> 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/products/web-scraper-api/solutions-for-ai-workflows.md).

# AI Workflows

[**Oxylabs Web Scraper API**](https://oxylabs.io/products/scraper-api/web) provides an all-in-one data collection pipeline for various AI workflows: from handling external data collection, access success rates, and parsing, to delivering AI-friendly outputs within a single platform. This eliminates the need to build and maintain separate scraping, proxy, and data processing systems when working with LLMs.

Powered by a fast-adapting infrastructure, the platform dynamically adjusts to target websites, ensuring reliable data extraction at scale for AI training, Retrieval-Augmented Generation (RAG), and other AI use cases.

The following integrations and guides show how to connect Web Scraper API with popular AI frameworks and tools:

<table data-view="cards"><thead><tr><th></th><th data-hidden data-card-target data-type="content-ref"></th></tr></thead><tbody><tr><td>Agent Skills</td><td><a href="/pages/LGJ1TfVxRA83qF0mcb2r">/pages/LGJ1TfVxRA83qF0mcb2r</a></td></tr><tr><td>Model Context Protocol (MCP)</td><td><a href="/pages/sM7jFRVIuscwk1eNuANV">/pages/sM7jFRVIuscwk1eNuANV</a></td></tr><tr><td>LangChain</td><td><a href="/pages/pV2UBSicnYBjpArVRiOD">/pages/pV2UBSicnYBjpArVRiOD</a></td></tr><tr><td>LlamaIndex</td><td><a href="/pages/FoqXb8DvhnMJOFWioA8b">/pages/FoqXb8DvhnMJOFWioA8b</a></td></tr></tbody></table>


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# Agent Instructions
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## Querying This Documentation
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Perform an HTTP GET request on the current page URL with the `ask` query parameter:

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Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.
