modernization
DevSecOpshttps://github.com/solutions/use-case/devsecops
DevOpshttps://github.com/solutions/use-case/devops
CI/CDhttps://github.com/solutions/use-case/ci-cd
View all use caseshttps://github.com/solutions/use-case
Healthcarehttps://github.com/solutions/industry/healthcare
Financial serviceshttps://github.com/solutions/industry/financial-services
Manufacturinghttps://github.com/solutions/industry/manufacturing
Governmenthttps://github.com/solutions/industry/government
View all industrieshttps://github.com/solutions/industry
View all solutionshttps://github.com/solutions
AIhttps://github.com/resources/articles?topic=ai
Software Developmenthttps://github.com/resources/articles?topic=software-development
DevOpshttps://github.com/resources/articles?topic=devops
Securityhttps://github.com/resources/articles?topic=security
View all topicshttps://github.com/resources/articles
Customer storieshttps://github.com/customer-stories
Events & webinarshttps://github.com/resources/events
Ebooks & reportshttps://github.com/resources/whitepapers
Business insightshttps://github.com/solutions/executive-insights
GitHub Skillshttps://skills.github.com
Documentationhttps://docs.github.com
Customer supporthttps://support.github.com
Community forumhttps://github.com/orgs/community/discussions
Trust centerhttps://github.com/trust-center
Partnershttps://github.com/partners
GitHub SponsorsFund open source developershttps://github.com/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/accelerator
Archive Programhttps://archiveprogram.github.com
Topicshttps://github.com/topics
Trendinghttps://github.com/trending
Collectionshttps://github.com/collections
Enterprise platformAI-powered developer platformhttps://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security featureshttps://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI featureshttps://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 supporthttps://github.com/premium-support
Pricinghttps://github.com/pricing
Search syntax tipshttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentationhttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Fposit-dev%2Fchatlas
Sign up https://patch-diff.githubusercontent.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=posit-dev%2Fchatlas
Reloadhttps://patch-diff.githubusercontent.com/posit-dev/chatlas
Reloadhttps://patch-diff.githubusercontent.com/posit-dev/chatlas
Reloadhttps://patch-diff.githubusercontent.com/posit-dev/chatlas
posit-dev https://patch-diff.githubusercontent.com/posit-dev
chatlashttps://patch-diff.githubusercontent.com/posit-dev/chatlas
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2Fposit-dev%2Fchatlas
Fork 20 https://patch-diff.githubusercontent.com/login?return_to=%2Fposit-dev%2Fchatlas
Star 151 https://patch-diff.githubusercontent.com/login?return_to=%2Fposit-dev%2Fchatlas
posit-dev.github.io/chatlas/https://posit-dev.github.io/chatlas/
MIT license https://patch-diff.githubusercontent.com/posit-dev/chatlas/blob/main/LICENSE
151 stars https://patch-diff.githubusercontent.com/posit-dev/chatlas/stargazers
20 forks https://patch-diff.githubusercontent.com/posit-dev/chatlas/forks
Branches https://patch-diff.githubusercontent.com/posit-dev/chatlas/branches
Tags https://patch-diff.githubusercontent.com/posit-dev/chatlas/tags
Activity https://patch-diff.githubusercontent.com/posit-dev/chatlas/activity
Star https://patch-diff.githubusercontent.com/login?return_to=%2Fposit-dev%2Fchatlas
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2Fposit-dev%2Fchatlas
Code https://patch-diff.githubusercontent.com/posit-dev/chatlas
Issues 29 https://patch-diff.githubusercontent.com/posit-dev/chatlas/issues
Pull requests 7 https://patch-diff.githubusercontent.com/posit-dev/chatlas/pulls
Actions https://patch-diff.githubusercontent.com/posit-dev/chatlas/actions
Projects 0 https://patch-diff.githubusercontent.com/posit-dev/chatlas/projects
Security 0 https://patch-diff.githubusercontent.com/posit-dev/chatlas/security
Insights https://patch-diff.githubusercontent.com/posit-dev/chatlas/pulse
Code https://patch-diff.githubusercontent.com/posit-dev/chatlas
Issues https://patch-diff.githubusercontent.com/posit-dev/chatlas/issues
Pull requests https://patch-diff.githubusercontent.com/posit-dev/chatlas/pulls
Actions https://patch-diff.githubusercontent.com/posit-dev/chatlas/actions
Projects https://patch-diff.githubusercontent.com/posit-dev/chatlas/projects
Security https://patch-diff.githubusercontent.com/posit-dev/chatlas/security
Insights https://patch-diff.githubusercontent.com/posit-dev/chatlas/pulse
Brancheshttps://patch-diff.githubusercontent.com/posit-dev/chatlas/branches
Tagshttps://patch-diff.githubusercontent.com/posit-dev/chatlas/tags
https://patch-diff.githubusercontent.com/posit-dev/chatlas/branches
https://patch-diff.githubusercontent.com/posit-dev/chatlas/tags
388 Commitshttps://patch-diff.githubusercontent.com/posit-dev/chatlas/commits/main/
https://patch-diff.githubusercontent.com/posit-dev/chatlas/commits/main/
.claudehttps://patch-diff.githubusercontent.com/posit-dev/chatlas/tree/main/.claude
.claudehttps://patch-diff.githubusercontent.com/posit-dev/chatlas/tree/main/.claude
.github/workflowshttps://patch-diff.githubusercontent.com/posit-dev/chatlas/tree/main/.github/workflows
.github/workflowshttps://patch-diff.githubusercontent.com/posit-dev/chatlas/tree/main/.github/workflows
.vscodehttps://patch-diff.githubusercontent.com/posit-dev/chatlas/tree/main/.vscode
.vscodehttps://patch-diff.githubusercontent.com/posit-dev/chatlas/tree/main/.vscode
chatlashttps://patch-diff.githubusercontent.com/posit-dev/chatlas/tree/main/chatlas
chatlashttps://patch-diff.githubusercontent.com/posit-dev/chatlas/tree/main/chatlas
docshttps://patch-diff.githubusercontent.com/posit-dev/chatlas/tree/main/docs
docshttps://patch-diff.githubusercontent.com/posit-dev/chatlas/tree/main/docs
scriptshttps://patch-diff.githubusercontent.com/posit-dev/chatlas/tree/main/scripts
scriptshttps://patch-diff.githubusercontent.com/posit-dev/chatlas/tree/main/scripts
testshttps://patch-diff.githubusercontent.com/posit-dev/chatlas/tree/main/tests
testshttps://patch-diff.githubusercontent.com/posit-dev/chatlas/tree/main/tests
.gitignorehttps://patch-diff.githubusercontent.com/posit-dev/chatlas/blob/main/.gitignore
.gitignorehttps://patch-diff.githubusercontent.com/posit-dev/chatlas/blob/main/.gitignore
CHANGELOG.mdhttps://patch-diff.githubusercontent.com/posit-dev/chatlas/blob/main/CHANGELOG.md
CHANGELOG.mdhttps://patch-diff.githubusercontent.com/posit-dev/chatlas/blob/main/CHANGELOG.md
CLAUDE.mdhttps://patch-diff.githubusercontent.com/posit-dev/chatlas/blob/main/CLAUDE.md
CLAUDE.mdhttps://patch-diff.githubusercontent.com/posit-dev/chatlas/blob/main/CLAUDE.md
LICENSEhttps://patch-diff.githubusercontent.com/posit-dev/chatlas/blob/main/LICENSE
LICENSEhttps://patch-diff.githubusercontent.com/posit-dev/chatlas/blob/main/LICENSE
Makefilehttps://patch-diff.githubusercontent.com/posit-dev/chatlas/blob/main/Makefile
Makefilehttps://patch-diff.githubusercontent.com/posit-dev/chatlas/blob/main/Makefile
README.mdhttps://patch-diff.githubusercontent.com/posit-dev/chatlas/blob/main/README.md
README.mdhttps://patch-diff.githubusercontent.com/posit-dev/chatlas/blob/main/README.md
pyproject.tomlhttps://patch-diff.githubusercontent.com/posit-dev/chatlas/blob/main/pyproject.toml
pyproject.tomlhttps://patch-diff.githubusercontent.com/posit-dev/chatlas/blob/main/pyproject.toml
pytest.inihttps://patch-diff.githubusercontent.com/posit-dev/chatlas/blob/main/pytest.ini
pytest.inihttps://patch-diff.githubusercontent.com/posit-dev/chatlas/blob/main/pytest.ini
READMEhttps://patch-diff.githubusercontent.com/posit-dev/chatlas
MIT licensehttps://patch-diff.githubusercontent.com/posit-dev/chatlas
https://posit-dev.github.io/chatlas
https://patch-diff.githubusercontent.com/posit-dev/chatlas#chatlas-
https://pypi.org/project/chatlas/
https://choosealicense.com/licenses/mit/
https://pypi.org/project/chatlas
https://github.com/posit-dev/chatlas
https://patch-diff.githubusercontent.com/posit-dev/chatlas#install
from PyPIhttps://pypi.org/project/chatlas/
https://patch-diff.githubusercontent.com/posit-dev/chatlas#quick-start
ChatOpenAIhttps://posit-dev.github.io/chatlas/reference/ChatOpenAI.html
ChatAnthropichttps://posit-dev.github.io/chatlas/reference/ChatAnthropic.html
referencehttps://posit-dev.github.io/chatlas/reference
https://camo.githubusercontent.com/2fb736d6b77a31cab7200ae69b020ae8eca50f770a0681f91951ab1f652d3c01/68747470733a2f2f706f7369742d6465762e6769746875622e696f2f636861746c61732f696d616765732f636861746c61732d68656c6c6f2e706e67
https://posit-dev.github.io/chatlashttps://posit-dev.github.io/chatlas
posit-dev.github.io/chatlas/https://posit-dev.github.io/chatlas/
python https://patch-diff.githubusercontent.com/topics/python
chatbot https://patch-diff.githubusercontent.com/topics/chatbot
llm https://patch-diff.githubusercontent.com/topics/llm
agentic-ai https://patch-diff.githubusercontent.com/topics/agentic-ai
Readme https://patch-diff.githubusercontent.com/posit-dev/chatlas#readme-ov-file
MIT license https://patch-diff.githubusercontent.com/posit-dev/chatlas#MIT-1-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/posit-dev/chatlas
Activityhttps://patch-diff.githubusercontent.com/posit-dev/chatlas/activity
Custom propertieshttps://patch-diff.githubusercontent.com/posit-dev/chatlas/custom-properties
151 starshttps://patch-diff.githubusercontent.com/posit-dev/chatlas/stargazers
6 watchinghttps://patch-diff.githubusercontent.com/posit-dev/chatlas/watchers
20 forkshttps://patch-diff.githubusercontent.com/posit-dev/chatlas/forks
Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fposit-dev%2Fchatlas&report=posit-dev+%28user%29
Releases 23https://patch-diff.githubusercontent.com/posit-dev/chatlas/releases
chatlas 0.15.1 Latest Jan 22, 2026 https://patch-diff.githubusercontent.com/posit-dev/chatlas/releases/tag/v0.15.1
+ 22 releaseshttps://patch-diff.githubusercontent.com/posit-dev/chatlas/releases
Packages 0https://patch-diff.githubusercontent.com/orgs/posit-dev/packages?repo_name=chatlas
Please reload this pagehttps://patch-diff.githubusercontent.com/posit-dev/chatlas
Contributors 13https://patch-diff.githubusercontent.com/posit-dev/chatlas/graphs/contributors
Please reload this pagehttps://patch-diff.githubusercontent.com/posit-dev/chatlas
Python 99.7% https://patch-diff.githubusercontent.com/posit-dev/chatlas/search?l=python
Makefile 0.3% https://patch-diff.githubusercontent.com/posit-dev/chatlas/search?l=makefile
https://github.com
Termshttps://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacyhttps://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Securityhttps://github.com/security
Statushttps://www.githubstatus.com/
Communityhttps://github.community/
Docshttps://docs.github.com/
Contacthttps://support.github.com?tags=dotcom-footer

Viewport: width=device-width


URLs of crawlers that visited me.