Web Scraping APIs

What Is Firecrawl?

What Is Firecrawl? — conceptual illustration
On this page

Firecrawl is an AI-native scraping API that takes a URL and returns clean Markdown or JSON — no CSS selectors, no XPath, no page parsing. It ships an MCP (Model Context Protocol) server, so Claude, Cursor, and Codex can scrape the web via natural-language tool calls with zero code. The FIRE-1 agent autonomously navigates JS-heavy sites; an /interact endpoint clicks and fills forms. The project has 111K+ GitHub stars and is used in production by SAP, Zapier, and Deloitte.

Quick facts

Output formatsMarkdown (default), HTML, JSON, screenshots
Native integrationsLangChain, LlamaIndex, CrewAI, MCP servers
FIRE-1 agentAutonomously navigates multi-page workflows (login, search, paginate)
Free tier500 scrapes/month
Self-hostableYes — MIT-licensed open-source version

Three core endpoints

/scrape — URL in, structured content out. Returns Markdown by default (about 67% fewer tokens than raw HTML, which compounds significantly for RAG pipelines). Optional JSON extraction via a schema you provide. Handles JavaScript-heavy sites because there is a managed browser behind it.

/crawl — give it a starting URL, get all pages on the site (depth-limited, glob-filtered). Useful for documentation ingestion and knowledge-base building.

/search — web search with content retrieval in one call. Designed for AI agents that need to ground answers in current information without orchestrating multiple APIs.

The MCP server

The most-used feature in 2026. Firecrawl ships an MCP server you point Claude Code, Cursor, or any MCP client at. The LLM gets tools like firecrawl.scrape(url), firecrawl.search(query), firecrawl.crawl(url) as natural-language tool calls. Your code does not invoke Firecrawl — the LLM does, when the user asks "scrape this page" or "find me current pricing for X".

For agentic workflows this turns the web into a first-class capability for any LLM. Pair it with Pydantic + Instructor for schema-validated extraction and you have a production-grade pipeline in a handful of lines.

Trade-offs vs alternatives

vs Crawl4AI (open source): Firecrawl is managed; Crawl4AI you run yourself. Firecrawl handles anti-bot and proxies for you; Crawl4AI you wire up yourself. Use Firecrawl for speed and Crawl4AI for full data sovereignty.

vs Scrappey or Bright Data: Firecrawl is opinionated about output format (Markdown-first, LLM-optimised). Scrappey returns HTML and lets you parse however you want. For RAG pipelines, Firecrawl saves you the HTML-to-Markdown step. For traditional scraping (structured extraction with selectors), Scrappey is more flexible.

vs ScrapeGraphAI: Firecrawl gives you primitives; ScrapeGraphAI builds an extraction graph from a natural-language prompt. Different abstraction levels.

Code example

python
from firecrawl import FirecrawlApp
from pydantic import BaseModel
import instructor, anthropic

class Product(BaseModel):
    name: str
    price_usd: float
    in_stock: bool

# Step 1: scrape the page into clean Markdown
app = FirecrawlApp(api_key="fc-...")
md = app.scrape_url(
    "https://store.example.com/product/123",
    params={"formats": ["markdown"]},
)["markdown"]

# Step 2: extract typed data with Instructor + Claude
client = instructor.from_anthropic(anthropic.Anthropic())
product = client.messages.create(
    model="claude-sonnet-4-6",
    response_model=Product,
    messages=[{"role": "user", "content": md}],
    max_retries=3,
)
print(product)  # typed object, validated, ready for database

Related terms

What Is AI Web Scraping?
AI web scraping is an approach that replaces CSS selectors with natural-language prompts, LLM-based extraction, and Markdown-first output. I…
What Is Schema-Validated LLM Extraction?
Schema-validated LLM extraction is the production pattern for AI scraping: define a Pydantic schema for what you want, pass it to the LLM vi…
What Is a Web Scraping API?
A web scraping API is a managed HTTP service that fetches a target URL on your behalf and returns the rendered HTML, JSON, or parsed data. I…
What Is Web Scraping?
Web scraping is the automated extraction of structured data from websites. A scraper sends HTTP requests to a target URL, parses the HTML or…
What Is Crawl4AI?
Crawl4AI is the most-starred open-source LLM-friendly web crawler on GitHub — 66.3k stars under Apache 2.0 license, maintained by UncleCode.…
What Is an MCP Server for Scraping?
An MCP server for scraping is a Model Context Protocol endpoint that exposes scraping tools (fetch, screenshot, parse, search) as callable f…
Web Scraping Tools 2026 — A Comparison
The web-scraping toolbox in 2026 is large but well-stratified. Each tool occupies one of seven roles — HTTP/TLS impersonation, browser autom…
Best Web Scraping API for LLM Training Data
The best web scraping API for LLM training data delivers clean, deduplicated, license-aware text at the scale training pipelines need — boil…

Concept map

How Firecrawl connects

The terms most directly tied to this one. Hover a node to see its neighbours, click to preview, drag to rearrange.

0 terms · 0 connections
You are here · Web Scraping APIs
Building map…

Tools & solutions for this topic

Frequently asked questions

How does Firecrawl handle anti-bot?

Firecrawl runs a managed browser fleet with anti-bot bypass built in — your call to /scrape on a Cloudflare- or Akamai-protected URL still returns clean Markdown. You do not manage proxies, fingerprints, or stealth browsers yourself.

What is FIRE-1?

The Firecrawl agent that autonomously navigates multi-step workflows: log in, search, paginate, click "load more". For pages where the data only appears after interaction, FIRE-1 handles the interaction for you. You describe what you want; the agent figures out the clicks.

Can I self-host Firecrawl?

Yes — the project is open-source under MIT license. The self-hosted version omits a few of the managed-cloud features but is functionally complete for the core scraping primitives. Use the hosted version for the FIRE-1 agent and the managed anti-bot fleet; self-host for data sovereignty.

What is the cost?

Free tier covers 500 scrapes/month. Paid tiers from $19/month for higher volumes. For RAG pipelines or AI agents at production scale, evaluate the per-page cost against managed alternatives — Firecrawl is competitive but not always the cheapest at very high volumes.

Last updated: 2026-05-26