René's URL Explorer Experiment

Title: GitHub - aswiro/Tutorial-Codebase-Knowledge: Turns Codebase into Easy Tutorial with AI - Pocket Flow Tutorial Project

Open Graph Title: GitHub - aswiro/Tutorial-Codebase-Knowledge: Turns Codebase into Easy Tutorial with AI - Pocket Flow Tutorial Project

X Title: GitHub - aswiro/Tutorial-Codebase-Knowledge: Turns Codebase into Easy Tutorial with AI - Pocket Flow Tutorial Project

Description: Turns Codebase into Easy Tutorial with AI - Pocket Flow Tutorial Project - aswiro/Tutorial-Codebase-Knowledge

Open Graph Description: Turns Codebase into Easy Tutorial with AI - Pocket Flow Tutorial Project - aswiro/Tutorial-Codebase-Knowledge

X Description: Turns Codebase into Easy Tutorial with AI - Pocket Flow Tutorial Project - aswiro/Tutorial-Codebase-Knowledge

Opengraph URL: https://github.com/aswiro/Tutorial-Codebase-Knowledge

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:65a37c09-7239-cdcd-7f2d-ccece1726a9d
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	EA92:AA1C4:C15622:FDFC93:69699B68
html-safe-nonce	c0c6c050162ae6c156310ce0a2e9b99ce58d1b6985b01fe73191bf0a3260ff24
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJFQTkyOkFBMUM0OkMxNTYyMjpGREZDOTM6Njk2OTlCNjgiLCJ2aXNpdG9yX2lkIjoiMjgyMDg3MDM5MzYyNDYzMjE2OCIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac	5f4dc84dd1ca2dc1019192b520ac828af12e2dffe306cd2b20917ec664e6f937
hovercard-subject-tag	repository:973946099
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/aswiro/Tutorial-Codebase-Knowledge
twitter:image	https://opengraph.githubassets.com/015d74ce60f219d3de1ebf709a87a482502d1282148be92bad5e1f80145def24/aswiro/Tutorial-Codebase-Knowledge
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/015d74ce60f219d3de1ebf709a87a482502d1282148be92bad5e1f80145def24/aswiro/Tutorial-Codebase-Knowledge
og:image:alt	Turns Codebase into Easy Tutorial with AI - Pocket Flow Tutorial Project - aswiro/Tutorial-Codebase-Knowledge
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	24c4c97a2d520cb286b35e1a4c22d7a4df3c26a2fa28dd7cdf0e65db327b4de7
turbo-cache-control	no-preview
go-import	github.com/aswiro/Tutorial-Codebase-Knowledge git https://github.com/aswiro/Tutorial-Codebase-Knowledge.git
octolytics-dimension-user_id	25658675
octolytics-dimension-user_login	aswiro
octolytics-dimension-repository_id	973946099
octolytics-dimension-repository_nwo	aswiro/Tutorial-Codebase-Knowledge
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	true
octolytics-dimension-repository_parent_id	959473422
octolytics-dimension-repository_parent_nwo	The-Pocket/PocketFlow-Tutorial-Codebase-Knowledge
octolytics-dimension-repository_network_root_id	959473422
octolytics-dimension-repository_network_root_nwo	The-Pocket/PocketFlow-Tutorial-Codebase-Knowledge
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	124667f43168afb6c9c03b7c02eb5b1d2e1be3d9
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/aswiro/Tutorial-Codebase-Knowledge#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Faswiro%2FTutorial-Codebase-Knowledge
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub SparkBuild and deploy intelligent apps	https://github.com/features/spark
GitHub ModelsManage and compare prompts	https://github.com/features/models
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
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
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%2Faswiro%2FTutorial-Codebase-Knowledge
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=aswiro%2FTutorial-Codebase-Knowledge
Reload	https://github.com/aswiro/Tutorial-Codebase-Knowledge
Reload	https://github.com/aswiro/Tutorial-Codebase-Knowledge
Reload	https://github.com/aswiro/Tutorial-Codebase-Knowledge
aswiro	https://github.com/aswiro
Tutorial-Codebase-Knowledge	https://github.com/aswiro/Tutorial-Codebase-Knowledge
The-Pocket/PocketFlow-Tutorial-Codebase-Knowledge	https://github.com/The-Pocket/PocketFlow-Tutorial-Codebase-Knowledge
Notifications	https://github.com/login?return_to=%2Faswiro%2FTutorial-Codebase-Knowledge
Fork 0	https://github.com/login?return_to=%2Faswiro%2FTutorial-Codebase-Knowledge
Star 0	https://github.com/login?return_to=%2Faswiro%2FTutorial-Codebase-Knowledge
the-pocket.github.io/Tutorial-Codebase-Knowledge/	https://the-pocket.github.io/Tutorial-Codebase-Knowledge/
MIT license	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/LICENSE
0 stars	https://github.com/aswiro/Tutorial-Codebase-Knowledge/stargazers
1.4k forks	https://github.com/aswiro/Tutorial-Codebase-Knowledge/forks
Branches	https://github.com/aswiro/Tutorial-Codebase-Knowledge/branches
Tags	https://github.com/aswiro/Tutorial-Codebase-Knowledge/tags
Activity	https://github.com/aswiro/Tutorial-Codebase-Knowledge/activity
Star	https://github.com/login?return_to=%2Faswiro%2FTutorial-Codebase-Knowledge
Notifications	https://github.com/login?return_to=%2Faswiro%2FTutorial-Codebase-Knowledge
Code	https://github.com/aswiro/Tutorial-Codebase-Knowledge
Pull requests 0	https://github.com/aswiro/Tutorial-Codebase-Knowledge/pulls
Actions	https://github.com/aswiro/Tutorial-Codebase-Knowledge/actions
Projects 0	https://github.com/aswiro/Tutorial-Codebase-Knowledge/projects
Security Uh oh! There was an error while loading. Please reload this page.	https://github.com/aswiro/Tutorial-Codebase-Knowledge/security
Please reload this page	https://github.com/aswiro/Tutorial-Codebase-Knowledge
Insights	https://github.com/aswiro/Tutorial-Codebase-Knowledge/pulse
Code	https://github.com/aswiro/Tutorial-Codebase-Knowledge
Pull requests	https://github.com/aswiro/Tutorial-Codebase-Knowledge/pulls
Actions	https://github.com/aswiro/Tutorial-Codebase-Knowledge/actions
Projects	https://github.com/aswiro/Tutorial-Codebase-Knowledge/projects
Security	https://github.com/aswiro/Tutorial-Codebase-Knowledge/security
Insights	https://github.com/aswiro/Tutorial-Codebase-Knowledge/pulse
Branches	https://github.com/aswiro/Tutorial-Codebase-Knowledge/branches
Tags	https://github.com/aswiro/Tutorial-Codebase-Knowledge/tags
	https://github.com/aswiro/Tutorial-Codebase-Knowledge/branches
	https://github.com/aswiro/Tutorial-Codebase-Knowledge/tags
89 Commits	https://github.com/aswiro/Tutorial-Codebase-Knowledge/commits/main/
	https://github.com/aswiro/Tutorial-Codebase-Knowledge/commits/main/
assets	https://github.com/aswiro/Tutorial-Codebase-Knowledge/tree/main/assets
assets	https://github.com/aswiro/Tutorial-Codebase-Knowledge/tree/main/assets
docs	https://github.com/aswiro/Tutorial-Codebase-Knowledge/tree/main/docs
docs	https://github.com/aswiro/Tutorial-Codebase-Knowledge/tree/main/docs
utils	https://github.com/aswiro/Tutorial-Codebase-Knowledge/tree/main/utils
utils	https://github.com/aswiro/Tutorial-Codebase-Knowledge/tree/main/utils
.clinerules	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/.clinerules
.clinerules	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/.clinerules
.cursorrules	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/.cursorrules
.cursorrules	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/.cursorrules
.env.sample	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/.env.sample
.env.sample	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/.env.sample
.gitignore	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/.gitignore
.gitignore	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/.gitignore
.windsurfrules	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/.windsurfrules
.windsurfrules	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/.windsurfrules
LICENSE	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/LICENSE
LICENSE	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/LICENSE
README.md	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/README.md
README.md	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/README.md
flow.py	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/flow.py
flow.py	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/flow.py
main.py	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/main.py
main.py	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/main.py
nodes.py	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/nodes.py
nodes.py	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/nodes.py
requirements.txt	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/requirements.txt
requirements.txt	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/requirements.txt
README	https://github.com/aswiro/Tutorial-Codebase-Knowledge
License	https://github.com/aswiro/Tutorial-Codebase-Knowledge
	https://github.com/aswiro/Tutorial-Codebase-Knowledge#turns-codebase-into-easy-tutorial-with-ai
	https://camo.githubusercontent.com/fdf2982b9f5d7489dcf44570e714e3a15fce6253e0cc6b5aa61a075aac2ff71b/68747470733a2f2f696d672e736869656c64732e696f2f62616467652f4c6963656e73652d4d49542d79656c6c6f772e737667
	https://discord.gg/hUHHE9Sa6T
	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/assets/banner.png
Pocket Flow	https://github.com/The-Pocket/PocketFlow
YouTube Development Tutorial	https://youtu.be/AFY67zOpbSo
Substack Post Tutorial	https://zacharyhuang.substack.com/p/ai-codebase-knowledge-builder-full
Discussion »	https://news.ycombinator.com/item?id=43739456
	https://github.com/aswiro/Tutorial-Codebase-Knowledge#-example-results-for-popular-github-repositories
	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/assets/example.png
AutoGen Core	https://the-pocket.github.io/Tutorial-Codebase-Knowledge/AutoGen%20Core
Browser Use	https://the-pocket.github.io/Tutorial-Codebase-Knowledge/Browser%20Use
Celery	https://the-pocket.github.io/Tutorial-Codebase-Knowledge/Celery
Click	https://the-pocket.github.io/Tutorial-Codebase-Knowledge/Click
Codex	https://the-pocket.github.io/Tutorial-Codebase-Knowledge/Codex
Crawl4AI	https://the-pocket.github.io/Tutorial-Codebase-Knowledge/Crawl4AI
CrewAI	https://the-pocket.github.io/Tutorial-Codebase-Knowledge/CrewAI
DSPy	https://the-pocket.github.io/Tutorial-Codebase-Knowledge/DSPy
FastAPI	https://the-pocket.github.io/Tutorial-Codebase-Knowledge/FastAPI
Flask	https://the-pocket.github.io/Tutorial-Codebase-Knowledge/Flask
Google A2A	https://the-pocket.github.io/Tutorial-Codebase-Knowledge/Google%20A2A
LangGraph	https://the-pocket.github.io/Tutorial-Codebase-Knowledge/LangGraph
LevelDB	https://the-pocket.github.io/Tutorial-Codebase-Knowledge/LevelDB
MCP Python SDK	https://the-pocket.github.io/Tutorial-Codebase-Knowledge/MCP%20Python%20SDK
NumPy Core	https://the-pocket.github.io/Tutorial-Codebase-Knowledge/NumPy%20Core
OpenManus	https://the-pocket.github.io/Tutorial-Codebase-Knowledge/OpenManus
Pydantic Core	https://the-pocket.github.io/Tutorial-Codebase-Knowledge/Pydantic%20Core
Requests	https://the-pocket.github.io/Tutorial-Codebase-Knowledge/Requests
SmolaAgents	https://the-pocket.github.io/Tutorial-Codebase-Knowledge/SmolaAgents
Discussions	https://github.com/The-Pocket/Tutorial-Codebase-Knowledge/discussions
	https://github.com/aswiro/Tutorial-Codebase-Knowledge#-getting-started
utils/call_llm.py	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/utils/call_llm.py
	https://github.com/aswiro/Tutorial-Codebase-Knowledge#-development-tutorial
Agentic Coding	https://zacharyhuang.substack.com/p/agentic-coding-the-most-fun-way-to
design	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/docs/design.md
code	https://github.com/aswiro/Tutorial-Codebase-Knowledge/blob/main/flow.py
Pocket Flow	https://github.com/The-Pocket/PocketFlow
	https://youtu.be/AFY67zOpbSo
the-pocket.github.io/Tutorial-Codebase-Knowledge/	https://the-pocket.github.io/Tutorial-Codebase-Knowledge/
Readme	https://github.com/aswiro/Tutorial-Codebase-Knowledge#readme-ov-file
MIT license	https://github.com/aswiro/Tutorial-Codebase-Knowledge#MIT-1-ov-file
Please reload this page	https://github.com/aswiro/Tutorial-Codebase-Knowledge
Activity	https://github.com/aswiro/Tutorial-Codebase-Knowledge/activity
0 stars	https://github.com/aswiro/Tutorial-Codebase-Knowledge/stargazers
0 watching	https://github.com/aswiro/Tutorial-Codebase-Knowledge/watchers
0 forks	https://github.com/aswiro/Tutorial-Codebase-Knowledge/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Faswiro%2FTutorial-Codebase-Knowledge&report=aswiro+%28user%29
Releases	https://github.com/aswiro/Tutorial-Codebase-Knowledge/releases
Packages 0	https://github.com/users/aswiro/packages?repo_name=Tutorial-Codebase-Knowledge
	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.