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Extract structured data from LLM responses with Pydantic validation, retry failed extractions automatically, parse complex JSON with type safety, and stream partial results with Instructor - battle-tested structured output library

Install

npx skills add Orchestra-Research/AI-Research-SKILLs --skill instructor -a claude-code

Installs to .claude/skills/instructor/ · Each command fetches the skill straight from GitHub with the open skills CLI.

Download .zip

Byte-identical to the scanned commit, with the repository’s licence and a SOURCE.txt.

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Safety checks on SKILL.md

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Why 93

Security100
Provenance90
Maintenance100
Licence100
Adoption65

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