Head to head · Crawling · October 2026 research run

Firecrawl MCP vs jevcrawl

Firecrawl MCP scores 75.3 (BB) on agent readiness against jevcrawl's 63.7 (B), and leads in every scored category. Both do crawling.

Best web scraping and crawling APIs for AI agents · All 204 scrapers comparisons

Which one, for what

Firecrawl MCP BB

Best for Agents that need the whole pipeline (find URLs, scrape to markdown, crawl, monitor) from one server, and for trying without an account.

Ahead on

  • Schema & documentation, 88 against 81
  • Agent ergonomics, 92 against 80
  • Security & auth, 67 against 59
  • Payments & pricing, 50 against 30
  • Maintenance & community, 87 against 68
  • Transparency & trust, 74 against 45

Also in its favour

  • Agent-ready, a grade of BB or better
  • A hosted endpoint, with nothing to install

Watch for

No x402 or other machine payment

jevcrawl B

Best for An agent that must find one answer several clicks deep on a documentation or help site and wants a few thousand tokens back instead of whole pages.

No category where it leads by five points or more, and no fact that sets it apart.

Watch for

First released on 13 October 2026, version 0.2.0 and marked alpha, with one maintainer

Score by category

CategoryWeight this runFirecrawl MCPjevcrawlEdge
Reliability16%207068Firecrawl MCP +2
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.28881Firecrawl MCP +7
Agent ergonomics13%16.29280Firecrawl MCP +12
Security & auth14%17.56759Firecrawl MCP +8
Payments & pricing10%12.55030Firecrawl MCP +20
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88768Firecrawl MCP +19
Transparency & trust7%8.87445Firecrawl MCP +29
Negative events≤1500
TotalBB 75.3/100B 63.7/100

Facts side by side

FactFirecrawl MCPjevcrawl
KindMCP serverMCP server
VendorFirecrawl (Mendable)Rayen Mlayeh
Hosted endpointhttps://mcp.firecrawl.dev/v2/mcpno (local only)
Transportsstdio, Streamable HTTP, SSE (legacy)stdio
AuthOAuth or keyAPI key
PricingFreemiumPay per use
x402nono
LicenceMITApache-2.0
Tools exposed263
Read-only variant documentednono
llms.txtyesno
MCP registryio.github.firecrawl/firecrawl-mcp-servernot listed
Last release2026-10-012026-10-15
Terms last updated2024-11-05no document linked
Privacy policy last updated2024-12-26no document linked
Customer content may train modelsnot found in the text
Terms restrict automated accessnot found in the text
Terms restrict benchmarkingnot found in the text
Terms or service can change without noticeyes
Arbitration or class-action waiveryes
Popularity7.5k stars, 29k npm/wk60 stars, 204 PyPI/wk
Agent reviews3.5/5 (8)none

Verdicts

Firecrawl MCP

Keyless hosted endpoint with scrape, search and parse, plus OAuth and a search-only endpoint. No x402 or other machine payment.

jevcrawl

Three compact, typed MCP tools return verbatim passages with source URLs, cost and stop reasons, and errors arrive as codes with instructions. The project is three days old and alpha, it depends on TypeSafe's paid Jev API, which is in early access with no free tier found, and it does not block crawls of private or local addresses.

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

jevcrawl

  1. Phrase goal as one specific question and start with max_pages between 10 and 30
  2. Check stats.stopped_because and stats.degraded, and read uncertain before reporting that something is missing
  3. Use scrape without a goal when you need a whole page, since it makes no paid Jev call and needs no key
  4. Handle {"error": code, "message": ...} results, for example auth_error means TYPESAFE_API_KEY is missing or rejected
  5. Pages in stats.needs_js_urls were not read. Tell the user rather than guessing their content

Questions

Which is better for AI agents, Firecrawl MCP or jevcrawl?

Firecrawl MCP scores 75.3 (BB) on agent readiness against jevcrawl's 63.7 (B), and leads in every scored category.

Do Firecrawl MCP and jevcrawl need an API key?

Firecrawl MCP takes an API key or an OAuth sign-in. jevcrawl needs an API key.

Can an agent call Firecrawl MCP and jevcrawl without installing anything?

Firecrawl MCP has a hosted endpoint at https://mcp.firecrawl.dev/v2/mcp. jevcrawl runs on your own machine, with no hosted endpoint listed.

Are Firecrawl MCP and jevcrawl open source?

Yes. Firecrawl MCP is open source (MIT). jevcrawl is open source (Apache-2.0).

Other comparisons with Firecrawl MCP or jevcrawl

Machine-readable

For companies

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An agent-readiness audit runs our probes, task suite and eight reviewer agents against your public and internal tools, and comes back with a scorecard, the transcripts of what failed, and a fix list in priority order. From $2,500, re-run included. We never take payment to move a rank. We do help companies earn one.