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  <title>Jeroen Bouma</title>
  <subtitle>Jeroen Bouma, Quantitative Investment Strategist, Python developer, and creator of Finance Toolkit and Finance Database. Open-source financial analysis tools with 17,000+ GitHub stars.</subtitle>
  <updated>2026-10-13T00:00:00+02:00</updated>
  <author>
    <name>Jeroen Bouma</name>
    <uri>https://www.jeroenbouma.com/</uri>
  </author>
  <entry>
    <id>https://www.jeroenbouma.com/articles/find-stocks-and-etfs-with-claude</id>
    <title>How to Find and Analyze Stocks and ETFs with Claude</title>
    <link href="https://www.jeroenbouma.com/articles/find-stocks-and-etfs-with-claude" rel="alternate" type="text/html" title="How to Find and Analyze Stocks and ETFs with Claude" />
    <published>2026-10-10T00:00:00+02:00</published>
    <updated>2026-10-13T00:00:00+02:00</updated>
    <author>
      <name>Jeroen Bouma</name>
    </author>
    <category term="MCP Server" />
    <summary type="text">Use Claude as a stock and ETF screener and analyst: find 300,000+ instruments with the Finance Database MCP, then analyze them with the Finance Toolkit.</summary>
  </entry>
  <entry>
    <id>https://www.jeroenbouma.com/articles/hosting-the-finance-toolkit-mcp-server</id>
    <title>How I Host the Finance Toolkit MCP Server on a Mini PC</title>
    <link href="https://www.jeroenbouma.com/articles/hosting-the-finance-toolkit-mcp-server" rel="alternate" type="text/html" title="How I Host the Finance Toolkit MCP Server on a Mini PC" />
    <published>2026-09-28T00:00:00+02:00</published>
    <updated>2026-09-28T00:00:00+02:00</updated>
    <author>
      <name>Jeroen Bouma</name>
    </author>
    <category term="MCP Server" />
    <summary type="text">How the free Finance Toolkit MCP server is self-hosted on a Mini PC with Proxmox, an LXC container, Docker and Cloudflare, and what it takes to do the same.</summary>
  </entry>
  <entry>
    <id>https://www.jeroenbouma.com/articles/connect-claude-to-financial-data</id>
    <title>How to Connect Claude to Live Financial Data for Stock Analysis</title>
    <link href="https://www.jeroenbouma.com/articles/connect-claude-to-financial-data" rel="alternate" type="text/html" title="How to Connect Claude to Live Financial Data for Stock Analysis" />
    <published>2026-09-11T00:00:00+02:00</published>
    <updated>2026-10-05T00:00:00+02:00</updated>
    <author>
      <name>Jeroen Bouma</name>
    </author>
    <category term="MCP Server" />
    <summary type="text">Connect Claude to live financial data in a minute with the free Finance Toolkit MCP server: stock analysis, ratios, technical indicators and macro data.</summary>
  </entry>
  <entry>
    <id>https://www.jeroenbouma.com/articles/equity-research-family-offices-fmp-mcp</id>
    <title>Equity Research for Family Offices with the FMP MCP Server</title>
    <link href="https://www.jeroenbouma.com/articles/equity-research-family-offices-fmp-mcp" rel="alternate" type="text/html" title="Equity Research for Family Offices with the FMP MCP Server" />
    <published>2026-07-23T00:00:00+02:00</published>
    <updated>2026-10-14T00:00:00+02:00</updated>
    <author>
      <name>Jeroen Bouma</name>
    </author>
    <category term="MCP Server" />
    <category term="Fundamental Analysis" />
    <summary type="text">How family offices can run equity research diligence, from financial health to insider activity and ownership, with the FMP MCP server in Claude Desktop.</summary>
  </entry>
  <entry>
    <id>https://www.jeroenbouma.com/articles/risk-exposure-major-indices-finance-toolkit</id>
    <title>Understanding Risk Exposure Across Major Indices</title>
    <link href="https://www.jeroenbouma.com/articles/risk-exposure-major-indices-finance-toolkit" rel="alternate" type="text/html" title="Understanding Risk Exposure Across Major Indices" />
    <published>2026-07-21T00:00:00+02:00</published>
    <updated>2026-07-26T00:00:00+02:00</updated>
    <author>
      <name>Jeroen Bouma</name>
    </author>
    <category term="Risk &amp; Derivatives" />
    <summary type="text">Measure tail risk across SPY, QQQ, DIA, IWM, EFA and EEM with Value at Risk, CVaR, maximum drawdown, skewness and kurtosis in the Finance Toolkit.</summary>
  </entry>
  <entry>
    <id>https://www.jeroenbouma.com/articles/macroeconomic-indicators-finance-toolkit</id>
    <title>Tracking Macroeconomic Indicators with the Finance Toolkit</title>
    <link href="https://www.jeroenbouma.com/articles/macroeconomic-indicators-finance-toolkit" rel="alternate" type="text/html" title="Tracking Macroeconomic Indicators with the Finance Toolkit" />
    <published>2026-07-14T00:00:00+02:00</published>
    <updated>2026-07-26T00:00:00+02:00</updated>
    <author>
      <name>Jeroen Bouma</name>
    </author>
    <category term="Macroeconomics" />
    <summary type="text">Track inflation, policy rates, unemployment and debt-to-GDP across the US, UK, Germany, Japan and Brazil with the Finance Toolkit&apos;s Economics module.</summary>
  </entry>
  <entry>
    <id>https://www.jeroenbouma.com/articles/semiconductor-sector-analysis-finance-toolkit</id>
    <title>Competitor and Sector Analysis with the Finance Toolkit</title>
    <link href="https://www.jeroenbouma.com/articles/semiconductor-sector-analysis-finance-toolkit" rel="alternate" type="text/html" title="Competitor and Sector Analysis with the Finance Toolkit" />
    <published>2026-07-07T00:00:00+02:00</published>
    <updated>2026-10-02T00:00:00+02:00</updated>
    <author>
      <name>Jeroen Bouma</name>
    </author>
    <category term="Fundamental Analysis" />
    <summary type="text">Semiconductor sector analysis with the Finance Toolkit in Python: revenue, margins and ROIC across Intel, AMD, NVIDIA, Qualcomm, Broadcom and TI.</summary>
  </entry>
  <entry>
    <id>https://www.jeroenbouma.com/articles/screening-undervalued-stocks-finance-toolkit</id>
    <title>Screening for Undervalued Stocks with the Finance Toolkit</title>
    <link href="https://www.jeroenbouma.com/articles/screening-undervalued-stocks-finance-toolkit" rel="alternate" type="text/html" title="Screening for Undervalued Stocks with the Finance Toolkit" />
    <published>2026-06-14T00:00:00+02:00</published>
    <updated>2026-10-14T00:00:00+02:00</updated>
    <author>
      <name>Jeroen Bouma</name>
    </author>
    <category term="Fundamental Analysis" />
    <summary type="text">A stock screen in Python on P/E, EV/EBITDA, ROIC and gross margins across 15 large caps, separating real value from value traps with the Finance Toolkit.</summary>
  </entry>
  <entry>
    <id>https://www.jeroenbouma.com/articles/microsoft-financial-history-finance-toolkit</id>
    <title>How Microsoft Has Changed Since Its IPO</title>
    <link href="https://www.jeroenbouma.com/articles/microsoft-financial-history-finance-toolkit" rel="alternate" type="text/html" title="How Microsoft Has Changed Since Its IPO" />
    <published>2026-06-14T00:00:00+02:00</published>
    <updated>2026-06-26T00:00:00+02:00</updated>
    <author>
      <name>Jeroen Bouma</name>
    </author>
    <category term="Fundamental Analysis" />
    <summary type="text">Learn how Microsoft&apos;s financials have evolved since its IPO, with detailed analysis and Python code using the Finance Toolkit.</summary>
  </entry>
  <entry>
    <id>https://www.jeroenbouma.com/articles/introducing-the-finance-toolkit-mcp-server</id>
    <title>Introducing the Finance Toolkit MCP Server</title>
    <link href="https://www.jeroenbouma.com/articles/introducing-the-finance-toolkit-mcp-server" rel="alternate" type="text/html" title="Introducing the Finance Toolkit MCP Server" />
    <published>2026-06-12T00:00:00+02:00</published>
    <updated>2026-10-14T00:00:00+02:00</updated>
    <author>
      <name>Jeroen Bouma</name>
    </author>
    <category term="MCP Server" />
    <summary type="text">The free, hosted Finance Toolkit MCP server gives Claude, ChatGPT and other AI assistants 500+ auditable methods: ratios, risk, factor models and macro data.</summary>
  </entry>
  <entry>
    <id>https://www.jeroenbouma.com/articles/binomial-trees</id>
    <title>Binomial Trees in the Finance Toolkit</title>
    <link href="https://www.jeroenbouma.com/articles/binomial-trees" rel="alternate" type="text/html" title="Binomial Trees in the Finance Toolkit" />
    <published>2024-02-09T00:00:00+01:00</published>
    <updated>2026-10-02T00:00:00+02:00</updated>
    <author>
      <name>Jeroen Bouma</name>
    </author>
    <category term="Risk &amp; Derivatives" />
    <summary type="text">Learn how binomial trees work for pricing European and American options, with worked examples and Python code using the Finance Toolkit.</summary>
  </entry>
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