structured-output

There are 2 repositories under structured-output topic.

• BoundaryML / baml

  The AI framework that adds the engineering to prompt engineering (Python/TS/Ruby/Java/C#/Rust/Go compatible)

  bamlboundarymlguardrailsllmllm-playgroundplaygroundpromptprompt-configprompt-templatesstructured-datastructured-generationstructured-outputvscode
  Language:Rust 6656

• madroidmaq / mlx-omni-server

  MLX Omni Server is a local inference server powered by Apple's MLX framework, specifically designed for Apple Silicon (M-series) chips. It implements OpenAI-compatible API endpoints, enabling seamless integration with existing OpenAI SDK clients while leveraging the power of local ML inference.

  mlxopenaiopenai-apisttttsfunction-callingstructured-outputtoolsgenai
  Language:Python 595

• teilomillet / gollm

  Unified Go interface for Language Model (LLM) providers. Simplifies LLM integration with flexible prompt management and common task functions.

  aianthropicdspygenaigenerative-aigenerative-ai-toolsgogolanggroqlanguage-modelllmopenaiprompt-engineeringprompt-optimizationstructured-output
  Language:Go 582
• AgentPilot

  jbexta / AgentPilot

  A versatile workflow automation platform to create, organize, and execute AI workflows, from a single LLM to complex AI-driven workflows.

  agentagiaiartificial-intelligencecopilotcopilot-chatdesktop-assistantguipythonwindows-copilotclaudegeminiopenairealtime-apistructured-outputtool-callingworkflow-automationworkflow-engine
  Language:Python 516
• sgr-deep-research

  vakovalskii / sgr-deep-research

  Hybrid Schema-Guided Reasoning (SGR) has agentic system design create by neuraldeep community Creator of SGR concept: https://abdullin.com/schema-guided-reasoning/demo Schema-Guided Reasoning (SGR) is a technique that guides large language models (LLMs) to produce structured, clear, and predictable outputs by enforcing reasoning through

  agentdeep-researchllmopenai-apiresearchsgrsostructured-output
  Language:Python 481

• deveix / react-native-apple-llm

  React Native Apple LLM plugin using Foundation Models

  apple-intelligenceapple-llmapple-llm-integrationlocal-llmreact-nativereact-native-llmreact-native-pluginzodreact-native-local-llmreact-native-apple-llmapple-foundation-modelsfoundation-modelsreact-native-applenlpoffline-aireact-native-aistructured-outputtext-generationreact-native-apple-intelligence
  Language:Swift 294

• msoedov / validex

  Simplifies the retrieval, extraction, and training of structured data from various unstructured sources.

  llm-extractionstructured-data-extractionstructured-output
  Language:Python 147
• openapi

  samchon / openapi

  OpenAPI definitions, converters and LLM function calling schema composer.

  llm-function-callopenapiswaggerchatgptclaudegeminiaillamallmopenapi-generatortypescriptnestianestjsopenapi-generatorsopenapi-validatorstructured-outputtypiadeepseekmcpmodel-context-protocol
  Language:TypeScript 116

• longtail-labs / cigs

  🚬 cigs are chainable Ai functions for typescript. Call functions with natural language and get a response back in a specified structure. Uses OpenAI's latest Structured Outputs.

  agentagentsaiopenaiopenai-apistructured-outputtypescript
  Language:TypeScript 64

• nicococo / tilitools

  [ti]ny [li]ttle machine learning [tool]box - Machine learning, anomaly detection, one-class classification, and structured output prediction

  anomaly-detectionone-class-learningmachine-learningstructured-outputpython
  Language:Jupyter Notebook 44

• synacktraa / tool-parse

  Making LLM Tool-Calling Simpler.

  function-callingllmpython-3structured-outputtool-calling
  Language:Jupyter Notebook 30
• semantix

  dowhiledev / semantix

  (Discontinued) Non-Pydantic, Non-JSON Schema, efficient AutoPrompting and Structured Output Library

  llmpythonmeaning-typedsemantic-typingautopromptstructured-output
  Language:Jupyter Notebook 27

• sgaunet / perplexity-go

  A comprehensive Go client library for the Perplexity AI API with support for chat completions, async jobs, streaming, multimodal messages, structured outputs, and web search integration

  gogolanglibraryperplexityperplexity-aiaiapi-clientasyncmultimodalstreamingstructured-outputweb-search
  Language:Go 20

• firecrawl / openai-structured-outputs-with-firecrawl

  This repository demonstrates how to leverage OpenAI's GPT-4 models with JSON Strict Mode to extract structured data from web pages. It combines web scraping capabilities from Firecrawl with OpenAI's advanced language models to create a powerful data extraction pipeline.

  jsonllmopenaistructured-outputfirecrawl
  Language:Python 18

• call518 / LogSentinelAI

  🔍Declarative LLM-powered analyzer for security events and system logs. Extracts, structures, and visualizes data for Kibana/Elasticsearch.

  aiai-log-analysisanalyzerapacheelasticsearchkibanalinuxllmlogmonitoringollamaopenairealtimeremotesecurityseverity-analysisstructured-outputsystemvisualizervllm
  Language:Python 15

• wmeints / effective-llm-applications

  Learn how to build effective LLM-based applications with Semantic Kernel in C#

  aibookcsharpllmragsemantic-kernelstructured-outputtestingtool-calling
  Language:Jupyter Notebook 15

• graphgeeks-lab / odsc-agentic-ai-summit-2025

  Code from the ODSC Agentic Graph RAG workshop combining vector, FTS & graph retrieval for RAG. Includes observability and guardrails for evaluating outputs.

  agentbamlftsfull-text-searchgraph-databasegraph-raggraphraghybrid-raghybrid-searchkuzulancedbllmstructured-outputvector-databasevector-search
  Language:Python 14

• lydakis / alloy

  Python for logic. English for intelligence.

  agent-frameworkai-agentsanthropicdataclassesfunction-callinggemini-aigenerative-aijson-schemallmllm-frameworkmulti-providerollamaopenaipypipythonpython-librarystructured-generationstructured-outputtool-callingtype-hints
  Language:Python 11
• Prompture

  jhd3197 / Prompture

  Prompture is an API-first library for requesting structured JSON output from LLMs (or any structure), validating it against a schema, and running comparative tests between models.

  ai-testingjson-validationllmopenaiprompt-engineeringprompt-testingpydanticstructured-output
  Language:Python 6

• MikiTwenty / belso

  Better LLMs Structured Outputs - A useful python package!

  large-language-modelsstructured-output
  Language:Python 6

• Lizhecheng02 / DRS

  [ACL 2025] Repository for our paper "DRS: Deep Question Reformulation With Structured Output".

  dfs-searchllmnlpreformulationstructured-outputcotentitiesfew-shotzero-shot
  Language:Python 5
• ostruct

  yaniv-golan / ostruct

  Schema-first AI analysis CLI that transforms messy data into structured insights. Define your output format, get guaranteed JSON results from any source. Combines OpenAI models with multi-tool orchestration (Code Interpreter, File Search, Web Search, MCP) for AI-powered data synthesis.

  jsonjson-schemaopenaistructured-outputprompt-templatecode-interpretermcprag
  Language:Python 5

• TheDeadcoder / InsightAI-python-backend

  This is the Python backend for InsightAI

  fastapiopenaiqdrantllamaindexllamaparseragserperstructured-output
  Language:Python 4

• TLIEPE / demo-openai-primes

  Structured Output OpenAI Showcase. A Prime Numbers Calculator that demonstrates OpenAI's structured output capabilities. This repository is public because current LLM examples often use outdated API calls, and this script aims to help users quickly experiment with structured outputs.

  openaiprime-numberspythonstructured-outputtutorialstrict-output
  Language:Python 4

• TwistingTwists / json_partial

  json_parser for LLM

  llmstructured-output
  Language:Rust 4

• Zulko / gpt-function-decorator

  Python decorator to define GPT-powered functions on top of OpenAI's structured output

  chatgptgptopenaipythonstructured-output
  Language:Python 4

• meffordh / KnowledgeHunter

  Open Source Deep Research

  reasoningresearchresearch-toolwebcrawleragentic-aiagentsai-agentso3-ministructured-outputvision
  Language:TypeScript 3

• NemesisLW / pickup-line-generator

  Pickup Line Generator is a fun and creative web application that helps you craft the perfect pickup line for your crush. Simply input a description of your crush and choose a style, and our AI-powered generator will create unique and creative pickup lines tailored to your preferences.

  anyscalegenaigenai-pocllmllm-inferencemixtral-8x7b-instructnextjsnextjs14server-actionsshadcn-uistructured-outputsupabase-authtailwindcsstogetheraimicro-gen-ai1811-labs
  Language:TypeScript 3

• piotrmaciejbednarski / structllm

  Universal Python library for Structured Outputs with any LLM provider

  aianthropicjson-schemalitellmllmopenaipydanticstructured-outputstructured-outputs
  Language:Python 3

• yusuf-eren / outlines-extraction

  llmopenaioutlinesstructured-output
  Language:Python 3

• amit-timalsina / sports-analysis

  Enter cricket activity log (fitness, coaching, match, rest day) through voice interface. Get insights on historical data.

  docker-composefastapiopenaipostgressupabasewebsocketsalembicpydantic-v2speech-to-textsqlalchemystructured-outputlangfuseopenai-whisper
  Language:Python 2

• andre-anan-gilbert / llm-powered-ai-agents

  Develop an intuition about Large Language Models (LLMs)

  aiai-agentsautomationchain-of-thoughtlarge-language-modelsllmsmulti-agentsprompt-engineeringpromptingragresponsible-airetrieval-augmented-generationstructured-outputworkflows
  Language:Jupyter Notebook 2

• john-carroll-sw / get-item-image

  This repository demonstrates how to use OpenAI's Response API (with GPT-4.1 and tool calling) to extract the main product image URL from an e-commerce product page. It provides both Python and TypeScript implementations, returning a structured output for easy integration.

  azure-openaigpt-4openairesponses-apistructured-outputtool-callingurl-extractor
  Language:Python 2

• supershaneski / openai-structured-output-sample

  A sample application to demonstrate how to use Structured Outputs in OpenAI Chat Completions API with streaming, built using Next.js.

  chat-completionnextjsopenai-apireactjsstreamingstructured-output
  Language:JavaScript 2

• sushant1827 / Google_ADK

  This repository contains examples for learning Google's Agent Development Kit (ADK), a powerful framework for building LLM-powered agents.

  agentic-workflowgoogle-adklitellmmulti-agent-systempersistent-storagepydanticsession-storagestructured-output
  Language:Python 2

• Reyyy555 / ai-sdk-x-openai

  🤖 Build powerful AI applications effortlessly with the AI SDK x OpenAI, simplifying integration and enhancing your projects with cutting-edge technology.

  aiai-sdkjson-schemanextjsopenaireactresponses-apistreamingstructured-outputtypescriptvercel
  Language:TypeScript 1