René's URL Explorer Experiment


Title: GitHub - stormcoder/LLMTypeSafe: A production-ready TypeScript framework for building reliable, type-safe LLM applications with structured outputs, reasoning patterns, and intelligent tool integration.

Open Graph Title: GitHub - stormcoder/LLMTypeSafe: A production-ready TypeScript framework for building reliable, type-safe LLM applications with structured outputs, reasoning patterns, and intelligent tool integration.

X Title: GitHub - stormcoder/LLMTypeSafe: A production-ready TypeScript framework for building reliable, type-safe LLM applications with structured outputs, reasoning patterns, and intelligent tool integration.

Description: A production-ready TypeScript framework for building reliable, type-safe LLM applications with structured outputs, reasoning patterns, and intelligent tool integration. - stormcoder/LLMTypeSafe

Open Graph Description: A production-ready TypeScript framework for building reliable, type-safe LLM applications with structured outputs, reasoning patterns, and intelligent tool integration. - stormcoder/LLMTypeSafe

X Description: A production-ready TypeScript framework for building reliable, type-safe LLM applications with structured outputs, reasoning patterns, and intelligent tool integration. - stormcoder/LLMTypeSafe

Opengraph URL: https://github.com/stormcoder/LLMTypeSafe

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern/:user_id/:repository
route-controllerfiles
route-actiondisambiguate
fetch-noncev2:616c9c1c-22af-f456-77d3-6da6efb2ca8b
current-catalog-service-hashf3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-idED24:64A19:33FD3BE:42BC4B4:698003CC
html-safe-noncea041059ebcac6db4b7964f24feef22bd8e4f3707106b0a3af4ccbf3641c1cc94
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJFRDI0OjY0QTE5OjMzRkQzQkU6NDJCQzRCNDo2OTgwMDNDQyIsInZpc2l0b3JfaWQiOiI3MzQ0MTAxMTE4MjEwNzM3MTAwIiwicmVnaW9uX2VkZ2UiOiJpYWQiLCJyZWdpb25fcmVuZGVyIjoiaWFkIn0=
visitor-hmac4957f9f182da12576565ced33fe2d8581ce3532737270af0275fe67cdfc2665f
hovercard-subject-tagrepository:1025234657
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/stormcoder/LLMTypeSafe
twitter:imagehttps://opengraph.githubassets.com/1f084774a2a099dc96ba76ce183c49e99ec3165db791969f29687a718915f25a/stormcoder/LLMTypeSafe
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/1f084774a2a099dc96ba76ce183c49e99ec3165db791969f29687a718915f25a/stormcoder/LLMTypeSafe
og:image:altA production-ready TypeScript framework for building reliable, type-safe LLM applications with structured outputs, reasoning patterns, and intelligent tool integration. - stormcoder/LLMTypeSafe
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
hostnamegithub.com
expected-hostnamegithub.com
None60279d4097367e16897439d16d6bbe4180663db828c666eeed2656988ffe59f6
turbo-cache-controlno-preview
go-importgithub.com/stormcoder/LLMTypeSafe git https://github.com/stormcoder/LLMTypeSafe.git
octolytics-dimension-user_id691089
octolytics-dimension-user_loginstormcoder
octolytics-dimension-repository_id1025234657
octolytics-dimension-repository_nwostormcoder/LLMTypeSafe
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forktrue
octolytics-dimension-repository_parent_id995720241
octolytics-dimension-repository_parent_nwoardada2468/LLMTypeSafe
octolytics-dimension-repository_network_root_id995720241
octolytics-dimension-repository_network_root_nwoardada2468/LLMTypeSafe
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/stormcoder/LLMTypeSafe#start-of-content
https://patch-diff.githubusercontent.com/
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Fstormcoder%2FLLMTypeSafe
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%2Fstormcoder%2FLLMTypeSafe
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=stormcoder%2FLLMTypeSafe
Reloadhttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe
Reloadhttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe
Reloadhttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe
stormcoder https://patch-diff.githubusercontent.com/stormcoder
LLMTypeSafehttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe
ardada2468/LLMTypeSafehttps://patch-diff.githubusercontent.com/ardada2468/LLMTypeSafe
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2Fstormcoder%2FLLMTypeSafe
Fork 0 https://patch-diff.githubusercontent.com/login?return_to=%2Fstormcoder%2FLLMTypeSafe
Star 1 https://patch-diff.githubusercontent.com/login?return_to=%2Fstormcoder%2FLLMTypeSafe
MIT license https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/blob/main/LICENSE
1 star https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/stargazers
1 fork https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/forks
Branches https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/branches
Tags https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/tags
Activity https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/activity
Star https://patch-diff.githubusercontent.com/login?return_to=%2Fstormcoder%2FLLMTypeSafe
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2Fstormcoder%2FLLMTypeSafe
Code https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe
Pull requests 0 https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/pulls
Actions https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/actions
Projects 0 https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/projects
Security 0 https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/security
Insights https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/pulse
Code https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe
Pull requests https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/pulls
Actions https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/actions
Projects https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/projects
Security https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/security
Insights https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/pulse
Brancheshttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/branches
Tagshttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/tags
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/branches
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/tags
59 Commitshttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/commits/main/
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/commits/main/
.github/workflowshttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/tree/main/.github/workflows
.github/workflowshttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/tree/main/.github/workflows
exampleshttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/tree/main/examples
exampleshttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/tree/main/examples
packageshttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/tree/main/packages
packageshttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/tree/main/packages
scriptshttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/tree/main/scripts
scriptshttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/tree/main/scripts
.gitignorehttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/blob/main/.gitignore
.gitignorehttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/blob/main/.gitignore
.releaserc.jsonhttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/blob/main/.releaserc.json
.releaserc.jsonhttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/blob/main/.releaserc.json
CHANGELOG.mdhttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/blob/main/CHANGELOG.md
CHANGELOG.mdhttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/blob/main/CHANGELOG.md
LICENSEhttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/blob/main/LICENSE
LICENSEhttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/blob/main/LICENSE
README.mdhttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/blob/main/README.md
README.mdhttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/blob/main/README.md
debug-tools.jshttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/blob/main/debug-tools.js
debug-tools.jshttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/blob/main/debug-tools.js
lerna.jsonhttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/blob/main/lerna.json
lerna.jsonhttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/blob/main/lerna.json
package-lock.jsonhttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/blob/main/package-lock.json
package-lock.jsonhttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/blob/main/package-lock.json
package.jsonhttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/blob/main/package.json
package.jsonhttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/blob/main/package.json
tsconfig.jsonhttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/blob/main/tsconfig.json
tsconfig.jsonhttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/blob/main/tsconfig.json
READMEhttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe
Licensehttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#ts-dspy-typescript-first-llm-framework
https://badge.fury.io/js/@ts-dspy%2Fcore
https://www.typescriptlang.org/
https://opensource.org/licenses/MIT
https://nodejs.org/
Quick Starthttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#-quick-start
Exampleshttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#-examples
API Referencehttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#-api-reference
Contributinghttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#-contributing
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#-why-ts-dspy
Stanford's DSPy frameworkhttps://github.com/stanfordnlp/dspy
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#-key-features
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#-installation
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#-quick-start
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#basic-prediction
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#type-safe-signatures
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#-core-concepts
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#1-signatures-define-your-interface
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#string-signatures-quick--simple
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#class-based-signatures-type-safe--structured
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#2-modules-pre-built-reasoning-patterns
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#predict-basic-llm-prediction
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#chainofthought-step-by-step-reasoning
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#respact-tool-using-agents
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#️-enhanced-tool-integration
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#enhanced-tool-format
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#benefits-of-tool-descriptions
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#-advanced-features
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#usage-tracking--cost-monitoring
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#configuration--tracing
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#multiple-llm-providers
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#-examples
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#1-content-analysis-pipeline
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#2-research-assistant-agent
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#3-data-processing-chain
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#️-architecture
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#core-classes
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#decorators
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#-testing
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#-development
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#setting-up-development-environment
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#creating-custom-llm-providers
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#contributing-custom-modules
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#-api-reference
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#configuration
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#core-modules
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#utilities
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#-publishing-information
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#installation
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#-contributing
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#contribution-guidelines
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#-license
LICENSEhttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/blob/main/LICENSE
https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#-acknowledgments
Stanford's DSPy frameworkhttps://github.com/stanfordnlp/dspy
Readme https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#readme-ov-file
MIT license https://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe#MIT-1-ov-file
Please reload this pagehttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe
Activityhttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/activity
1 starhttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/stargazers
0 watchinghttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/watchers
0 forkshttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/forks
Report repository https://patch-diff.githubusercontent.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2Fstormcoder%2FLLMTypeSafe&report=stormcoder+%28user%29
Releaseshttps://patch-diff.githubusercontent.com/stormcoder/LLMTypeSafe/releases
Packages 0https://patch-diff.githubusercontent.com/users/stormcoder/packages?repo_name=LLMTypeSafe
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.