| FMRS | 60 / 100 · C | 75 / 100 · B | 73 / 100 · B |
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| Reliability | 10 / 20 | 13 / 20 | 12 / 20 |
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| Security and permissions | 10 / 20 | 12 / 20 | 13 / 20 |
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| Maintenance | 13 / 20 | 16 / 20 | 16 / 20 |
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| Documentation | 14 / 20 | 17 / 20 | 16 / 20 |
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| Setup experience | 13 / 20 | 17 / 20 | 16 / 20 |
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| 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
| - 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 | - 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)
| - 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 | - 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
| - 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 | - 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
| - 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.ai, Claude Code, VS 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 | 0 | 11 | 4 |
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