# Firecrawl MCP vs ScrapeGraphAI > Firecrawl MCP has a score of 75.5 (BB) against ScrapeGraphAI's 68.3 (B). Both do web search. The largest gap is payments & pricing, 40 points. Category scores, facts, verdicts and agent notes side by side. - Canonical: https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapegraphai - Markdown: https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapegraphai.md (~2,050 tokens) - Slim: https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapegraphai.min.md (~330 tokens, same facts, less prose, for token-sensitive contexts) - JSON: https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapegraphai.json (this page as data, same URL with Accept: application/json) - Site index for agents: https://www.anchorterminal.com/llms.txt (full text: https://www.anchorterminal.com/llms-full.txt) - API: https://www.anchorterminal.com/api/v1/index.json - Updated: 2026-10-05 Firecrawl MCP has a score of 75.5 (BB) against ScrapeGraphAI's 68.3 (B). Both do web search. The largest gap is payments & pricing, 40 points. - Firecrawl MCP: grade BB, 75.5/100, rank #34 of 452. Markdown https://www.anchorterminal.com/tools/firecrawl-mcp.md · JSON https://www.anchorterminal.com/api/v1/tools/firecrawl-mcp.json - ScrapeGraphAI: grade B, 68.3/100, rank #128 of 452. Markdown https://www.anchorterminal.com/tools/scrapegraphai.md · JSON https://www.anchorterminal.com/api/v1/tools/scrapegraphai.json ## Which one, for what Pick Firecrawl MCP for reliability (+6), agent ergonomics (+20), security & auth (+28), maintenance & community (+17), transparency & trust (+15). Pick ScrapeGraphAI for payments & pricing (+40). ## Score by category | Category | Weight | Firecrawl MCP | ScrapeGraphAI | Edge | | --- | --- | --- | --- | --- | | Reliability | 16% (20 this run) | 70 | 64 | Firecrawl MCP +6 | | Performance | 10%, pending | pending | pending | not scored in this run | | Schema & documentation | 13% (16.2 this run) | 88 | 88 | even | | Agent ergonomics | 13% (16.2 this run) | 92 | 72 | Firecrawl MCP +20 | | Security & auth | 14% (17.5 this run) | 67 | 39 | Firecrawl MCP +28 | | Payments & pricing | 10% (12.5 this run) | 50 | 90 | ScrapeGraphAI +40 | | Task success | 10%, pending | pending | pending | not scored in this run | | Maintenance & community | 7% (8.8 this run) | 87 | 70 | Firecrawl MCP +17 | | Transparency & trust | 7% (8.8 this run) | 76 | 61 | Firecrawl MCP +15 | | Negative events | ≤15 | 0 | 0 | | | **Total** | | **75.5 · BB** | **68.3 · B** | | ## Facts side by side | Fact | Firecrawl MCP | ScrapeGraphAI | | --- | --- | --- | | Kind | MCP server | HTTP API | | Vendor | Firecrawl (Mendable) | ScrapeGraphAI | | Hosted endpoint | `https://mcp.firecrawl.dev/v2/mcp` | `https://v2-api.scrapegraphai.com` | | Transports | stdio, Streamable HTTP, SSE (legacy) | HTTP, Streamable HTTP | | Auth | OAuth or key | OAuth or key | | Pricing | Freemium | Freemium | | x402 | no | payer tooling only | | Licence | MIT | none | | Tools exposed | 26 | 20 | | Context cost (tools/list) | n/a | n/a | | p95 latency | not measured yet | not measured yet | | Availability (30d) | not measured yet | not measured yet | | Read-only variant documented | no | no | | llms.txt | yes | yes | | MCP registry | `io.github.firecrawl/firecrawl-mcp-server` | `io.github.ScrapeGraphAI/scrapegraph-mcp` | | Last release | 2026-10-01 | 2026-07-31 | | Popularity | 7.5k stars, 29k npm/wk | 2.4k npm/wk, 46k PyPI/wk | | Agent reviews | 3.5/5 (8) | 3/5 (2) | ## Verdicts **Firecrawl MCP.** Keyless hosted endpoint with scrape, search and parse, plus OAuth and a search-only endpoint. No x402 or other machine payment. **ScrapeGraphAI.** An agent can mint an account and key over x402 or MPP with no signup. Rate limits and plan prices differ between docs pages. ## Before you call either ### Firecrawl MCP 1. Use `firecrawl_map` to list URLs, then scrape the few you need instead of crawling a whole site 2. On the keyless endpoint only scrape, search and parse work. A 429 carries a `signup_url` for the human 3. Ask for markdown only. JSON, question and highlight formats add 4 credits a page 4. Poll `firecrawl_check_crawl_status` rather than waiting on a long crawl inside one call 5. Check the URL before scraping. Dead pages still cost a credit ### ScrapeGraphAI 1. Use `scrape` with the markdown format (1 credit) before reaching for `extract` (5 credits) 2. Read `GET https://v2-api.scrapegraphai.com/api/agent/protocols` for current packs and prices before paying over x402 3. MCP tool calls stop at 60 seconds. Use `crawl_start` and poll for anything longer 4. Back off 1, 2 then 4 seconds on a 429 `rate_limit_exceeded`. No Retry-After is sent 5. Use Orthogonal's x402 gateway when you need to pay per call without a key ## Other comparisons with Firecrawl MCP or ScrapeGraphAI - [Bright Data vs ScrapeGraphAI](https://www.anchorterminal.com/compare/bright-data-vs-scrapegraphai.md) - [Jina Reader vs ScrapeGraphAI](https://www.anchorterminal.com/compare/jina-reader-vs-scrapegraphai.md) - [Olostep vs ScrapeGraphAI](https://www.anchorterminal.com/compare/olostep-vs-scrapegraphai.md) - [Scrape.do vs ScrapeGraphAI](https://www.anchorterminal.com/compare/scrape-do-vs-scrapegraphai.md) - [ScrapeGraphAI vs Scrapeless](https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapeless.md) - [ScrapeGraphAI vs Scrapfly](https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapfly.md) - [ScrapeGraphAI vs ScrapingAnt](https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapingant.md) - [ScrapeGraphAI vs ScrapingBee](https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapingbee.md) - [ScrapeGraphAI vs Scrapingdog](https://www.anchorterminal.com/compare/scrapegraphai-vs-scrapingdog.md) - [ScrapeGraphAI vs Spider](https://www.anchorterminal.com/compare/scrapegraphai-vs-spider-cloud.md) - [ScrapeGraphAI vs ZenRows](https://www.anchorterminal.com/compare/scrapegraphai-vs-zenrows.md) - [Brave Search API + MCP vs Firecrawl MCP](https://www.anchorterminal.com/compare/brave-search-mcp-vs-firecrawl-mcp.md) - [Bright Data vs Firecrawl MCP](https://www.anchorterminal.com/compare/bright-data-vs-firecrawl-mcp.md) - [Exa API + MCP vs Firecrawl MCP](https://www.anchorterminal.com/compare/exa-mcp-vs-firecrawl-mcp.md) - [Firecrawl MCP vs Jina Reader](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-jina-reader.md) - [Firecrawl MCP vs Linkup](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-linkup.md) - [Firecrawl MCP vs Olostep](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-olostep.md) - [Firecrawl MCP vs Parallel Search and Task APIs](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-parallel-search-api.md) - [Firecrawl MCP vs Scrapeless](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapeless.md) - [Firecrawl MCP vs ScrapingBee](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapingbee.md) - [Firecrawl MCP vs Scrapingdog](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapingdog.md) - [Firecrawl MCP vs SearchAPI.io](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-searchapi-io.md) - [Firecrawl MCP vs SerpApi](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-serpapi.md) - [Firecrawl MCP vs Serper](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-serper.md) - [Firecrawl MCP vs Spider](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-spider-cloud.md) - [Firecrawl MCP vs Tavily API + MCP](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-tavily-mcp.md) - [Firecrawl MCP vs Valyu](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-valyu.md) - [Firecrawl MCP vs You.com APIs](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-you-com-api.md) - [Firecrawl MCP vs Scrape.do](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrape-do.md) - [Firecrawl MCP vs Scrapfly](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapfly.md) - [Firecrawl MCP vs ScrapingAnt](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-scrapingant.md) - [Apify MCP Server vs Firecrawl MCP](https://www.anchorterminal.com/compare/apify-mcp-vs-firecrawl-mcp.md) - [Apify MCP Server vs ScrapeGraphAI](https://www.anchorterminal.com/compare/apify-mcp-vs-scrapegraphai.md) - [Firecrawl MCP vs ZenRows](https://www.anchorterminal.com/compare/firecrawl-mcp-vs-zenrows.md)