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Compare scores, permissions, risks, and fit in one decision-focused table.

DimensionYahoo FinanceQuery Yahoo Finance data through MCP.Firecrawl MCP ServerFirecrawl's official MCP server for web search, scraping, and structured extraction for AI agents
FMRS66 / 100 · C75 / 100 · B
Reliability10 / 2013 / 20
Security and permissions14 / 2012 / 20
Maintenance12 / 2016 / 20
Documentation16 / 2017 / 20
Setup experience14 / 2017 / 20
Best for
  • Users who need Yahoo Finance data in AI conversations
  • Analysts and developers researching stocks, funds, and ETFs
  • MCP client users who need structured financial data and charts
  • 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
  • Production financial systems requiring guaranteed real-time, complete, or stable data
  • Users treating market data as investment advice or a trading decision by itself
  • Users requiring authentication, data sources, or client integrations not documented in the source
  • 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
  • A network connection to access Yahoo Finance data
  • The source does not document a user login or API key requirement
  • Docker requires a locally available Docker runtime when using the Docker method
  • 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
  • Yahoo Finance fields and availability may vary by symbol, fund, data version, and coverage
  • Analyst, holder, and fund datasets may be incomplete or partially unavailable
  • Screener results are subject to Yahoo Finance query limits, commonly up to 250 rows per request
  • Financial data and charts should not be treated as investment advice
  • 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 clientsCodexClaude Desktop, VS Code, Cursor, Windsurf, Zed, Amp
Tools1511