René's URL Explorer Experiment

Title: GitHub - aaronmeis/learn-langgraph: Complete LangGraph examples with Ollama (local LLM), featuring 9+ examples from basic graphs to advanced pipelines with Human-in-the-Loop, interactive web UIs, and AI agent video explanations. · GitHub

Open Graph Title: GitHub - aaronmeis/learn-langgraph: Complete LangGraph examples with Ollama (local LLM), featuring 9+ examples from basic graphs to advanced pipelines with Human-in-the-Loop, interactive web UIs, and AI agent video explanations.

X Title: GitHub - aaronmeis/learn-langgraph: Complete LangGraph examples with Ollama (local LLM), featuring 9+ examples from basic graphs to advanced pipelines with Human-in-the-Loop, interactive web UIs, and AI agent video explanations.

Description: Complete LangGraph examples with Ollama (local LLM), featuring 9+ examples from basic graphs to advanced pipelines with Human-in-the-Loop, interactive web UIs, and AI agent video explanations. - aaronmeis/learn-langgraph

Open Graph Description: Complete LangGraph examples with Ollama (local LLM), featuring 9+ examples from basic graphs to advanced pipelines with Human-in-the-Loop, interactive web UIs, and AI agent video explanations. - aa...

X Description: Complete LangGraph examples with Ollama (local LLM), featuring 9+ examples from basic graphs to advanced pipelines with Human-in-the-Loop, interactive web UIs, and AI agent video explanations. - aa...

Opengraph URL: https://github.com/aaronmeis/learn-langgraph

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:7fafeb9b-66c4-e8ef-3c93-d6d032974a9d
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	EDBC:3C3DDE:4086A9B:55B7F6F:6A5D6D3A
html-safe-nonce	00019b66e5c6f165e17a134fc1fad9a22c7afeba37dc6718265ccc1e1c88bd7b
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJFREJDOjNDM0RERTo0MDg2QTlCOjU1QjdGNkY6NkE1RDZEM0EiLCJ2aXNpdG9yX2lkIjoiNTE0NTE4ODQ2MjM3NjA4Njg0MiIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac	3158fbcd304ac62865cb73a863cb3f1014b0a24cd5455078017c31570aaaf514
hovercard-subject-tag	repository:1127653861
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/aaronmeis/learn-langgraph
twitter:image	https://opengraph.githubassets.com/cac9065409090387b0e721307909e2820298c5e80c115a7f9a8f8a3e3f8e6779/aaronmeis/learn-langgraph
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/cac9065409090387b0e721307909e2820298c5e80c115a7f9a8f8a3e3f8e6779/aaronmeis/learn-langgraph
og:image:alt	Complete LangGraph examples with Ollama (local LLM), featuring 9+ examples from basic graphs to advanced pipelines with Human-in-the-Loop, interactive web UIs, and AI agent video explanations. - aa...
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	5290d7e14309ad1e76106a9c4237bd1041517e83ea182c8ab756752cb0c6940b
turbo-cache-control	no-cache
go-import	github.com/aaronmeis/learn-langgraph git https://github.com/aaronmeis/learn-langgraph.git
octolytics-dimension-user_id	127948
octolytics-dimension-user_login	aaronmeis
octolytics-dimension-repository_id	1127653861
octolytics-dimension-repository_nwo	aaronmeis/learn-langgraph
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	false
octolytics-dimension-repository_network_root_id	1127653861
octolytics-dimension-repository_network_root_nwo	aaronmeis/learn-langgraph
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	9c975978430e9ad293956f2bbdaf153b1bd84a99
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/aaronmeis/learn-langgraph#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Faaronmeis%2Flearn-langgraph
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/open-source/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/open-source/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/enterprise/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%2Faaronmeis%2Flearn-langgraph
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=aaronmeis%2Flearn-langgraph
Reload	https://github.com/aaronmeis/learn-langgraph
Reload	https://github.com/aaronmeis/learn-langgraph
Reload	https://github.com/aaronmeis/learn-langgraph
aaronmeis	https://github.com/aaronmeis
learn-langgraph	https://github.com/aaronmeis/learn-langgraph
Notifications	https://github.com/login?return_to=%2Faaronmeis%2Flearn-langgraph
Fork 0	https://github.com/login?return_to=%2Faaronmeis%2Flearn-langgraph
Star 1	https://github.com/login?return_to=%2Faaronmeis%2Flearn-langgraph
Code	https://github.com/aaronmeis/learn-langgraph
Issues 0	https://github.com/aaronmeis/learn-langgraph/issues
Pull requests 0	https://github.com/aaronmeis/learn-langgraph/pulls
Actions	https://github.com/aaronmeis/learn-langgraph/actions
Projects	https://github.com/aaronmeis/learn-langgraph/projects
Security and quality 0	https://github.com/aaronmeis/learn-langgraph/security
Insights	https://github.com/aaronmeis/learn-langgraph/pulse
Code	https://github.com/aaronmeis/learn-langgraph
Issues	https://github.com/aaronmeis/learn-langgraph/issues
Pull requests	https://github.com/aaronmeis/learn-langgraph/pulls
Actions	https://github.com/aaronmeis/learn-langgraph/actions
Projects	https://github.com/aaronmeis/learn-langgraph/projects
Security and quality	https://github.com/aaronmeis/learn-langgraph/security
Insights	https://github.com/aaronmeis/learn-langgraph/pulse
	https://github.com/aaronmeis/learn-langgraph
Branches	https://github.com/aaronmeis/learn-langgraph/branches
Tags	https://github.com/aaronmeis/learn-langgraph/tags
	https://github.com/aaronmeis/learn-langgraph/branches
	https://github.com/aaronmeis/learn-langgraph/tags
13 Commits	https://github.com/aaronmeis/learn-langgraph/commits/main/
	https://github.com/aaronmeis/learn-langgraph/commits/main/
_outputs	https://github.com/aaronmeis/learn-langgraph/tree/main/_outputs
_outputs	https://github.com/aaronmeis/learn-langgraph/tree/main/_outputs
avatars	https://github.com/aaronmeis/learn-langgraph/tree/main/avatars
avatars	https://github.com/aaronmeis/learn-langgraph/tree/main/avatars
requirements	https://github.com/aaronmeis/learn-langgraph/tree/main/requirements
requirements	https://github.com/aaronmeis/learn-langgraph/tree/main/requirements
AVATAR_DEMO_SETUP.md	https://github.com/aaronmeis/learn-langgraph/blob/main/AVATAR_DEMO_SETUP.md
AVATAR_DEMO_SETUP.md	https://github.com/aaronmeis/learn-langgraph/blob/main/AVATAR_DEMO_SETUP.md
COMMANDS.md	https://github.com/aaronmeis/learn-langgraph/blob/main/COMMANDS.md
COMMANDS.md	https://github.com/aaronmeis/learn-langgraph/blob/main/COMMANDS.md
INSTALL_PREREQUISITES.md	https://github.com/aaronmeis/learn-langgraph/blob/main/INSTALL_PREREQUISITES.md
INSTALL_PREREQUISITES.md	https://github.com/aaronmeis/learn-langgraph/blob/main/INSTALL_PREREQUISITES.md
MODELS.md	https://github.com/aaronmeis/learn-langgraph/blob/main/MODELS.md
MODELS.md	https://github.com/aaronmeis/learn-langgraph/blob/main/MODELS.md
QUICKSTART.md	https://github.com/aaronmeis/learn-langgraph/blob/main/QUICKSTART.md
QUICKSTART.md	https://github.com/aaronmeis/learn-langgraph/blob/main/QUICKSTART.md
QUICK_FIX.md	https://github.com/aaronmeis/learn-langgraph/blob/main/QUICK_FIX.md
QUICK_FIX.md	https://github.com/aaronmeis/learn-langgraph/blob/main/QUICK_FIX.md
README.md	https://github.com/aaronmeis/learn-langgraph/blob/main/README.md
README.md	https://github.com/aaronmeis/learn-langgraph/blob/main/README.md
REPO_DESCRIPTION.md	https://github.com/aaronmeis/learn-langgraph/blob/main/REPO_DESCRIPTION.md
REPO_DESCRIPTION.md	https://github.com/aaronmeis/learn-langgraph/blob/main/REPO_DESCRIPTION.md
RUN_EXAMPLES.md	https://github.com/aaronmeis/learn-langgraph/blob/main/RUN_EXAMPLES.md
RUN_EXAMPLES.md	https://github.com/aaronmeis/learn-langgraph/blob/main/RUN_EXAMPLES.md
SETUP.md	https://github.com/aaronmeis/learn-langgraph/blob/main/SETUP.md
SETUP.md	https://github.com/aaronmeis/learn-langgraph/blob/main/SETUP.md
START_HERE.md	https://github.com/aaronmeis/learn-langgraph/blob/main/START_HERE.md
START_HERE.md	https://github.com/aaronmeis/learn-langgraph/blob/main/START_HERE.md
advanced_pipeline.py	https://github.com/aaronmeis/learn-langgraph/blob/main/advanced_pipeline.py
advanced_pipeline.py	https://github.com/aaronmeis/learn-langgraph/blob/main/advanced_pipeline.py
advanced_pipeline_diagram.html	https://github.com/aaronmeis/learn-langgraph/blob/main/advanced_pipeline_diagram.html
advanced_pipeline_diagram.html	https://github.com/aaronmeis/learn-langgraph/blob/main/advanced_pipeline_diagram.html
app.py	https://github.com/aaronmeis/learn-langgraph/blob/main/app.py
app.py	https://github.com/aaronmeis/learn-langgraph/blob/main/app.py
chat_loop.py	https://github.com/aaronmeis/learn-langgraph/blob/main/chat_loop.py
chat_loop.py	https://github.com/aaronmeis/learn-langgraph/blob/main/chat_loop.py
demo.html	https://github.com/aaronmeis/learn-langgraph/blob/main/demo.html
demo.html	https://github.com/aaronmeis/learn-langgraph/blob/main/demo.html
install.bat	https://github.com/aaronmeis/learn-langgraph/blob/main/install.bat
install.bat	https://github.com/aaronmeis/learn-langgraph/blob/main/install.bat
install.ps1	https://github.com/aaronmeis/learn-langgraph/blob/main/install.ps1
install.ps1	https://github.com/aaronmeis/learn-langgraph/blob/main/install.ps1
llm_graph.py	https://github.com/aaronmeis/learn-langgraph/blob/main/llm_graph.py
llm_graph.py	https://github.com/aaronmeis/learn-langgraph/blob/main/llm_graph.py
persistent_chat.py	https://github.com/aaronmeis/learn-langgraph/blob/main/persistent_chat.py
persistent_chat.py	https://github.com/aaronmeis/learn-langgraph/blob/main/persistent_chat.py
pipeline_output.json	https://github.com/aaronmeis/learn-langgraph/blob/main/pipeline_output.json
pipeline_output.json	https://github.com/aaronmeis/learn-langgraph/blob/main/pipeline_output.json
requirements.txt	https://github.com/aaronmeis/learn-langgraph/blob/main/requirements.txt
requirements.txt	https://github.com/aaronmeis/learn-langgraph/blob/main/requirements.txt
requirements_transformer.py	https://github.com/aaronmeis/learn-langgraph/blob/main/requirements_transformer.py
requirements_transformer.py	https://github.com/aaronmeis/learn-langgraph/blob/main/requirements_transformer.py
run_demo.py	https://github.com/aaronmeis/learn-langgraph/blob/main/run_demo.py
run_demo.py	https://github.com/aaronmeis/learn-langgraph/blob/main/run_demo.py
sample_transformer_app.py	https://github.com/aaronmeis/learn-langgraph/blob/main/sample_transformer_app.py
sample_transformer_app.py	https://github.com/aaronmeis/learn-langgraph/blob/main/sample_transformer_app.py
simple_graph.py	https://github.com/aaronmeis/learn-langgraph/blob/main/simple_graph.py
simple_graph.py	https://github.com/aaronmeis/learn-langgraph/blob/main/simple_graph.py
tool_agent.py	https://github.com/aaronmeis/learn-langgraph/blob/main/tool_agent.py
tool_agent.py	https://github.com/aaronmeis/learn-langgraph/blob/main/tool_agent.py
transformer_app.py	https://github.com/aaronmeis/learn-langgraph/blob/main/transformer_app.py
transformer_app.py	https://github.com/aaronmeis/learn-langgraph/blob/main/transformer_app.py
unnamed.png	https://github.com/aaronmeis/learn-langgraph/blob/main/unnamed.png
unnamed.png	https://github.com/aaronmeis/learn-langgraph/blob/main/unnamed.png
verify_setup.ps1	https://github.com/aaronmeis/learn-langgraph/blob/main/verify_setup.ps1
verify_setup.ps1	https://github.com/aaronmeis/learn-langgraph/blob/main/verify_setup.ps1
README	https://github.com/aaronmeis/learn-langgraph
	https://github.com/aaronmeis/learn-langgraph#langgraph-examples-with-ollama
	https://github.com/aaronmeis/learn-langgraph/blob/main/unnamed.png
	https://github.com/aaronmeis/learn-langgraph#-examples-overview
	https://github.com/aaronmeis/learn-langgraph#-quick-start
START_HERE.md	https://github.com/aaronmeis/learn-langgraph/blob/main/START_HERE.md
QUICKSTART.md	https://github.com/aaronmeis/learn-langgraph/blob/main/QUICKSTART.md
SETUP.md	https://github.com/aaronmeis/learn-langgraph/blob/main/SETUP.md
COMMANDS.md	https://github.com/aaronmeis/learn-langgraph/blob/main/COMMANDS.md
MODELS.md	https://github.com/aaronmeis/learn-langgraph/blob/main/MODELS.md
RUN_EXAMPLES.md	https://github.com/aaronmeis/learn-langgraph/blob/main/RUN_EXAMPLES.md
	https://github.com/aaronmeis/learn-langgraph#prerequisites
	https://github.com/aaronmeis/learn-langgraph#run-examples
	https://github.com/aaronmeis/learn-langgraph#-example-details
	https://github.com/aaronmeis/learn-langgraph#a-simple-graph-simple_graphpy
	https://github.com/aaronmeis/learn-langgraph#b-llm-sentiment-analysis-llm_graphpy
	https://github.com/aaronmeis/learn-langgraph#c-multi-turn-chat-loop-chat_looppy
	https://github.com/aaronmeis/learn-langgraph#d-persistent-chat-persistent_chatpy
	https://github.com/aaronmeis/learn-langgraph#e-tool-calling-agent-tool_agentpy
	https://github.com/aaronmeis/learn-langgraph#f-advanced-document-pipeline-advanced_pipelinepy
	https://github.com/aaronmeis/learn-langgraph#g-requirements-transformer-requirements_transformerpy
	https://github.com/aaronmeis/learn-langgraph#h-general-examples-web-app-apppy
	https://github.com/aaronmeis/learn-langgraph#i-requirements-transformer-web-app-transformer_apppy
	https://github.com/aaronmeis/learn-langgraph#j-sample-requirements-transformer-sample_transformer_apppy
	https://github.com/aaronmeis/learn-langgraph#-configuration
	https://github.com/aaronmeis/learn-langgraph#ollama-settings
	https://github.com/aaronmeis/learn-langgraph#recommended-models-fastest-to-best-quality
	https://github.com/aaronmeis/learn-langgraph#-project-structure
	https://github.com/aaronmeis/learn-langgraph#-key-concepts
	https://github.com/aaronmeis/learn-langgraph#1-pydantic-state
	https://github.com/aaronmeis/learn-langgraph#2-node-functions
	https://github.com/aaronmeis/learn-langgraph#3-conditional-routing
	https://github.com/aaronmeis/learn-langgraph#4-cycles-loops
	https://github.com/aaronmeis/learn-langgraph#5-checkpointing
	https://github.com/aaronmeis/learn-langgraph#6-human-in-the-loop
	https://github.com/aaronmeis/learn-langgraph#7-retryrollback
	https://github.com/aaronmeis/learn-langgraph#-resources
LangGraph Documentation	https://langchain-ai.github.io/langgraph/
Ollama	https://ollama.com/
Pydantic v2	https://docs.pydantic.dev/
Flask	https://flask.palletsprojects.com/
	https://github.com/aaronmeis/learn-langgraph#️-platform-support
	https://github.com/aaronmeis/learn-langgraph#-troubleshooting
	https://github.com/aaronmeis/learn-langgraph#port-conflicts
	https://github.com/aaronmeis/learn-langgraph#ollama-connection-issues
	https://github.com/aaronmeis/learn-langgraph#python-version
	https://github.com/aaronmeis/learn-langgraph#dependencies
	https://github.com/aaronmeis/learn-langgraph#-output-files
	https://github.com/aaronmeis/learn-langgraph#-testing-status
	https://github.com/aaronmeis/learn-langgraph#-interactive-demo-page
http://localhost:8000/demo.html	http://localhost:8000/demo.html
	https://github.com/aaronmeis/learn-langgraph#-recent-updates
RUN_EXAMPLES.md	https://github.com/aaronmeis/learn-langgraph/blob/main/RUN_EXAMPLES.md
Readme	https://github.com/aaronmeis/learn-langgraph#readme-ov-file
Please reload this page	https://github.com/aaronmeis/learn-langgraph
Activity	https://github.com/aaronmeis/learn-langgraph/activity
0 forks	https://github.com/aaronmeis/learn-langgraph/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Faaronmeis%2Flearn-langgraph&report=aaronmeis+%28user%29
Releases	https://github.com/aaronmeis/learn-langgraph/releases
Packages 0	https://github.com/users/aaronmeis/packages?repo_name=learn-langgraph
Please reload this page	https://github.com/aaronmeis/learn-langgraph
Contributors	https://github.com/aaronmeis/learn-langgraph/graphs/contributors
Please reload this page	https://github.com/aaronmeis/learn-langgraph
Python 77.2%	https://github.com/aaronmeis/learn-langgraph/search?l=python
HTML 19.5%	https://github.com/aaronmeis/learn-langgraph/search?l=html
PowerShell 2.4%	https://github.com/aaronmeis/learn-langgraph/search?l=powershell
Batchfile 0.9%	https://github.com/aaronmeis/learn-langgraph/search?l=batchfile
	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.