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id: instructor

repo: 567-labs/instructor # repository moved from jxnl/instructor; same project

url: https://github.com/567-labs/instructor

category: ai-tools

status: stable

first_seen: 2026-09-02

reviewed_on: 2026-09-02

license: MIT

evidence:

last_release: "Active release train; verified against the repository releases page at review time."

release_cadence: "Regular releases tracking provider API changes."

maintenance: "Actively maintained with broad provider integration coverage."

ai_familiarity: medium

alternatives: [openai structured outputs, outlines]

rationale_en: Production standard for extracting structured JSON from LLMs using

Pydantic models with retry validation.

rationale_zh: 从 LLM 提取结构化 JSON 的事实标准，基于 Pydantic 模型并带重试

校验。

when_not_to_use_en: When your provider already enforces structured outputs natively

and you need nothing beyond it.

when_not_to_use_zh: 所用提供商已原生强制结构化输出、且不需要更多能力时。

risk_en: Requires API keys for the target LLM providers; retry loops add latency and

token cost.

risk_zh: 需要目标 LLM 提供商的 API Key；重试循环会增加延迟与 token 成本。