agent · web scraping
Firecrawl vs ScrapeGraphAI
59 fields both were evaluated on, 19 of them different — including where one discloses something the other does not. Every value links to the document it came from. 40 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Firecrawl | ScrapeGraphAI |
|---|---|---|
| Compliance certifications· | no public information www.firecrawl.dev · checked Aug 9, 2026 | Vendor states all requests are SOC 2 Type II compliant (self-declared) “All requests are SOC 2 Type II compliant.”scrapegraphai.com · checked Aug 2, 2026 |
| Asset custody· | no public information www.firecrawl.dev · checked Aug 26, 2026 | Card details not stored or collected by the company; provided directly to third-party payment processors. “We will not store or collect your payment card details. That information is provided directly to our third-party payment processors”scrapegraphai.com · checked Aug 16, 2026 |
| Self-reported performance· | Reports P95 latency of 3.4s across millions of searches/scrapes “P95 latency of 3.4s across millions of searches and scrapes, built for real-time agents and dynamic apps.”www.firecrawl.dev · checked Aug 26, 2026 Not in our latest capture. We captured this page again on Sep 17, 2026 and this quote was not there. How we re-check citations | no public information scrapegraphai.com · checked Aug 16, 2026 |
Agency
| Field | Firecrawl | ScrapeGraphAI |
|---|---|---|
| Action space· | no public information www.firecrawl.dev · checked Aug 9, 2026 | Reads/converts webpages into structured data via API endpoints (scrape, extract, search, crawl, monitor) “Turn any webpage into structured data with one API call”scrapegraphai.com · checked Aug 2, 2026 |
| Operating environment· | no public information www.firecrawl.dev · checked Aug 9, 2026 | Operates on the web via API and integrates into AI assistant/IDE environments (Claude, Cursor) via MCP “Enable Claude, Cursor, and other AI tools to scrape data in real-time.”scrapegraphai.com · checked Aug 2, 2026 |
| Initiative· | no public information www.firecrawl.dev · checked Aug 9, 2026 | Can self-initiate on a schedule via the Monitor feature (interval-based webhook notifications), not solely prompt-driven “Watch webpages for changes and get notified via webhook.”scrapegraphai.com · checked Aug 2, 2026 |
Safety
| Field | Firecrawl | ScrapeGraphAI |
|---|---|---|
| Incident reporting· | “If a charge looks incorrect, reach out to help@firecrawl.com and we'll take a look.”www.firecrawl.dev · checked Aug 9, 2026 | no public information scrapegraphai.com · checked Aug 2, 2026 |
Practicality
| Field | Firecrawl | ScrapeGraphAI |
|---|---|---|
| Pricing model· | “We currently do not offer a pay-per-use plan, instead you can upgrade to our Hobby, Standard or Growth plans for more credits and higher rate limits.”www.firecrawl.dev · checked Aug 9, 2026 Not in our latest capture. We captured this page again on Sep 17, 2026 and this quote was not there. How we re-check citations | Usage/credit-based pricing (pay per API credit consumed) “Pay only for what you use”scrapegraphai.com · checked Aug 2, 2026 |
| Price point· | “Firecrawl is free for 1,000 pages every month (1,000 free credits per month).”www.firecrawl.dev · checked Aug 9, 2026 Not in our latest capture. We captured this page again on Sep 17, 2026 and this quote was not there. How we re-check citations | Free plan $0; Starter $20/mo (10,000 credits); Growth $100/mo (100,000 credits); Pro $500/mo (750,000 credits); Enterprise custom “Starter Plan For individuals $ 20 $ 20 /mo billed monthly 10,000 API credits per month 100 requests/min 5 monitors 3 concurrent crawls Get Started!”scrapegraphai.com · checked Aug 2, 2026 |
| Availability· | “Agent is in preview with 5 free daily runs and dynamic pricing.”www.firecrawl.dev · checked Aug 9, 2026 | no public information scrapegraphai.com · checked Aug 2, 2026 |
| Deployment options· | no public information www.firecrawl.dev · checked Aug 9, 2026 | Cloud-hosted API (SaaS); no self-hosted/on-prem option stated “Cloud-Ready API”scrapegraphai.com · checked Aug 2, 2026 |
| Integrations· | “Firecrawl has an official MCP server so agents in Cursor, Claude, Windsurf, and other MCP-compatible tools can search, scrape, and interact with the web directly.”www.firecrawl.dev · checked Aug 9, 2026 | Integrates with LangChain, CrewAI, LlamaIndex, Agno, Vercel AI, LiteLLM, Hermes, OpenClaw, Smithery, n8n, Zapier, Make, plus Python/JS SDKs, CLI and MCP “LangChain View docs → CrewAI View docs → LlamaIndex View docs → Agno View docs → Vercel AI View docs → LiteLLM View docs → Hermes View docs → OpenClaw View docs → Smithery View docs → n8n View docs → Zapier View docs → Make View docs →”scrapegraphai.com · checked Aug 2, 2026 |
Ecosystem
| Field | Firecrawl | ScrapeGraphAI |
|---|---|---|
| Protocols supported· | no public information www.firecrawl.dev · checked Aug 9, 2026 | Supports Model Context Protocol (MCP) for AI assistant integration “Connect AI assistants directly to the web via Model Context Protocol.”scrapegraphai.com · checked Aug 2, 2026 |
| Tool use· | “Interact: Click, navigate, operate pages”www.firecrawl.dev · checked Aug 9, 2026 | no public information scrapegraphai.com · checked Aug 2, 2026 |
| API access· | “Firecrawl is the context API to search, scrape, and interact with the web at scale.”www.firecrawl.dev · checked Aug 9, 2026 Not in our latest capture. We captured this page again on Sep 17, 2026 and this quote was not there. How we re-check citations | Public REST API exists (scrape/extract/search/crawl/monitor endpoints, API key auth) “ScrapeGraphAI is an AI-powered web scraping API that lets you extract structured data from any website using natural language prompts.”scrapegraphai.com · checked Aug 2, 2026 |
| Open source· | “Firecrawl is the largest open source repo in the space with over 150K GitHub stars, making it one of the top 100 repos on GitHub.”www.firecrawl.dev · checked Aug 9, 2026 | no public information scrapegraphai.com · checked Aug 2, 2026 |
Impact
| Field | Firecrawl | ScrapeGraphAI |
|---|---|---|
| User base· | “Over 1.25M developers and 150,000+ companies build with Firecrawl”www.firecrawl.dev · checked Aug 9, 2026 | |
| Deployment scale· | “We've served more than 5 billion requests powering deep research agents, RAG pipelines, lead enrichment, and AI workflows across the live web.”www.firecrawl.dev · checked Aug 9, 2026 | Reports 27.3k+ GitHub stars, 250M+ webpages extracted, 1M+ users “27.3k+ GitHub stars / 250M+ webpages extracted / 1M+ users”scrapegraphai.com · checked Aug 2, 2026 |
| Target sectors· | “Teams use Firecrawl for deep research agents, RAG pipelines, lead enrichment, competitive intelligence, content generation, price monitoring, and more.”www.firecrawl.dev · checked Aug 9, 2026 | Marketed for e-commerce price monitoring among other use cases (lead gen, market research, real estate) “Track competitor prices on Amazon, eBay, and other e-commerce sites.”scrapegraphai.com · checked Aug 2, 2026 |
Disclosed by neither
Both Firecrawl and ScrapeGraphAI publish nothing on these 40 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 40 identical table rows. Each is shown with its source check on the individual profiles.
- Autonomy level
- Human oversight
- Goal complexity
- High-risk domains
- Documented incidents
- Market recognition
- Supported regions
- Support model
- Base models
- Model provider
- Model swappable
- Open weights
- Fine-tuning
- Context window
- Multi-agent
- Marketplace presence
- Safety evaluations
- Red teaming
- Safety policy
- Usage restrictions
- Model or system card
- Third-party evaluations
- Data handling
- Insurance available
- Own liability cover
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Audit trail
- Tamper-evident log
- Explainability
- Runtime governance
- Permission scopes
- Regulatory alignment
- Outcome-based pricing
- Settlement mechanism
- Dispute process
- SLA terms
- Evaluation coverage
Questions
- How do Firecrawl and ScrapeGraphAI compare on action space?
- Firecrawl: no public information disclosed. ScrapeGraphAI: Reads/converts webpages into structured data via API endpoints (scrape, extract, search, crawl, monitor).
- How do Firecrawl and ScrapeGraphAI compare on operating environment?
- Firecrawl: no public information disclosed. ScrapeGraphAI: Operates on the web via API and integrates into AI assistant/IDE environments (Claude, Cursor) via MCP.
- How do Firecrawl and ScrapeGraphAI compare on initiative?
- Firecrawl: no public information disclosed. ScrapeGraphAI: Can self-initiate on a schedule via the Monitor feature (interval-based webhook notifications), not solely prompt-driven.
- How do Firecrawl and ScrapeGraphAI compare on deployment options?
- Firecrawl: no public information disclosed. ScrapeGraphAI: Cloud-hosted API (SaaS); no self-hosted/on-prem option stated.
- How do Firecrawl and ScrapeGraphAI compare on protocols supported?
- Firecrawl: no public information disclosed. ScrapeGraphAI: Supports Model Context Protocol (MCP) for AI assistant integration.
- How do Firecrawl and ScrapeGraphAI compare on compliance certifications?
- Firecrawl: no public information disclosed. ScrapeGraphAI: Vendor states all requests are SOC 2 Type II compliant (self-declared).