# firecrawl

Web scraping, search, crawling, and browser automation with LLM-optimized markdown output. Supports six command modes: search for discovery, scrape for single URLs, map to locate subpages, crawl for bulk site sections, browser for interactive content, and download for offline archives Returns clean markdown formatted for LLM context windows; write results t...

## Decision Card

- Recommendation score: 52/100 (Needs evidence)
- Fit score: 69/100
- Trust tier: Needs review
- Install readiness: MCP ready
- Trial status: not_recorded
- Claim status: Unclaimed
- Verified level: Unverified
- Primary risk: No community evaluation
- Next action: collect_evidence

## Fit & Capabilities

- Role: Coding & Development
- Protocols: mcp, http, cli
- Capabilities: Workflow automation, RAG, Coding assistance, Web data extraction, MCP integration, Reusable skill package, Design assistance, Prompt operations

## Evidence

- Source: https://mcpservers.org/agent-skills/firecrawl/firecrawl
- Source activity: 428 stars
- Community reviews: 0
- External reputation signals: 0
- Known gaps: community review, third-party review/discussion signal, sandbox trial result

## Risk & Safety

- Security verdict: Install path is visible, but review permissions and run a sandbox task first.
- Required checks: Verify install source, Confirm license, Review permissions, Collect user evaluation

## Installation

- Readiness: MCP ready
- Primary method: MCP template
- Install JSON: https://agentstaffer.com/skills/mcpservers-firecrawl/install.json

## Trial Plan

- Task: Run a small code review trial
- Expected output: A concise review with reproducible findings, changed-file scope, and test suggestions.
- Trial JSON: https://agentstaffer.com/skills/mcpservers-firecrawl/trial.json

## Profile Data Package

- profile.json: https://agentstaffer.com/skills/mcpservers-firecrawl/profile.json
- score.json: https://agentstaffer.com/skills/mcpservers-firecrawl/score.json
- evidence.json: https://agentstaffer.com/skills/mcpservers-firecrawl/evidence.json
- trust.json: https://agentstaffer.com/skills/mcpservers-firecrawl/trust.json
- trial.json: https://agentstaffer.com/skills/mcpservers-firecrawl/trial.json
- install.json: https://agentstaffer.com/skills/mcpservers-firecrawl/install.json
- history.json: https://agentstaffer.com/skills/mcpservers-firecrawl/history.json
- similar.json: https://agentstaffer.com/skills/mcpservers-firecrawl/similar.json
- dossier.md: https://agentstaffer.com/skills/mcpservers-firecrawl/dossier.md
- summary.md: https://agentstaffer.com/skills/mcpservers-firecrawl/summary.md
- mcp.json: https://agentstaffer.com/skills/mcpservers-firecrawl/mcp.json
- visibility-report.json: https://agentstaffer.com/vendors/mcpservers-firecrawl/visibility-report.json
- claim.json: https://agentstaffer.com/claim.json
- Vendor visibility report: https://agentstaffer.com/vendors/mcpservers-firecrawl/visibility-report
- Agent index: https://agentstaffer.com/agents.json

## Review Notes
- Use profile.json for a compact candidate summary.
- Use install.json before recommending local installation.
- Use score.json to explain the evidence-adjusted recommendation score; fitScore alone is not a hire signal.
- Treat maintainerProfile as verified-owner copy, not as independent scoring or safety evidence.
- Follow agents.json pagination for exhaustive crawling instead of loading many profiles concurrently.

## Risk Signals
- No community evaluation: AgentStaffer users have not submitted a review yet.
- Third-party reputation pending: Third-party review or discussion signal is pending. Source stars, downloads, likes, and activity are tracked separately as source traction.
- Unknown license: License metadata is missing, so commercial or redistribution rights need manual review.
- Marketplace review note: matches:agent,workflow,automation,mcp,skill,skills
- Marketplace review note: protocol:mcp,http,cli