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Developer Tools

Instructor

🇨🇳 中文 / 🇬🇧 English — 双语介绍
🇨🇳 中文

Instructor 是流行的 Python 结构化输出库:用 Pydantic 模型定义期望结构,自动处理 Function Calling / JSON 模式与重试,让任何大模型返回「开箱即用」的类型化对象。支持 OpenAI、Anthropic、本地模型等数十种后端,是 LLM 应用工程里处理输出可靠性的标配工具。 🔗 GitHub: https://github.com/jxnl/instructor | GitHub Stars: 14k+ | 🔗 文档: https://python.useinstructor.com

🇬🇧 English

Instructor is the popular Python library for structured LLM outputs: define your schema with Pydantic and it handles function calling / JSON mode and retries, returning validated typed objects from any model. Dozens of backends (OpenAI, Anthropic, local models) — the standard tool for output reliability in LLM apps. 🔗 GitHub: https://github.com/jxnl/instructor | GitHub Stars: 14k+ | 🔗 Docs: https://python.useinstructor.com

📋 Product Info

Category: Developer Tools
Listed on: 2026-08-07
Last verified: 2026-08-21
Official site: https://github.com/jxnl/instructor
Open source: GitHub repository ↗
Tags: structured-output,llm,python,validation,function-calling

🎯 Why This Tool

Instructor belongs to the Developer Tools category on hedirbase. Tagged with: structured-output,llm,python,validation,function-calling.

Instructor is the popular Python library for structured LLM outputs: define your schema with Pydantic and it handles function calling / JSON mode and retries, returning validated typed objects from an

✓ Manually reviewed ✅ Last verified: 2026-08-21 📁 Open source 🌐 Curated for independents
🌎 访问 Instructor → 📦 GitHub