CrawlForge vs Firecrawl
MCP-native web scraping with 20 specialized tools versus REST-first crawling. See the full comparison.
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Overview
CrawlForge and Firecrawl both turn websites into structured data for AI applications. The key difference is architecture: CrawlForge is built from the ground up on the Model Context Protocol (MCP), giving AI agents direct tool access without REST wrappers. Firecrawl takes a REST-first approach with broader endpoint coverage.
Firecrawl has been around longer and has a larger community. CrawlForge focuses on MCP-native integration, meaning your AI agents call tools directly through the protocol rather than going through HTTP endpoints. This eliminates serialization overhead and gives agents richer context about available capabilities.
Both platforms offer structured extraction, JavaScript rendering, and site crawling. CrawlForge differentiates with its deep_research tool for multi-source analysis with conflict detection, and a generous free tier of 1,000 credits versus Firecrawl's 500.
Feature Comparison
| Feature | CrawlForge | Firecrawl | Winner |
|---|---|---|---|
| Architecture | MCP-native (Model Context Protocol) | REST API first | |
| AI Agent Integration | Direct MCP tool calls | HTTP client required | |
| Specialized Tools | 20 tools | Broader REST endpoints | |
| Deep Research | Multi-source with conflict detection | Not available | |
| Structured Extraction | Schema-based extraction | LLM extraction mode | |
| JavaScript Rendering | Full browser rendering | Full browser rendering | |
| Stealth Mode | Residential proxies + fingerprint rotation | Anti-bot bypass included | |
| Free Tier | 1,000 credits | 500 credits | |
| AI Discoverability | ai.txt, llms.txt, llms-ctx.txt, llms-full.txt | Limited | |
| Community & Ecosystem | Growing | Established, larger community |
Pricing Comparison
| Tier | CrawlForge | Firecrawl |
|---|---|---|
| Free | 1,000 credits | 500 credits |
| Starter | $19/mo — 5,000 credits | $19/mo — 3,000 credits |
| Professional | $99/mo — 50,000 credits | $99/mo — 100K credits |
| Business | $399/mo — 250,000 credits | $399/mo — 500K credits |
Why Choose CrawlForge
- MCP-native architecture eliminates REST overhead for AI agents
- deep_research tool for multi-source analysis with conflict detection
- More generous free tier (1,000 vs 500 credits)
- Full AI discoverability with ai.txt, llms.txt, and llms-full.txt
- Per-tool credit pricing is simple and predictable
- 20 specialized tools covering extraction, research, and monitoring
Where Firecrawl Shines
- +Larger established community and ecosystem
- +More REST endpoints for non-MCP workflows
- +Higher credit volumes on upper tiers
- +Longer track record in production environments
The Verdict
CrawlForge is the better choice if you are building AI agents that need direct web data access through MCP. The native protocol integration means less boilerplate, richer tool context, and a simpler developer experience. The deep_research tool is unique for multi-source analysis.
Firecrawl is a solid choice if you prefer REST APIs, need broader endpoint coverage, or are already invested in the Firecrawl ecosystem. Both tools handle the fundamentals well -- the deciding factor is whether MCP-native integration matters for your stack.
Which one should you pick?
- You are building Claude, Cursor, or Windsurf agents and want native MCP tool access without wrapping REST calls.
- You need multi-source research with conflict detection out of the box via deep_research.
- You want a larger free tier (1,000 credits) to prototype without a credit card.
- You value simple per-tool credit pricing that you can predict before a call runs.
- You care about AI discoverability via llms.txt, llms-full.txt, and ai.txt surfaces.
- You are already invested in Firecrawl's REST endpoints and SDKs and migration cost outweighs the benefit.
- You primarily consume scraping from non-AI workflows (traditional backends, batch pipelines) where REST fits naturally.
- You need the higher credit volumes Firecrawl offers at the Professional and Business tiers.
- You rely on Firecrawl community plugins or integrations that have no CrawlForge equivalent yet.
Migration example
Switch a Firecrawl /scrape call to a CrawlForge extract_content call. The shape is similar — pass a URL, get cleaned content. (Check vendor docs for latest Firecrawl response fields.)
Before — Firecrawl
typescript// Before: Firecrawl
import FirecrawlApp from '@mendable/firecrawl-js';
const app = new FirecrawlApp({ apiKey: process.env.FIRECRAWL_API_KEY });
const result = await app.scrapeUrl('https://example.com', {
formats: ['markdown'],
});
const markdown = result.data.markdown;After — CrawlForge
typescript// After: CrawlForge
const res = await fetch('https://www.crawlforge.dev/api/v1/tools/extract_content', {
method: 'POST',
headers: { Authorization: `Bearer ${process.env.CRAWLFORGE_API_KEY}`, 'Content-Type': 'application/json' },
body: JSON.stringify({ url: 'https://example.com' }),
});
const { content } = await res.json();Frequently Asked Questions
Is CrawlForge a drop-in replacement for Firecrawl?
For the most common operations, yes. Firecrawl's /scrape maps to CrawlForge's fetch_url or extract_content, /crawl maps to crawl_deep, and /map maps to map_site. The biggest behavioural difference is that CrawlForge is MCP-native, so AI agents call tools directly rather than going through HTTP.
Does CrawlForge support JavaScript rendering like Firecrawl?
Yes. CrawlForge runs a full headless browser for JavaScript-rendered pages, the same as Firecrawl. You can also chain browser actions (click, type, wait) via scrape_with_actions.
How does CrawlForge's deep_research differ from Firecrawl?
CrawlForge includes a dedicated deep_research tool (10 credits per call) that performs multi-stage research across multiple sources, verifies credibility, and detects conflicting claims between sources. Firecrawl does not ship an equivalent built-in research tool.
Which has the better free tier, CrawlForge or Firecrawl?
CrawlForge's free tier grants 1,000 one-time credits across all 20 tools with no credit card required. Firecrawl's free tier grants 500 credits. Both are good for prototyping; CrawlForge gives you roughly twice the headroom before you upgrade.
Can I use CrawlForge and Firecrawl side by side?
Yes. Nothing stops you from using both in the same application — for example, Firecrawl for bulk crawling workflows you have already built and CrawlForge for MCP-based agent workflows. Usage on each platform is billed independently.
Does CrawlForge publish an llms.txt file like Firecrawl?
CrawlForge publishes both /llms.txt and /llms-full.txt with comprehensive tool, pricing, and use-case metadata so AI agents can discover the product natively. This is a deliberate investment in AI discoverability.
Related resources
Getting started
Install CrawlForge MCP and run your first scrape in under a minute.
Browse all 20 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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