CrawlForge vs ScrapingBee
MCP-native tools with built-in structured extraction versus a traditional proxy-based scraping API.
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Quick answer
CrawlForge is an MCP-native server with 23 web scraping and extraction tools and 1,000 free credits, built for AI agents via the Model Context Protocol. ScrapingBee is a REST scraping API focused on proxy rotation and JavaScript rendering. Pick CrawlForge for native AI-agent integration and built-in research and extraction tools; pick ScrapingBee for a simple REST endpoint with managed proxies.
Overview
CrawlForge and ScrapingBee both make web scraping easier, but they serve different paradigms. ScrapingBee is a traditional proxy API: you send a URL, it handles JavaScript rendering and anti-bot measures, and returns raw HTML. CrawlForge goes further with MCP-native structured extraction, content analysis, and deep research.
ScrapingBee excels at the proxy layer -- handling CAPTCHAs, rotating residential proxies, and rendering JavaScript-heavy pages. But extracting structured data from that HTML is your problem. CrawlForge bundles extraction, analysis, and research into the same platform.
For AI agent workflows, CrawlForge's MCP protocol means agents get structured data directly, not raw HTML they need to parse. This eliminates a significant step in most scraping pipelines.
Feature Comparison
| Feature | CrawlForge | ScrapingBee | Winner |
|---|---|---|---|
| Architecture | MCP-native with structured extraction | REST proxy API returning HTML | |
| AI Agent Integration | Direct MCP tool calls | HTTP client + HTML parsing needed | |
| Output Format | Structured data, markdown, text | Raw HTML (parsing required) | |
| JavaScript Rendering | Full browser rendering | Full browser rendering | |
| Anti-Bot Bypass | Stealth mode with fingerprint rotation | Premium proxies, CAPTCHA solving | |
| Content Analysis | Built-in analyze_content tool | Not available | |
| Deep Research | Multi-source with conflict detection | Not available | |
| Screenshot Capture | Via fetch_url | Built-in screenshot API | |
| Google Search API | search_web tool | Google search API included |
Pricing Comparison
| Tier | CrawlForge | ScrapingBee |
|---|---|---|
| Free | 1,000 credits | 1,000 API credits (trial) |
| Starter | $19/mo — 5,000 credits | $49/mo — 150K API credits |
| Professional | $99/mo — 50,000 credits | $99/mo — 500K API credits |
| Business | $399/mo — 250,000 credits | $249/mo — 2.5M API credits |
Why Choose CrawlForge
- Returns structured data, not raw HTML requiring parsing
- MCP-native for direct AI agent integration
- Built-in content analysis and deep research tools
- Consistent 23-tool API covering the full scraping workflow
- AI discoverability with llms.txt and ai.txt
Where ScrapingBee Shines
- +Higher API credit volumes per dollar for raw scraping
- +Mature CAPTCHA-solving infrastructure
- +Simpler mental model for basic proxy-style scraping
- +Well-documented REST API with broad language support
The Verdict
CrawlForge is the better fit if you need structured data output, AI agent integration, or tools beyond basic HTML fetching. The MCP-native architecture and built-in extraction eliminate the need for separate parsing libraries.
ScrapingBee is a strong choice for high-volume raw HTML scraping where you already have your own parsing pipeline. If you just need a reliable proxy with JavaScript rendering and anti-bot features, ScrapingBee offers excellent value at scale.
Which one should you pick?
- You want structured output (markdown, JSON, analysed content) instead of raw HTML you have to parse yourself.
- You are building AI agents or Claude/Cursor workflows and want MCP-native tool access.
- You need built-in research and content analysis, not just a proxy layer.
- You want a single platform that covers fetch, extract, analyse, and research rather than stitching multiple services.
- You value a generous free tier without a trial timer.
- You already have a robust HTML parsing pipeline and just need a reliable proxy and JS-rendering layer.
- You need very high request volumes per dollar for raw HTML fetching.
- You rely on ScrapingBee's CAPTCHA-solving for specific anti-bot surfaces.
- You prefer a pure REST API with broad language SDK coverage and minimal abstractions.
Migration example
Swap a ScrapingBee JavaScript-rendered fetch for a CrawlForge fetch_url call. CrawlForge returns JSON with the content already parsed. (Check vendor docs for latest ScrapingBee parameters.)
Before — ScrapingBee
typescript// Before: ScrapingBee
const url = new URL('https://app.scrapingbee.com/api/v1/');
url.searchParams.set('api_key', process.env.SCRAPINGBEE_API_KEY);
url.searchParams.set('url', 'https://example.com');
url.searchParams.set('render_js', 'true');
const html = await fetch(url).then(r => r.text());After — CrawlForge
typescript// After: CrawlForge
const res = await fetch('https://www.crawlforge.dev/api/v1/tools/fetch_url', {
method: 'POST',
headers: { Authorization: `Bearer ${process.env.CRAWLFORGE_API_KEY}`, 'Content-Type': 'application/json' },
body: JSON.stringify({ url: 'https://example.com', javascript: true }),
});
const { html } = await res.json();Frequently Asked Questions
Does ScrapingBee return structured data like CrawlForge?
ScrapingBee primarily returns raw HTML along with optional screenshots and JSON from CSS-selector rules. CrawlForge returns structured markdown, JSON, and cleaned text out of the box via extract_content and scrape_structured, so you do not need a separate parsing layer.
Can CrawlForge handle anti-bot protection like ScrapingBee?
Yes. CrawlForge ships stealth_mode for fingerprint rotation and evasion, alongside residential proxies. ScrapingBee offers premium proxies and CAPTCHA solving. Both platforms can get through most anti-bot surfaces; the right tool depends on the specific site.
Is CrawlForge more expensive than ScrapingBee for raw scraping?
On a pure raw-HTML, per-request basis, ScrapingBee's credit volumes per dollar are higher. CrawlForge's value is in the structured output, AI integration, and research tooling, which would otherwise require extra services layered on top of ScrapingBee.
Does CrawlForge support Google search like ScrapingBee's Google API?
Yes. CrawlForge's search_web tool returns Google-style search results you can feed into downstream tools. It is not a one-to-one replacement for every ScrapingBee Google endpoint, but it covers the common search-then-scrape flow.
Can I migrate from ScrapingBee incrementally?
Yes. Start by routing only your extract/analyse traffic through CrawlForge and keep raw-HTML fetching on ScrapingBee. Over time, move fetching to fetch_url or extract_content. The two platforms can coexist in one application.
Related resources
Getting started
Install CrawlForge MCP and run your first scrape in under a minute.
Browse all 23 tools
See every scraping, extraction, and research tool with credit costs.
Use cases
Lead enrichment, price monitoring, RAG pipelines, and more.
Pricing
Free 1,000 credits, then $19/mo Starter. Compare every plan.
All comparisons
See how CrawlForge stacks up against every major scraping API.
MCP web scraping guide
Why MCP-native scraping outperforms REST for AI agents.
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