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      "title_en": "Web and APIs",
      "title_zh": "Web 与 API",
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      "summary_zh": "构建有类型约束的服务和应用，把 Python 逻辑连接到用户与其他系统。"
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      "order": 3,
      "title_en": "Automation",
      "title_zh": "自动化",
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      "title_en": "AI agents",
      "title_zh": "AI Agent",
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      "summary_zh": "理解工具调用、结构化输出、状态、评测以及 Agent 系统的安全边界。"
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      "why_zh": "极速的 Rust 驱动 Python 代码检查与格式化工具，统一替代 Flake8、Black 与 isort。",
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      "why_zh": "从带类型的 Python 函数出发，构建具备验证、测试和自动文档的 API。",
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      "why_zh": "Django 官方入门路径，覆盖项目、模型、视图、模板、表单、测试和可复用应用。",
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      "why_zh": "在 Python 系统边界验证不可信数据、定义类型契约的官方指南。",
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      "why_zh": "同步与异步 HTTP 客户端、超时、流式响应和传输控制的官方参考。",
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      "why_zh": "Python 权威的 SQL 工具包与对象关系映射器（ORM），提供类型安全的数据持久化与访问。",
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      "why_zh": "使用可读、跨平台的对象式路径完成文件与目录自动化的标准库参考。",
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      "why_zh": "启动进程、捕获输出、处理失败并避免不安全 shell 用法的标准库契约。",
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      "why_zh": "爬虫结构、数据提取、item pipeline、持久化与负责任运行的官方入门。",
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      "url": "https://duckdb.org/docs/api/python/overview",
      "source_type": "official-project",
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      "why_en": "Fast in-process analytical SQL engine for automated data transformation, Parquet querying, and embedded analytics.",
      "why_zh": "进程内高性能分析型 SQL 引擎，适用于自动化数据转换、Parquet 文件快速查询与嵌入式分析。",
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      "level": "intermediate",
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      "why_zh": "面向 Agent、工具、handoff、guardrail、session、追踪与编排的官方 Python 工具包。",
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      "status": "active",
      "requires_key": true,
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      "featured": true,
      "order": 1
    },
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      "level": "intermediate",
      "language": "en",
      "why_en": "Typed agent development built around validated inputs, structured output, tools, testing, and model portability.",
      "why_zh": "以输入验证、结构化输出、工具、测试和模型可移植性为核心的类型安全 Agent 开发。",
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      "level": "intermediate",
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      "why_en": "The open protocol and reference documentation for connecting AI applications to tools, data, and reusable context.",
      "why_zh": "连接 AI 应用、工具、数据与可复用上下文的开放协议和权威参考。",
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      "why_zh": "有状态图工作流、持久执行、记忆、中断与人工审核的 Python 官方指南。",
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      "language": "en",
      "why_en": "Google's official documentation for developing, evaluating, and deploying modular agent systems.",
      "why_zh": "Google 官方模块化 Agent 系统开发、评测与部署文档。",
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      "status": "active",
      "requires_key": true,
      "risk": "medium",
      "featured": false,
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    },
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      "url": "https://python.useinstructor.com/",
      "source_type": "official-project",
      "level": "intermediate",
      "language": "en",
      "why_en": "Structured outputs and validation for LLMs powered by Pydantic, enabling predictable tool calling and schema enforcement.",
      "why_zh": "基于 Pydantic 的大模型结构化输出与严格验证框架，确保工具调用与数据提取的确定性。",
      "reviewed_on": "2026-09-02",
      "status": "active",
      "requires_key": true,
      "risk": "medium",
      "featured": false,
      "order": 6
    },
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      "path": "ai-agents",
      "title": "Model Context Protocol Python SDK",
      "url": "https://github.com/modelcontextprotocol/python-sdk",
      "source_type": "official-project",
      "level": "intermediate",
      "language": "en",
      "why_en": "Official Python implementation of the Model Context Protocol for building MCP servers and clients.",
      "why_zh": "Model Context Protocol 官方 Python SDK，用于快速构建和集成标准的 MCP 工具与服务。",
      "reviewed_on": "2026-09-02",
      "status": "active",
      "requires_key": false,
      "risk": "medium",
      "featured": false,
      "order": 7
    },
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      "path": "ai-agents",
      "title": "MCP 2026-07-28 specification release",
      "url": "https://blog.modelcontextprotocol.io/posts/2026-07-28/",
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      "language": "en",
      "why_en": "The official release announcement for the 2026-07-28 Model Context Protocol specification, covering the stateless redesign and breaking changes.",
      "why_zh": "Model Context Protocol 2026-07-28 规范的官方发布公告，说明无状态重构与破坏性变更。",
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      "order": 8
    },
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      "path": "ai-agents",
      "title": "MCP 2026-07-28 release candidate overview",
      "url": "https://blog.modelcontextprotocol.io/posts/2026-07-28-release-candidate/",
      "source_type": "official-docs",
      "level": "intermediate",
      "language": "en",
      "why_en": "The official release-candidate post that enumerates the 2026-07-28 breaking changes and the migration window for SDK maintainers.",
      "why_zh": "官方 RC 发布说明，逐项列出 2026-07-28 的破坏性变更以及留给 SDK 维护者的迁移窗口。",
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      "path": "ai-agents",
      "title": "Anthropic donating MCP to the Agentic AI Foundation",
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      "source_type": "official-docs",
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      "language": "en",
      "why_en": "Anthropic's announcement establishing neutral Linux Foundation governance for MCP under the Agentic AI Foundation.",
      "why_zh": "Anthropic 官方公告，宣布将 MCP 交由 Linux 基金会旗下的 Agentic AI Foundation 中立治理。",
      "reviewed_on": "2026-09-06",
      "status": "active",
      "requires_key": false,
      "risk": "low",
      "featured": false,
      "order": 10
    },
    {
      "id": "aaif-model-context-protocol",
      "path": "ai-agents",
      "title": "MCP under the Agentic AI Foundation",
      "url": "https://aaif.io/projects/model-context-protocol",
      "source_type": "official-project",
      "level": "intermediate",
      "language": "en",
      "why_en": "The Agentic AI Foundation project page for MCP, the neutral governance home for specification development and roadmaps.",
      "why_zh": "Agentic AI Foundation 的 MCP 项目主页，是规范开发与路线图的中立治理入口。",
      "reviewed_on": "2026-09-06",
      "status": "active",
      "requires_key": false,
      "risk": "low",
      "featured": false,
      "order": 11
    }
  ]
}