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instructor

structured outputs for llms

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Builder

567-labs

567-labs

567-labs • individual

Stars

13,069

Using upstream star count

Forks

1,058

Using upstream fork count

Open Issues

0

Activity Score

0/100

0 commits in 30d

Created

Jun 14, 2023

Project creation date

README Summary

Get reliable JSON from any LLM. Built on Pydantic for validation, type safety, and IDE support.

Community Evaluation

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AI Dev Skills

Unmapped

API Response StructuringData Validation PatternsLLM Function CallingLLM Output ValidationPrompt EngineeringPydantic Model DesignSchema-Driven AI ResponsesType-Safe AI Integration

Tags

API Response StructuringData Validation PatternsLLM Function CallingLLM Output ValidationPrompt EngineeringPydantic Model DesignSchema-Driven AI ResponsesType-Safe AI IntegrationAnthropic / ClaudeClaudeDocument ProcessingEvalsForkedGPTGoogle AILangChainLarge Language ModelsLlamaLlamaIndexOllamaOpenAIPydanticPythonReal-Time / StreamingRustStructured OutputTypeScript

Taxonomy

AI Trends

Structured GenerationTool-Using AIReliable AI SystemsType-Safe AIProduction AI

category

Foundation ModelsAI AgentsRAG & RetrievalEvals & BenchmarkingInference & ServingCloud & Platforms

Deployment Context

Cloud APISelf-hostedOn-premiseServerless

Industries

Developer ToolsFinTechHealthcareLegal TechE-commerce

Modalities

TextCode

Skill Areas

LLM Output ValidationSchema-Driven AI ResponsesType-Safe AI IntegrationPydantic Model DesignAPI Response StructuringLLM Function CallingData Validation PatternsPrompt Engineering

tag

Anthropic / ClaudeClaudeDocument ProcessingEvalsForkedGPTGoogle AILangChainLarge Language ModelsLlamaLlamaIndexOllamaOpenAIPydanticPythonReal-Time / StreamingRustStructured OutputTypeScript

Use Cases

Structured Data ExtractionAPI Response ValidationForm Data GenerationDatabase Record CreationContent ClassificationEntity RecognitionConfiguration File GenerationReport Automation

Recent Activity

Updated 2 months ago

7 Days

0

30 Days

0

90 Days

2

docs(examples): add canonical OpenAI starter example (#2117)

JaredW • Mar 7, 2026

e3105a4

Remove duplicate front matter in Philosophy section (#2095)

Kye Burchard • Mar 7, 2026

3ca8431

Make xAI optional dependency explicit (#2094)

Jason Liu • Feb 24, 2026

e45280d

Quality

production
Quality
high
Maturity
production

Categories

Foundation ModelsPrimaryAI AgentsRAG & RetrievalEvals & BenchmarkingInference & ServingSearch & KnowledgeOther AI / MLCloud & Platforms

PM Skills

Scale & ReliabilityData & EvaluationProduct DiscoveryDeveloper Platform

Languages

Python100.0%

Timeline

Project created
Jun 14, 2023
Forked
Mar 13, 2026
Your last push
2 months ago
Upstream last push
17 days ago
Tracked since
Mar 10, 2026

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