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Jina Reader

Jina Reader converts a web page into clean, LLM-friendly Markdown.

Prepend r.jina.ai to a URL and the content comes back stripped of clutter, ready to ground a language model. Prepending s.jina.ai to a query performs a web search and returns the top five results in the same format. The…

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Jina Reader converts a web page into clean, LLM-friendly Markdown. Prepend r.jina.ai to a URL and the content comes back stripped of clutter, ready to ground a language model. Prepending s.jina.ai to a query performs a web search and returns the top five results in the same format. The service also reads images and PDFs, and an optional jina-ocr-v1 mode converts images into Markdown for pages and documents with complex structure, at a much higher token cost. An API key raises the rate limit.

Developers building retrieval pipelines, research agents and chat applications are the main users, since they need page text that models can read without scripts, ads and navigation. Prompt engineers and data teams can use the browser-style controls to target specific sections, and agent builders can connect through the MCP server. Hobbyists can try it by simply adding a prefix in a browser, with no setup, and teams needing higher throughput can add an API key.

Typical workflows include feeding documentation pages into a RAG index, giving an agent live web access, summarizing articles, extracting text from PDFs and captioning images so downstream models can reason about them. Request headers control output: choose a CSS selector to extract only the article body, wait for a dynamic element to load, remove navigation or footers, strip images to save tokens, add a links summary for navigation, set a token budget, forward cookies for authenticated pages or route through a country-specific proxy. A JSON response returns the URL, title, content and timestamp.

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Frequently asked

6 questions
How do I turn a web page into Markdown?
Put r.jina.ai in front of the page URL. The response contains the readable content in a format suited for language models.
Who typically uses Jina Reader?
Developers building LLM apps, RAG pipelines and AI agents. It saves them from writing their own scraping and cleaning code.
Can it search the web as well as read pages?
Using s.jina.ai with a query returns a list of five results, each with URL, title and content. The JSON response format makes it easy to parse programmatically.
Does it read PDFs and images?
It processes PDFs, with a page parameter to focus on one page, and it can caption images. The jina-ocr-v1 option converts complex images to Markdown.
Are there tradeoffs to know about?
Choosing jina-ocr-v1 consumes 40 times more tokens, and a token budget header makes requests fail if exceeded. Requests with forwarded cookies are not cached.
How do I connect it to my agent?
Add mcp.jina.ai as an MCP server, or call the API with an API key for higher rate limits. A CLI and llms.txt are also available.

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