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MCP-native tools with built-in structured extraction versus a traditional proxy-based scraping API.

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01Quick answer

CrawlForge is an MCP-native server with 31 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.

02Context

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.

03Scoreboard

Feature Comparison

05

CrawlForge wins

04

Tie

00

Competitor wins

  1. ArchitectureCrawlForge wins
    CrawlForge
    MCP-native with structured extraction
    ScrapingBee
    REST proxy API returning HTML
  2. AI Agent IntegrationCrawlForge wins
    CrawlForge
    Direct MCP tool calls
    ScrapingBee
    HTTP client + HTML parsing needed
  3. Output FormatCrawlForge wins
    CrawlForge
    Structured data, markdown, text
    ScrapingBee
    Raw HTML (parsing required)
  4. JavaScript RenderingTie
    CrawlForge
    Full browser rendering
    ScrapingBee
    Full browser rendering
  5. Anti-Bot BypassTie
    CrawlForge
    Stealth mode with fingerprint rotation
    ScrapingBee
    Premium proxies, CAPTCHA solving
  6. Content AnalysisCrawlForge wins
    CrawlForge
    Built-in analyze_content tool
    ScrapingBee
    Not available
  7. Deep ResearchCrawlForge wins
    CrawlForge
    Multi-source with conflict detection
    ScrapingBee
    Not available
  8. Screenshot CaptureTie
    CrawlForge
    Via fetch_url
    ScrapingBee
    Built-in screenshot API
  9. Google Search APITie
    CrawlForge
    search_web tool
    ScrapingBee
    Google search API included

04The numbers

Pricing Comparison

Free

CrawlForge1,000 credits

ScrapingBee1,000 API credits (trial)

Starter

CrawlForge$19/mo — 5,000 credits

ScrapingBee$49.99/mo — 250K API credits

Professional

CrawlForge$99/mo — 100,000 credits

ScrapingBee$99.99/mo — 1M API credits

Business

CrawlForge$399/mo — 500,000 credits

ScrapingBee$249.99/mo — 3M API credits

05Trade-offs

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 31-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
  • Built-in CAPTCHA solving and a managed residential proxy pool
  • Simpler mental model for basic proxy-style scraping
  • Well-documented REST API with broad language support

06Verdict

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.

07Decision

Which one should you pick?

Pick CrawlForge when

  • 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.

Pick ScrapingBee when

  • 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.

08Migration

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
// Before: ScrapingBeeconst 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
// After: CrawlForgeconst 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();

09Questions

Frequently Asked Questions

01Does 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.

02Can CrawlForge handle anti-bot protection like ScrapingBee?

For most sites. CrawlForge ships stealth_mode: a real browser with fingerprint rotation, human-behaviour simulation and clearance-cookie reuse, routed through a proxy you supply. ScrapingBee offers a managed proxy pool and CAPTCHA solving. Both platforms can get through most anti-bot surfaces; the right tool depends on the specific site.

03Is 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.

04Does 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.

05Can 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.

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