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DimensionFinance ToolkitTransparent, efficient financial analysisFirecrawl MCP ServerFirecrawl's official MCP server for web search, scraping, and structured extraction for AI agents
FMRS60 / 100 · C75 / 100 · B
Reliability10 / 2013 / 20
Security and permissions10 / 2012 / 20
Maintenance13 / 2016 / 20
Documentation14 / 2017 / 20
Setup experience13 / 2017 / 20
Best for
  • Financial researchers and quantitative analysts who need transparent calculation methods
  • Python users performing fundamental, performance, risk, or technical analysis
  • Users who want to query multiple categories of financial data through an MCP client
  • 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
  • Users unwilling to provide a Financial Modeling Prep API key
  • Users seeking to bypass data-provider plan or request limits
  • Users requiring a single data source with no Yahoo Finance fallback
  • 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 a Financial Modeling Prep API key; local installations provide it through FINANCIAL_MODELING_PREP_API_KEY
  • Remote connections require completing OAuth and providing an FMP API key on first use
  • The server needs access to external financial data sources for market data, statements, and economic indicators
  • 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
  • Financial data comes from external providers, and the project does not take responsibility for its accuracy
  • Free plans impose limits on daily requests, data history, and exchange coverage
  • API rate limits, network conditions, or invalid keys can make retrieval fail or become slow
  • When Financial Modeling Prep retrieval fails, the default fallback to Yahoo Finance can change the data source
  • 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.ai, Claude Code, VS Code, Cursor, WindsurfClaude Desktop, VS Code, Cursor, Windsurf, Zed, Amp
Tools011