| FMRS | 58 / 100 · C | 75 / 100 · B | 73 / 100 · B |
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| Reliability | 9 / 20 | 13 / 20 | 12 / 20 |
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| Security and permissions | 8 / 20 | 12 / 20 | 13 / 20 |
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| Maintenance | 12 / 20 | 16 / 20 | 16 / 20 |
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| Documentation | 15 / 20 | 17 / 20 | 16 / 20 |
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| Setup experience | 14 / 20 | 17 / 20 | 16 / 20 |
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| Best for | - AI agents that need live public web data
- Research and analytics workflows requiring scraping or structured data
- Coding agents that need current npm or PyPI package information
- Users requiring browser automation through Pro mode
| - Scenarios needing clean, structured web context fed to an AI assistant
- Users already on the Firecrawl platform who want to call its scraping capability directly via MCP
| - Q&A and research scenarios that need real-time, clean web content
- Users with an existing Exa account who want a zero-deployment remote option
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| Not for | - Private, unauthorized, or internal data access
- Users unwilling to provide a Bright Data API key
- Offline environments or local setups without Node.js/npx
- Workflows that cannot accommodate usage-based Pro or web-data costs
| - Simple static-page scraping where you don't want to depend on a third-party API and incur call costs
- Sites that explicitly disallow automated access (robots.txt)
| - Scenarios requiring a strict allowlist of search sources that can't use a third-party search service
- Budget-sensitive, high-volume search scenarios (remote/API calls may incur cost)
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| Required permissions | - A Bright Data API_TOKEN is required
- The server needs access to Bright Data services and the public web
- WEB_UNLOCKER_ZONE and BROWSER_ZONE may be configured optionally
- PRO_MODE, GROUPS, TOOLS, timeout, and retry settings may be configured optionally
| - Requires a Firecrawl API key to call; cost and quota are governed by the Firecrawl account
- firecrawl_agent/firecrawl_interact perform automated browser interaction, which may trigger login or form-submission flows on the target site
| - Requires an Exa API key for full functionality; OAuth login is optional in remote mode
- web_fetch_exa retrieves content from a specified URL; agent_run performs multi-step autonomous actions and needs the user to have clear expectations of Agent behavior
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| Risks and side effects | - Requests consume account credits; base tools are charged per request and web_data_* tools per returned record
- The free tier provides 5,000 credits per month and unused credits do not roll over
- PRO_MODE incurs additional usage-based charges
- API_TOKEN is a secret credential and should not be exposed in logs or shared configuration
- Live web content, availability, and scraping results may depend on target sites and network conditions
| - Bulk crawl/map tools can generate significant request volume against a target site — respect the site's rate limits and terms of service
- firecrawl_agent's interactive action chain is longer — define task boundaries clearly before running it to avoid accidentally triggering actions on a sensitive site
| - The API key should be stored carefully — avoid leaving it in plaintext in client config files on untrusted machines
- agent_run is a multi-step autonomous tool with a longer action chain — try it on low-risk tasks first
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| Supported clients | Claude Desktop, Claude Code, Cursor, Windsurf | Claude Desktop, VS Code, Cursor, Windsurf, Zed, Amp | Claude Desktop, Claude Code, VS Code, Cursor, Windsurf, Zed, Amp, Kiro, LM Studio, Antigravity |
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| Tools | 29 | 11 | 4 |
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