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DimensionFinance ToolkitTransparent, efficient financial analysisBioMCPOne binary. One grammar. Evidence from the biomedical sources you already trust.
FMRS60 / 100 · C75 / 100 · B
Reliability10 / 2010 / 20
Security and permissions10 / 2016 / 20
Maintenance13 / 2018 / 20
Documentation14 / 2017 / 20
Setup experience13 / 2014 / 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
  • Biomedical researchers
  • Clinicians
  • AI agents that need efficient access to biomedical literature and data analysis
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
  • Users needing to write to upstream databases (read-only)
  • Users requiring direct access to closed datasets (e.g., COSMIC is not directly integrated)
  • Users expecting all advanced features without API keys
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 internet access to query public biomedical APIs
  • Optional API keys (NCBI, Semantic Scholar, OpenFDA, etc.) to improve rate limits or unlock features
  • Local read/write access for skills, cache, and local study data (e.g., `~/.local/share/biomcp`)
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
  • Upstream API rate limits may affect performance
  • Some data sources (e.g., KEGG) have licensing terms that restrict non-academic use
  • Features requiring API keys (e.g., OncoKB) may be incomplete without them
  • Local binary installations need regular updates for compatibility
Supported clientsClaude Desktop, Claude.ai, Claude Code, VS Code, Cursor, WindsurfClaude Desktop, Claude Code, Codex, Other MCP stdio clients
Tools011