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DimensionAI Vision MCP ServerAI-powered image and video analysis MCP server using Gemini and Vertex AIFirecrawl MCP ServerFirecrawl's official MCP server for web search, scraping, and structured extraction for AI agents
FMRS64 / 100 · C75 / 100 · B
Reliability10 / 2013 / 20
Security and permissions14 / 2012 / 20
Maintenance12 / 2016 / 20
Documentation15 / 2017 / 20
Setup experience13 / 2017 / 20
Best for
  • Developers looking to quickly integrate AI vision capabilities, especially within Google's AI ecosystem.
  • Design teams needing UI/UX compliance and accessibility audits.
  • Workflows requiring automated image and video analysis.
  • 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
Not for
  • Not suitable for scenarios requiring offline or on-premise AI models.
  • Not for integrations with non-Google cloud resources (e.g., AWS).
  • May not be ideal for complex video editing or real-time streaming needs.
  • 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)
Required permissions
  • Requires access to Google AI Studio API or Vertex AI API credentials.
  • For local file analysis, needs read access to the local filesystem.
  • If using Vertex AI, needs access to a Google Cloud Storage bucket.
  • For video analysis, needs access to YouTube or local video files.
  • 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
Risks and side effects
  • API key leakage: environment variables contain sensitive credentials; store them securely.
  • Data privacy: images/videos sent to Google Cloud may contain sensitive information; ensure compliance.
  • Cost: API usage may incur costs based on volume.
  • Potential timeout or transport errors if not configured properly.
  • 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
Supported clientsClaude Desktop, Claude Code, Cursor, ClineClaude Desktop, VS Code, Cursor, Windsurf, Zed, Amp
Tools511