René's URL Explorer Experiment


Title: GitHub - yanomaly/instructor: structured outputs for llms

Open Graph Title: GitHub - yanomaly/instructor: structured outputs for llms

X Title: GitHub - yanomaly/instructor: structured outputs for llms

Description: structured outputs for llms . Contribute to yanomaly/instructor development by creating an account on GitHub.

Open Graph Description: structured outputs for llms . Contribute to yanomaly/instructor development by creating an account on GitHub.

X Description: structured outputs for llms . Contribute to yanomaly/instructor development by creating an account on GitHub.

Opengraph URL: https://github.com/yanomaly/instructor

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:83a69264-30d0-2071-d31f-9ead71dfdd1b
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idD77C:377071:ECC48A:134050C:697D403D
html-safe-nonced07f84d89293be176c1a52ac2a39685ce0cd4f6a53d2ac5d7b9a32fe14fb323a
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJENzdDOjM3NzA3MTpFQ0M0OEE6MTM0MDUwQzo2OTdENDAzRCIsInZpc2l0b3JfaWQiOiIzMDI3ODYzMzc4OTI5MjA1MzA5IiwicmVnaW9uX2VkZ2UiOiJpYWQiLCJyZWdpb25fcmVuZGVyIjoiaWFkIn0=
visitor-hmac9454722859fe6393ec8603a1550b3bb7ca6d0310cc8198c827f50688159d961a
hovercard-subject-tagrepository:886540358
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/yanomaly/instructor
twitter:imagehttps://opengraph.githubassets.com/4007ca06a0a389fe3e2b334f349586bbf6e9db36d921371a8be1acd8e121a685/yanomaly/instructor
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/4007ca06a0a389fe3e2b334f349586bbf6e9db36d921371a8be1acd8e121a685/yanomaly/instructor
og:image:altstructured outputs for llms . Contribute to yanomaly/instructor development by creating an account on GitHub.
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None60279d4097367e16897439d16d6bbe4180663db828c666eeed2656988ffe59f6
turbo-cache-controlno-preview
go-importgithub.com/yanomaly/instructor git https://github.com/yanomaly/instructor.git
octolytics-dimension-user_id87994542
octolytics-dimension-user_loginyanomaly
octolytics-dimension-repository_id886540358
octolytics-dimension-repository_nwoyanomaly/instructor
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forktrue
octolytics-dimension-repository_parent_id653589102
octolytics-dimension-repository_parent_nwo567-labs/instructor
octolytics-dimension-repository_network_root_id653589102
octolytics-dimension-repository_network_root_nwo567-labs/instructor
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
releasec2b1f969137add620c89ee43eff21bca11243467
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://patch-diff.githubusercontent.com/yanomaly/instructor#start-of-content
https://patch-diff.githubusercontent.com/
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Fyanomaly%2Finstructor
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%2Fyanomaly%2Finstructor
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=yanomaly%2Finstructor
Reloadhttps://patch-diff.githubusercontent.com/yanomaly/instructor
Reloadhttps://patch-diff.githubusercontent.com/yanomaly/instructor
Reloadhttps://patch-diff.githubusercontent.com/yanomaly/instructor
yanomaly https://patch-diff.githubusercontent.com/yanomaly
instructorhttps://patch-diff.githubusercontent.com/yanomaly/instructor
567-labs/instructorhttps://patch-diff.githubusercontent.com/567-labs/instructor
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2Fyanomaly%2Finstructor
Fork 0 https://patch-diff.githubusercontent.com/login?return_to=%2Fyanomaly%2Finstructor
Star 0 https://patch-diff.githubusercontent.com/login?return_to=%2Fyanomaly%2Finstructor
python.useinstructor.com/https://python.useinstructor.com/
MIT license https://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/LICENSE
0 stars https://patch-diff.githubusercontent.com/yanomaly/instructor/stargazers
923 forks https://patch-diff.githubusercontent.com/yanomaly/instructor/forks
Branches https://patch-diff.githubusercontent.com/yanomaly/instructor/branches
Tags https://patch-diff.githubusercontent.com/yanomaly/instructor/tags
Activity https://patch-diff.githubusercontent.com/yanomaly/instructor/activity
Star https://patch-diff.githubusercontent.com/login?return_to=%2Fyanomaly%2Finstructor
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2Fyanomaly%2Finstructor
Code https://patch-diff.githubusercontent.com/yanomaly/instructor
Pull requests 0 https://patch-diff.githubusercontent.com/yanomaly/instructor/pulls
Actions https://patch-diff.githubusercontent.com/yanomaly/instructor/actions
Projects 0 https://patch-diff.githubusercontent.com/yanomaly/instructor/projects
Security 0 https://patch-diff.githubusercontent.com/yanomaly/instructor/security
Insights https://patch-diff.githubusercontent.com/yanomaly/instructor/pulse
Code https://patch-diff.githubusercontent.com/yanomaly/instructor
Pull requests https://patch-diff.githubusercontent.com/yanomaly/instructor/pulls
Actions https://patch-diff.githubusercontent.com/yanomaly/instructor/actions
Projects https://patch-diff.githubusercontent.com/yanomaly/instructor/projects
Security https://patch-diff.githubusercontent.com/yanomaly/instructor/security
Insights https://patch-diff.githubusercontent.com/yanomaly/instructor/pulse
Brancheshttps://patch-diff.githubusercontent.com/yanomaly/instructor/branches
Tagshttps://patch-diff.githubusercontent.com/yanomaly/instructor/tags
https://patch-diff.githubusercontent.com/yanomaly/instructor/branches
https://patch-diff.githubusercontent.com/yanomaly/instructor/tags
1,334 Commitshttps://patch-diff.githubusercontent.com/yanomaly/instructor/commits/main/
https://patch-diff.githubusercontent.com/yanomaly/instructor/commits/main/
.cursor/ruleshttps://patch-diff.githubusercontent.com/yanomaly/instructor/tree/main/.cursor/rules
.cursor/ruleshttps://patch-diff.githubusercontent.com/yanomaly/instructor/tree/main/.cursor/rules
.githubhttps://patch-diff.githubusercontent.com/yanomaly/instructor/tree/main/.github
.githubhttps://patch-diff.githubusercontent.com/yanomaly/instructor/tree/main/.github
.grithttps://patch-diff.githubusercontent.com/yanomaly/instructor/tree/main/.grit
.grithttps://patch-diff.githubusercontent.com/yanomaly/instructor/tree/main/.grit
docshttps://patch-diff.githubusercontent.com/yanomaly/instructor/tree/main/docs
docshttps://patch-diff.githubusercontent.com/yanomaly/instructor/tree/main/docs
exampleshttps://patch-diff.githubusercontent.com/yanomaly/instructor/tree/main/examples
exampleshttps://patch-diff.githubusercontent.com/yanomaly/instructor/tree/main/examples
instructorhttps://patch-diff.githubusercontent.com/yanomaly/instructor/tree/main/instructor
instructorhttps://patch-diff.githubusercontent.com/yanomaly/instructor/tree/main/instructor
scriptshttps://patch-diff.githubusercontent.com/yanomaly/instructor/tree/main/scripts
scriptshttps://patch-diff.githubusercontent.com/yanomaly/instructor/tree/main/scripts
testshttps://patch-diff.githubusercontent.com/yanomaly/instructor/tree/main/tests
testshttps://patch-diff.githubusercontent.com/yanomaly/instructor/tree/main/tests
.coveragerchttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/.coveragerc
.coveragerchttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/.coveragerc
.cursorignorehttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/.cursorignore
.cursorignorehttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/.cursorignore
.gitignorehttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/.gitignore
.gitignorehttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/.gitignore
.pre-commit-config.yamlhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/.pre-commit-config.yaml
.pre-commit-config.yamlhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/.pre-commit-config.yaml
.ruff.tomlhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/.ruff.toml
.ruff.tomlhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/.ruff.toml
AGENT.mdhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/AGENT.md
AGENT.mdhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/AGENT.md
CLAUDE.mdhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/CLAUDE.md
CLAUDE.mdhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/CLAUDE.md
CONTRIBUTING.mdhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/CONTRIBUTING.md
CONTRIBUTING.mdhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/CONTRIBUTING.md
LICENSEhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/LICENSE
LICENSEhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/LICENSE
README.mdhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/README.md
README.mdhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/README.md
REMOVE_BACKWARDS_COMPAT_FILES_PLAN.mdhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/REMOVE_BACKWARDS_COMPAT_FILES_PLAN.md
REMOVE_BACKWARDS_COMPAT_FILES_PLAN.mdhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/REMOVE_BACKWARDS_COMPAT_FILES_PLAN.md
build_mkdocs.shhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/build_mkdocs.sh
build_mkdocs.shhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/build_mkdocs.sh
cross_link_mapping.yamlhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/cross_link_mapping.yaml
cross_link_mapping.yamlhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/cross_link_mapping.yaml
ellipsis.yamlhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/ellipsis.yaml
ellipsis.yamlhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/ellipsis.yaml
github_issue.mdhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/github_issue.md
github_issue.mdhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/github_issue.md
mkdocs.ymlhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/mkdocs.yml
mkdocs.ymlhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/mkdocs.yml
pyproject.tomlhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/pyproject.toml
pyproject.tomlhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/pyproject.toml
pyrightconfig.jsonhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/pyrightconfig.json
pyrightconfig.jsonhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/pyrightconfig.json
requirements-doc.txthttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/requirements-doc.txt
requirements-doc.txthttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/requirements-doc.txt
requirements-examples.txthttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/requirements-examples.txt
requirements-examples.txthttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/requirements-examples.txt
requirements.txthttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/requirements.txt
requirements.txthttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/requirements.txt
sitemap.yamlhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/sitemap.yaml
sitemap.yamlhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/sitemap.yaml
uv.lockhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/uv.lock
uv.lockhttps://patch-diff.githubusercontent.com/yanomaly/instructor/blob/main/uv.lock
READMEhttps://patch-diff.githubusercontent.com/yanomaly/instructor
Contributinghttps://patch-diff.githubusercontent.com/yanomaly/instructor
Licensehttps://patch-diff.githubusercontent.com/yanomaly/instructor
https://patch-diff.githubusercontent.com/yanomaly/instructor#instructor-structured-outputs-for-llms
https://pypi.org/project/instructor/
https://pypi.org/project/instructor/
https://github.com/instructor-ai/instructor
https://discord.gg/bD9YE9JArw
https://twitter.com/jxnlco
https://patch-diff.githubusercontent.com/yanomaly/instructor#why-instructor
https://patch-diff.githubusercontent.com/yanomaly/instructor#install-in-seconds
https://patch-diff.githubusercontent.com/yanomaly/instructor#works-with-every-major-provider
https://patch-diff.githubusercontent.com/yanomaly/instructor#production-ready-features
https://patch-diff.githubusercontent.com/yanomaly/instructor#automatic-retries
https://patch-diff.githubusercontent.com/yanomaly/instructor#streaming-support
https://patch-diff.githubusercontent.com/yanomaly/instructor#nested-objects
https://patch-diff.githubusercontent.com/yanomaly/instructor#used-in-production-by
https://patch-diff.githubusercontent.com/yanomaly/instructor#get-started
https://patch-diff.githubusercontent.com/yanomaly/instructor#basic-extraction
https://patch-diff.githubusercontent.com/yanomaly/instructor#multiple-languages
Pythonhttps://python.useinstructor.com
TypeScripthttps://js.useinstructor.com
Rubyhttps://ruby.useinstructor.com
Gohttps://go.useinstructor.com
Elixirhttps://hex.pm/packages/instructor
Rusthttps://rust.useinstructor.com
https://patch-diff.githubusercontent.com/yanomaly/instructor#learn-more
Documentationhttps://python.useinstructor.com
Exampleshttps://python.useinstructor.com/examples/
Bloghttps://python.useinstructor.com/blog/
Discordhttps://discord.gg/bD9YE9JArw
https://patch-diff.githubusercontent.com/yanomaly/instructor#why-use-instructor-over-alternatives
https://patch-diff.githubusercontent.com/yanomaly/instructor#contributing
good first issueshttps://github.com/instructor-ai/instructor/labels/good%20first%20issue
https://patch-diff.githubusercontent.com/yanomaly/instructor#license
LICENSEhttps://github.com/instructor-ai/instructor/blob/main/LICENSE
Jason Liuhttps://twitter.com/jxnlco
contributorshttps://github.com/instructor-ai/instructor/graphs/contributors
python.useinstructor.com/https://python.useinstructor.com/
Readme https://patch-diff.githubusercontent.com/yanomaly/instructor#readme-ov-file
MIT license https://patch-diff.githubusercontent.com/yanomaly/instructor#MIT-1-ov-file
Contributing https://patch-diff.githubusercontent.com/yanomaly/instructor#contributing-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/yanomaly/instructor
Activityhttps://patch-diff.githubusercontent.com/yanomaly/instructor/activity
0 starshttps://patch-diff.githubusercontent.com/yanomaly/instructor/stargazers
0 watchinghttps://patch-diff.githubusercontent.com/yanomaly/instructor/watchers
0 forkshttps://patch-diff.githubusercontent.com/yanomaly/instructor/forks
Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fyanomaly%2Finstructor&report=yanomaly+%28user%29
Releaseshttps://patch-diff.githubusercontent.com/yanomaly/instructor/releases
Packages 0https://patch-diff.githubusercontent.com/users/yanomaly/packages?repo_name=instructor
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.