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outlines - Generate schema-constrained structured text

Constrains model generation to valid JSON, XML, code, schemas, regex patterns, choices, and typed outputs using Outlines.

Tags

Updated: 2026-09-30
Prompt EngineeringOutlinesStructured GenerationJSON SchemaPydanticLocal ModelsGrammar-Based GenerationvLLMTransformersType Safety

Capabilities

Guarantee structured outputsGenerate schema-constrained JSONGenerate regex-matching textGenerate typed numeric values

Typical Inputs

Generation promptsOutput schemasPydantic models

Typical Outputs

Schema-constrained JSONStructured model instancesChoice labels

What this skill does

  • Guarantee structured outputs
  • Generate schema-constrained JSON
  • Generate regex-matching text
  • Generate typed numeric values
  • Classify into choices
  • Constrain token sampling
  • Support local model backends
  • Integrate Pydantic models

Inputs

  • Generation prompts
  • Output schemas
  • Pydantic models
  • Regex patterns
  • Choice lists
  • Model identifiers
  • Local model files
  • Backend configuration

Outputs

  • Schema-constrained JSON
  • Structured model instances
  • Choice labels
  • Regex-matching strings
  • Typed numeric values
  • Constrained code or text

Requirements

  • Python environment
  • outlines package
  • Pydantic package
  • Supported model backend
  • Compatible model
  • Backend-specific dependencies
  • API key for OpenAI backend

Source

  • Spec: SKILL.md

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