What is Jina Reader?
Jina Reader is a free API that converts any web page into clean, AI-friendly markdown. Simply prefix a URL with r.jina.ai/ and get back structured content stripped of ads, navigation, scripts, and visual clutter — perfect for feeding into LLMs, RAG pipelines, and AI agents.
Answer-Ready: Jina Reader is a free API that converts any URL to clean markdown for AI consumption. Prefix any URL with r.jina.ai/ to strip ads, navigation, and clutter. Used by AI agents and RAG pipelines for web research. 20k+ GitHub stars.
Best for: AI agent developers who need web content extraction. Works with: Any HTTP client, LangChain, LlamaIndex, Claude Code. Setup time: Zero — just use the URL prefix.
Core Features
1. URL-to-Markdown
import requests
url = "https://r.jina.ai/https://docs.anthropic.com/en/docs/agents"
response = requests.get(url, headers={"Accept": "text/markdown"})
markdown = response.text
# Clean markdown ready for LLM consumption2. Search Integration
# Search the web and get markdown results
curl https://s.jina.ai/best+AI+coding+tools+2026Returns search results as structured markdown with titles, URLs, and content snippets.
3. Options
# Get only main content (no headers/footers)
curl -H "X-Return-Format: markdown" \
-H "X-No-Cache: true" \
https://r.jina.ai/https://example.com
# With images as markdown
curl -H "X-With-Images: true" \
https://r.jina.ai/https://example.com4. Grounding for AI Agents
Use as a tool for AI agents to research the web:
def web_read(url: str) -> str:
resp = requests.get(f"https://r.jina.ai/{url}")
return resp.text
# Agent can now read any web page
content = web_read("https://docs.python.org/3/library/asyncio.html")5. Batch Processing
urls = [
"https://r.jina.ai/https://page1.com",
"https://r.jina.ai/https://page2.com",
"https://r.jina.ai/https://page3.com",
]
# Process in parallel for RAG ingestionUse Cases
| Use Case | How |
|---|---|
| RAG Pipeline | Extract clean text from source URLs |
| AI Research Agent | Read documentation and articles |
| Content Scraping | Get structured content without Playwright |
| Summarization | Clean input for LLM summarizers |
Rate Limits
| Tier | Rate | Price |
|---|---|---|
| Free | 20 RPM | $0 |
| Paid | 200 RPM | From $10/mo |
FAQ
Q: Is it really free? A: Yes, 20 requests per minute free. No API key required for basic use.
Q: How does it handle JavaScript-rendered pages? A: Jina Reader renders JavaScript before extraction, handling SPAs and dynamic content.
Q: Can I self-host? A: Yes, the reader is open-source and can be self-hosted.