python/catalog/projects/instructor.yml at v0.1.1 · flypythoncom/python

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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
  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
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。

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