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Side-by-side MCP evidence comparison
Evidence fieldBright Data MCPWatchlist candidateFirecrawl MCPMCP100 Selected
Task fit
Best for
  • Large-scale web search/scraping and structured data extraction
  • Agents that need anti-bot handling and optional remote browser automation
  • Scraping and extracting public web pages
  • Search, crawl, map, batch, and research workflows
  • Teams already using Firecrawl API limits and governance
Not ideal for
  • Minimal or read-only web lookup use cases
  • Teams that cannot tolerate external website interaction or provider billing variability
  • Simple known-page fetches that do not justify a paid API
  • Sites whose terms or access controls prohibit automated collection
  • Workflows requiring guaranteed freshness or extraction accuracy
Avoid when
  • You cannot restrict enabled groups/tools
  • You cannot securely protect the Bright Data token or browser credentials
  • You cannot govern which URLs the agent may access
  • The workflow may collect personal, confidential, copyrighted, or access-controlled content without review
  • Unexpected API-credit consumption is unacceptable
Provenance
Provenance details

First-party MCP

Bright Data Ltd. · Publisher source ↗

First-party MCP

Firecrawl · Publisher source ↗

Maintenance
Maintenance details

Repo: Not documented

Package: Not documented

Repo: Aug 12, 2026

Package: Aug 12, 2026

Popularity evidence
GitHub starsNot documented

7,234

GitHub stars · checked 2026-08-14T18:46:26.000Z

Package downloads / 30 daysNo reliable download data

320,730

package downloads / 30 days · checked 2026-09-08

External adoption evidenceNot documented
  • npm: package downloads: 412,488Exact attributable signal.npm: package downloads · Rolling 30 days · checked 2026-08-14T18:46:26.000ZEvidence source ↗
Client coverage
Client coverage detailsNot documented
Claude Code✓ Local stdio
Claude Desktop✓ Local stdio
Codex✓ Local stdio
VS Code✓ Local stdio
Cursor✓ Local stdio
OpenCode✓ Local stdio
Client coverage noteLocal stdio runs on your computer. Streamable HTTP connects to a remotely hosted MCP server.
Access and data
AuthenticationRequires a Bright Data API token. Hosted URL can carry token credentials; local mode uses API_TOKEN.Cloud and local-package configurations use FIRECRAWL_API_KEY. Official docs also show hosted MCP URLs containing the key; environment-variable or protected input handling is safer than embedding the key in a URL.
CostFree allowance is documented, then provider usage/pricing applies by request/product.MCP calls consume the account's standard Firecrawl API credits and rate limits. Search, crawl, batch, and agent operations can consume more resources than single-page scraping; current plan pricing applies.
PermissionsBase tools are always enabled; optional groups/tools can expose structured platform data and browser automation. Tool-group configuration is the main least-privilege mechanism.The MCP can initiate outbound requests to user- or model-selected URLs and invoke Firecrawl scrape, search, crawl, map, extraction, batch, and research capabilities according to enabled tools and account limits.
Data handlingRequests and target URLs are processed through Bright Data infrastructure; structured data and browser sessions may include third-party content.URLs, queries, extraction schemas, and retrieved page content are processed by the configured Firecrawl service. Cloud mode sends them to Firecrawl; self-hosted mode follows the operator's deployment and any configured model/provider dependencies.
Limitations
Tradeoffs
  • Tool groups can narrow exposure, but the product can still become a broad internet/browser capability
  • Some tools are low-risk reads while browser tools can click/type and interact with external sites
  • Broad scrape, crawl, search, and autonomous-agent tools are powerful but enlarge prompt-injection, compliance, and cost exposure.
  • Cloud mode is easy to configure; self-hosting adds operational burden.
  • Remote URL forms that embed an API key are convenient but can leak through configuration, logs, screenshots, or history.
  • The reviewed v2.0.0 release moved the MCP server to the Firecrawl v2 API and added Streamable HTTP.
Risk contextHigh. Broad external web and browser capabilities, API-token exposure, unintended interactions, cost overruns, and prompt-injection content are material risks.Main risks are prompt injection from untrusted pages, collection-policy violations, sensitive URL/query disclosure, API-key leakage, and agent-driven credit spend. Use URL allow-lists, low limits, human approval, and a dedicated low-budget key.
Evidence date
Editorial review2026-09-112026-09-05
Candidate evidence2026-09-11T00:00:00.000Z2026-09-05T00:00:00.000Z

Popularity, maintenance, fit, permissions, and client support are independent evidence fields.

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