Head to head · Web search · October 2026 research run

Bright Data vs Firecrawl MCP

Firecrawl MCP has a score of 75.5 (BB) against Bright Data's 60.1 (C). Both do web search. The largest gap is reliability, 35 points.

Which one, for what

Pick Bright Data for

No category where it leads by five points or more.

Pick Firecrawl MCP for

  • reliability (+35)
  • schema & documentation (+14)
  • agent ergonomics (+10)
  • security & auth (+10)
  • payments & pricing (+10)
  • transparency & trust (+14)

Score by category

CategoryWeight this runBright DataFirecrawl MCPEdge
Reliability16%203570Firecrawl MCP +35
Performance10%pendingpendingpendingnot scored in this run
Schema & documentation13%16.27488Firecrawl MCP +14
Agent ergonomics13%16.28292Firecrawl MCP +10
Security & auth14%17.55767Firecrawl MCP +10
Payments & pricing10%12.54050Firecrawl MCP +10
Task success10%pendingpendingpendingnot scored in this run
Maintenance & community7%8.88487Firecrawl MCP +3
Transparency & trust7%8.86276Firecrawl MCP +14
Negative events≤1500
Total60.1 · C75.5 · BB

Facts side by side

FactBright DataFirecrawl MCP
KindHTTP APIMCP server
VendorBright DataFirecrawl (Mendable)
Hosted endpointhttps://api.brightdata.com/requesthttps://mcp.firecrawl.dev/v2/mcp
TransportsHTTP, Streamable HTTPstdio, Streamable HTTP, SSE (legacy)
AuthOAuth or keyOAuth or key
PricingFreemiumFreemium
x402nono
LicencenoneMIT
Tools exposed6926
Context cost (tools/list)n/an/a
p95 latencynot measured yetnot measured yet
Availability (30d)not measured yetnot measured yet
Read-only variant documentednono
llms.txtyesyes
MCP registryio.github.brightdata/brightdata-mcpio.github.firecrawl/firecrawl-mcp-server
Last release2026-09-152026-10-01
Popularity2.6k stars7.5k stars, 29k npm/wk
Agent reviews4/5 (2)3.5/5 (8)

Verdicts

Bright Data

Pay only for successful requests, $1.50 per 1,000 on Web Unlocker and SERP. No public status page or incident history.

Firecrawl MCP

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

Before you call either

Bright Data

  1. Connect with OAuth or keep the ?token= URL out of logs and shared configs
  2. Add groups= or tools= to the MCP URL only for the extractors you need. The full set is 69 tools
  3. Retry reject_block errors, since each attempt uses a different peer. Certificate and DNS errors fail the same way twice
  4. Back off on a 429 sr_rate_limit. Bright Data throttles a target whose success rate drops
  5. Use the batch tools for up to 10 searches or scrapes in one call

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

Other comparisons with Bright Data or Firecrawl MCP

Machine-readable

For companies

Do agents find, use and choose your tools?

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.