# instructor

> Extract structured data from LLM responses with Pydantic validation, retry failed extractions automatically, parse comp…

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

- Type: Skill
- Made by: Orchestra-Research
- Category: AI & agents
- Formats: Skills
- Version: 9db7c80
- Source: https://github.com/orchestra-research/ai-research-skills/tree/HEAD/16-prompt-engineering/instructor
- Page: https://pluginboard.ai/skills/instructor-orchestra-research

## Works with

- ChatGPT
- Claude
- Gemini
- GitHub Copilot
- Cursor
- Claude Code
- Codex
- Antigravity
- Gemini CLI
- Replit
- OpenClaw
- OpenCode
- Hermes Agent

## Install

### ChatGPT

In ChatGPT: Download the instructor folder and zip it, then Plugins → Skills → Create → Upload from your computer. Business and Enterprise plans.

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/16-prompt-engineering/instructor

### Claude

In Claude (web or desktop): Download the instructor folder and zip the folder itself, then upload it in Customize → Skills.

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/16-prompt-engineering/instructor

### Gemini

In Gemini: Download the instructor folder, then at gemini.google.com click Customize → Skills → Create → Upload and pick the folder (or a .zip of it).

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/16-prompt-engineering/instructor

### GitHub Copilot

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/16-prompt-engineering/instructor ~/.copilot/skills/instructor
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/16-prompt-engineering/instructor

### Cursor

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/16-prompt-engineering/instructor ~/.cursor/skills/instructor
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/16-prompt-engineering/instructor

### Claude Code

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/16-prompt-engineering/instructor ~/.claude/skills/instructor
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/16-prompt-engineering/instructor

Or all of AI Research Skills (Orchestra), in Claude Code:

```text
/plugin marketplace add Orchestra-Research/AI-Research-SKILLs
/plugin install rag@ai-research-skills
```

### Codex

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/16-prompt-engineering/instructor ~/.agents/skills/instructor
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/16-prompt-engineering/instructor

### Antigravity

In Antigravity: Copy the instructor folder into ~/.gemini/config/skills (Antigravity app and IDE) or ~/.gemini/antigravity-cli/skills (Antigravity CLI).

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/16-prompt-engineering/instructor

### Gemini CLI

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/16-prompt-engineering/instructor ~/.gemini/skills/instructor
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/16-prompt-engineering/instructor

### Replit

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/16-prompt-engineering/instructor .agents/skills/instructor
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/16-prompt-engineering/instructor

### OpenClaw

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/16-prompt-engineering/instructor ~/.openclaw/skills/instructor
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/16-prompt-engineering/instructor

### OpenCode

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/16-prompt-engineering/instructor ~/.config/opencode/skills/instructor
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/16-prompt-engineering/instructor

### Hermes Agent

Run in your terminal:

```shell
npx -y degit Orchestra-Research/AI-Research-SKILLs/16-prompt-engineering/instructor ~/.hermes/skills/instructor
```

View the folder on GitHub: https://github.com/Orchestra-Research/AI-Research-SKILLs/tree/HEAD/16-prompt-engineering/instructor

---
From Pluginboard (https://pluginboard.ai).