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SkillHub ClubAnalyze Data & AIFull StackData / AITesting

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

Packaged view

This page reorganizes the original catalog entry around fit, installability, and workflow context first. The original raw source lives below.

Stars
8,976
Hot score
99
Updated
March 20, 2026
Overall rating
C4.5
Composite score
4.5
Best-practice grade
C64.8

Install command

npx @skill-hub/cli install nousresearch-hermes-agent-instructor

Repository

NousResearch/hermes-agent

Skill path: skills/mlops/inference/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

Open repository

Best for

Primary workflow: Analyze Data & AI.

Technical facets: Full Stack, Data / AI, Testing.

Target audience: Development teams looking for install-ready agent workflows..

License: Unknown.

Original source

Catalog source: SkillHub Club.

Repository owner: NousResearch.

This is still a mirrored public skill entry. Review the repository before installing into production workflows.

What it helps with

  • Install instructor into Claude Code, Codex CLI, Gemini CLI, or OpenCode workflows
  • Review https://github.com/NousResearch/hermes-agent before adding instructor to shared team environments
  • Use instructor for development workflows

Works across

Claude CodeCodex CLIGemini CLIOpenCode

Favorites: 0.

Sub-skills: 0.

Aggregator: No.