René's URL Explorer Experiment


Title: GitHub - ScrapeGraphAI/toonify: Toonify: Compact data format reducing LLM token usage by 30-60%

Open Graph Title: GitHub - ScrapeGraphAI/toonify: Toonify: Compact data format reducing LLM token usage by 30-60%

X Title: GitHub - ScrapeGraphAI/toonify: Toonify: Compact data format reducing LLM token usage by 30-60%

Description: Toonify: Compact data format reducing LLM token usage by 30-60% - ScrapeGraphAI/toonify

Open Graph Description: Toonify: Compact data format reducing LLM token usage by 30-60% - ScrapeGraphAI/toonify

X Description: Toonify: Compact data format reducing LLM token usage by 30-60% - ScrapeGraphAI/toonify

Opengraph URL: https://github.com/ScrapeGraphAI/toonify

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:0d4e11b0-3f03-263e-e0b8-f5b15bf21b43
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idB636:564BF:3128524:3F12969:697FFEC8
html-safe-nonce381fc82403e4ec825ead3ef106ddd37312d224a5950febf68d6cac8e0ec89dc2
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJCNjM2OjU2NEJGOjMxMjg1MjQ6M0YxMjk2OTo2OTdGRkVDOCIsInZpc2l0b3JfaWQiOiIxNDY2MzcwNjUwNTkwNDEyNDg4IiwicmVnaW9uX2VkZ2UiOiJpYWQiLCJyZWdpb25fcmVuZGVyIjoiaWFkIn0=
visitor-hmac76a24306a26aa53c04a70343026b4b4c27c368f285cbe34e879047a64becac62
hovercard-subject-tagrepository:1093927667
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/ScrapeGraphAI/toonify
twitter:imagehttps://opengraph.githubassets.com/b47fc650ecf0561f971762d0dfd882685fcdbf3eb719e02e7de134a4a93df38b/ScrapeGraphAI/toonify
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/b47fc650ecf0561f971762d0dfd882685fcdbf3eb719e02e7de134a4a93df38b/ScrapeGraphAI/toonify
og:image:altToonify: Compact data format reducing LLM token usage by 30-60% - ScrapeGraphAI/toonify
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None60279d4097367e16897439d16d6bbe4180663db828c666eeed2656988ffe59f6
turbo-cache-controlno-preview
go-importgithub.com/ScrapeGraphAI/toonify git https://github.com/ScrapeGraphAI/toonify.git
octolytics-dimension-user_id171017415
octolytics-dimension-user_loginScrapeGraphAI
octolytics-dimension-repository_id1093927667
octolytics-dimension-repository_nwoScrapeGraphAI/toonify
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id1093927667
octolytics-dimension-repository_network_root_nwoScrapeGraphAI/toonify
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
release7c85641c598ad130c74f7bcc27f58575cac69551
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#start-of-content
https://patch-diff.githubusercontent.com/
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2FScrapeGraphAI%2Ftoonify
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%2FScrapeGraphAI%2Ftoonify
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=ScrapeGraphAI%2Ftoonify
Reloadhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify
Reloadhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify
Reloadhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify
ScrapeGraphAI https://patch-diff.githubusercontent.com/ScrapeGraphAI
toonifyhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2FScrapeGraphAI%2Ftoonify
Fork 23 https://patch-diff.githubusercontent.com/login?return_to=%2FScrapeGraphAI%2Ftoonify
Star 294 https://patch-diff.githubusercontent.com/login?return_to=%2FScrapeGraphAI%2Ftoonify
docs.scrapegraphai.com/services/toonifyhttps://docs.scrapegraphai.com/services/toonify
294 stars https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/stargazers
23 forks https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/forks
Branches https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/branches
Tags https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/tags
Activity https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/activity
Star https://patch-diff.githubusercontent.com/login?return_to=%2FScrapeGraphAI%2Ftoonify
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2FScrapeGraphAI%2Ftoonify
Code https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify
Issues 0 https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/issues
Pull requests 2 https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/pulls
Actions https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/actions
Projects 0 https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/projects
Security 0 https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/security
Insights https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/pulse
Code https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify
Issues https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/issues
Pull requests https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/pulls
Actions https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/actions
Projects https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/projects
Security https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/security
Insights https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/pulse
Brancheshttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/branches
Tagshttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/tags
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/branches
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/tags
49 Commitshttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/commits/main/
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/commits/main/
.githubhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/tree/main/.github
.githubhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/tree/main/.github
assetshttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/tree/main/assets
assetshttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/tree/main/assets
benchmarkhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/tree/main/benchmark
benchmarkhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/tree/main/benchmark
exampleshttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/tree/main/examples
exampleshttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/tree/main/examples
testshttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/tree/main/tests
testshttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/tree/main/tests
toonhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/tree/main/toon
toonhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/tree/main/toon
.gitignorehttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/.gitignore
.gitignorehttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/.gitignore
.releaserc.jsonhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/.releaserc.json
.releaserc.jsonhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/.releaserc.json
CHANGELOG.mdhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/CHANGELOG.md
CHANGELOG.mdhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/CHANGELOG.md
CONTRIBUTING.mdhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/CONTRIBUTING.md
CONTRIBUTING.mdhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/CONTRIBUTING.md
README.mdhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/README.md
README.mdhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/README.md
demo.pyhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/demo.py
demo.pyhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/demo.py
pyproject.tomlhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/pyproject.toml
pyproject.tomlhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/pyproject.toml
run_example.shhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/run_example.sh
run_example.shhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/run_example.sh
uv.lockhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/uv.lock
uv.lockhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/uv.lock
READMEhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify
Contributinghttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/assets/toonify.png
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#toon-token-oriented-object-notation
Englishhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/README.md
中文https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/assets/README.zh-CN.md
한국어https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/assets/README.ko.md
https://www.python.org/downloads/
https://opensource.org/licenses/MIT
https://scrapegraphai.com/?utm_source=github&utm_medium=readme&utm_campaign=api_banner&utm_content=api_banner_image
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#overview
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#key-features
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#installation
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#quick-start
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#python-api
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#command-line
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#pydantic-integration
examples/pydantic_usage.pyhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/examples/pydantic_usage.py
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#response-structure-templates-for-llm-prompts
examples/structure_template_usage.pyhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/examples/structure_template_usage.py
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#toon-format-specification
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#basic-syntax
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#arrays
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#nested-objects
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#quoting-rules
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#api-reference
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#encodedata-optionsnone
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#decodetoon_string-optionsnone
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#encode_pydanticmodel-optionsnone-exclude_unsetfalse-exclude_nonefalse-exclude_defaultsfalse-by_aliasfalse
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#decode_to_pydantictoon_string-model_class-optionsnone
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#generate_structureschema-optionsnone
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#generate_structure_from_pydanticmodel_class-optionsnone-include_descriptionstrue
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#cli-usage
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#advanced-features
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#key-folding
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#path-expansion
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#custom-delimiters
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#format-comparison
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#json-vs-toon
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#when-to-use-toon
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#development
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#setup
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#running-tests
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#running-examples
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#performance
📊 View Full Benchmark Results →https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/benchmark/RESULTS.md
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#contributing
Contributing Guidehttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/CONTRIBUTING.md
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#license
LICENSEhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/blob/main/LICENSE
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#credits
toon-format/toonhttps://github.com/toon-format/toon
https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#links
https://github.com/ScrapeGraphAI/toonifyhttps://github.com/ScrapeGraphAI/toonify
https://pypi.org/project/toonify/https://pypi.org/project/toonify/
https://github.com/ScrapeGraphAI/toonify#readmehttps://github.com/ScrapeGraphAI/toonify#readme
https://github.com/toon-format/toonhttps://github.com/toon-format/toon
ScrapeGraph teamhttps://scrapegraphai.com
https://github.com/ScrapeGraphAI/Scrapegraph-ai/blob/main/docs/assets/scrapegraphai_logo.png
docs.scrapegraphai.com/services/toonifyhttps://docs.scrapegraphai.com/services/toonify
serialization https://patch-diff.githubusercontent.com/topics/serialization
tokenization https://patch-diff.githubusercontent.com/topics/tokenization
data-format https://patch-diff.githubusercontent.com/topics/data-format
toon https://patch-diff.githubusercontent.com/topics/toon
llm https://patch-diff.githubusercontent.com/topics/llm
Readme https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#readme-ov-file
Contributing https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify#contributing-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify
Activityhttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/activity
Custom propertieshttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/custom-properties
294 starshttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/stargazers
1 watchinghttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/watchers
23 forkshttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/forks
Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FScrapeGraphAI%2Ftoonify&report=ScrapeGraphAI+%28user%29
Releases 6https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/releases
v1.5.1 Latest Nov 26, 2025 https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/releases/tag/v1.5.1
+ 5 releaseshttps://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/releases
Packages 0https://patch-diff.githubusercontent.com/orgs/ScrapeGraphAI/packages?repo_name=toonify
Contributors 8https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/graphs/contributors
https://github.com/VinciGit00
https://github.com/semantic-release-bot
https://github.com/lurenss
https://github.com/apps/copilot-pull-request-reviewer
https://github.com/apps/copilot-swe-agent
https://github.com/claude
https://github.com/Vikrant-Khedkar
https://github.com/matheus-alves-ab-inbev
Python 99.9% https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/search?l=python
Shell 0.1% https://patch-diff.githubusercontent.com/ScrapeGraphAI/toonify/search?l=shell
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.