instructor
65 / 100 · Review before installing
Check before installing. Some of what it can do is expected: a coding skill usually runs build and test commands.
Extracts structured, validated data from LLM responses using the Instructor Python library with Pydantic response models, including nested models, enums, custom validators, automatic retries with validation error feedback, and streaming of partial objects or iterables. Works with Anthropic, OpenAI, and local Ollama models. Use when pulling typed fields or entities out of free text, when classifying text into fixed categories, when an LLM must return JSON that passes schema validation, when fail…
What this skill can do
Downloads and installs other software
Runs commands on your computer
Can call paid AI services billed to you
Sends data to these websites: api.anthropic.com, api.openai.com
Safer alternatives
Install
Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.
if [ -e ~/.agents/skills/'instructor' ] || [ -L ~/.agents/skills/'instructor' ]; then echo 'A skill folder named instructor already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/hashgraph-online/awesome-codex-plugins' "$d" && git -C "$d" checkout --quiet '3e1e6b20ffc28f42923e391f29f075c424e19e64' -- 'plugins/KalarisLabs/research-agent-skills/skills/instructor' && mkdir -p ~/.agents/skills && cp -R "$d"/'plugins/KalarisLabs/research-agent-skills/skills/instructor' ~/.agents/skills/'instructor' && rm -rf "$d"; fi
Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'instructor' ~/.claude/skills/'instructor' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.
Badge for your README
[](https://zalavijaysinh.github.io/skilltrust/repos/hashgraph-online/awesome-codex-plugins/)
Score history
| Date | Version | Score |
|---|---|---|
| 2026-11-13 | 3e1e6b2 | 65 |
| 2026-11-12 | 6d2e63f | 65 |
| 2026-11-11 | 4070676 | 65 |
| 2026-11-10 | f620aba | 65 |
| 2026-11-09 | 3062ea3 | 65 |
| 2026-11-08 | 057d789 | 65 |
| 2026-11-06 | e012fe1 | 65 |