ScriptsMar 31, 2026·2 min read

Jina Reader — Convert Any URL to LLM-Ready Text

Convert any URL to clean, LLM-friendly markdown with a simple prefix. Just prepend r.jina.ai/ to any URL. Handles JS-rendered pages, PDFs, and images. 10K+ stars.

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Quick Use

Use it first, then decide how deep to go

This block should tell both the user and the agent what to copy, install, and apply first.

Just prepend https://r.jina.ai/ to any URL:

curl https://r.jina.ai/https://example.com

Or use the API:

import requests
resp = requests.get("https://r.jina.ai/https://en.wikipedia.org/wiki/AI")
print(resp.text)  # Clean markdown
Intro

Jina Reader converts any URL to clean, LLM-friendly markdown text with a simple prefix. No API key needed for basic usage. Handles JavaScript-rendered pages, PDFs, images (with OCR), and complex layouts. Just prepend https://r.jina.ai/ to any URL and get structured content back. Perfect for RAG pipelines and AI agent web browsing. 10,000+ GitHub stars, Apache 2.0.

Best for: RAG data ingestion, AI agent web browsing, content extraction pipelines Works with: Any LLM pipeline — LangChain, LlamaIndex, Haystack, custom agents

Features

Zero Setup

No installation, no API key, no config. Just prefix any URL:

https://r.jina.ai/https://docs.python.org/3/tutorial/

Content Types

  • Web pages — full JS rendering (Playwright-based)
  • PDFs — text extraction with layout preservation
  • Images — OCR with description generation
  • Google search — https://s.jina.ai/your+query for search results

Output Formats

  • Markdown (default) — clean, structured, LLM-optimized
  • HTML — processed HTML with Accept: text/html header
  • JSON — structured with metadata via Accept: application/json

Advanced

  • Screenshots — https://r.jina.ai/https://example.com?screenshot=true
  • Proxy support — rotate IPs for blocked sites
  • Streaming — stream large documents
  • Self-hosted — run your own instance with Docker

FAQ

Q: What is Jina Reader? A: A service that converts any URL to LLM-friendly markdown by prepending r.jina.ai/ to the URL. Handles JS pages, PDFs, and images. No setup needed. 10K+ stars.

Q: Is there a rate limit? A: Free tier allows 20 requests/minute. Get an API key from jina.ai for higher limits.

🙏

Source & Thanks

Created by Jina AI. Licensed under Apache 2.0. jina-ai/reader — 10,000+ GitHub stars

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