Individual skill
instructor
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
skills/prompt-engineering/instructor/SKILL.md
Source commit df6b3b3a11399c1258dbcd4ae3c1d3086b30cf2f
What was checked
- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- No
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Not checked yet
- Last checked
- Nov 3, 2026
These are observations at the recorded commit, not a guarantee of safety. Review the source before running it.
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Repository context
- Repository stars (not skill ratings)
- 1,200
- Repository last updated
- Nov 6, 2026
- License
- NOASSERTION
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- ai-agents Repository topic
- ai-scientist Repository topic
- auto-research Repository topic
- claude-code Repository topic
- claude-science-desktop-alternative Repository topic
- claude-science-free Repository topic
- literature-review Repository topic
- paper-writing Repository topic
- research-assistant Repository topic
- prompt-engineering Declared skill tag
- instructor Declared skill tag
- structured-output Declared skill tag
- pydantic Declared skill tag
- data-extraction Declared skill tag
- json-parsing Declared skill tag
- type-safety Declared skill tag
- validation Declared skill tag
- streaming Declared skill tag
- openai Declared skill tag
- anthropic Declared skill tag
- engineering Derived category
- data Derived category
Files and excerpt
File metadata and permitted, redacted excerpts come from the recorded scan. Source links are pinned to that commit.
Browse files
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No licensed excerpt is available. You can inspect the pinned source.