> For the complete documentation index, see [llms.txt](https://developers.oxylabs.io/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://developers.oxylabs.io/help-center/cn/mian-xiang-llm-de-shu-ju/do-i-have-to-manually-format-scraped-data-for-ai-workflows.md).

# 我是否必须手动为 AI 工作流程格式化抓取的数据？

如果你愿意的话才需要。 [Web API](https://developers.oxylabs.io/products/web-api) 可通过三种方式返回模型可直接使用、无需手动重新格式化的数据。

### **Markdown 输出**

添加 `"output": ["markdown"]` 到你的 `/scrape` 请求，Web API 会将页面内容以 Markdown 形式返回。它简洁、结构清晰，便于 LLM 读取。请参阅 [Scrape 文档](https://developers.oxylabs.io/products/web-api/scrape) 了解所有输出选项。

### **使用 AI 解析的结构化 JSON**

用自然语言描述你需要的数据，或提供一个 JSON Schema，Web API 就会以结构化 JSON 返回。请参阅 [AI 解析文档](https://developers.oxylabs.io/products/web-api/scrape/ai-parsing) 了解详情。

### **MCP 服务器**

如果你使用 AI 代理或编码助手，可通过我们的官方模型上下文协议（MCP）服务器将其连接到 Web API。任何 MCP 客户端，例如 Claude Code 或 Cursor，都可以直接调用 search、scrape 和 extraction 工具。请参阅 [MCP 服务器文档](https://developers.oxylabs.io/ai-workflows/mcp) 和 [GitHub](https://github.com/oxylabs/web-api-mcp) 进行设置。


---

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