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Data & Tools June 2, 2026

How to Connect a Financial Data MCP Server to Claude or ChatGPT

If you want Claude or ChatGPT to tell you whether a stock is overvalued or undervalued, the model needs real financial data. This guide compares the financial data MCP servers worth knowing, from Yahoo Finance and Alpha Vantage to Polygon, SEC EDGAR, and Akela Fund, and shows you exactly how to connect one.

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Data & Tools February 25, 2026

How to Download SEC Financial Filing Data

Finding clean, structured financial filing data for publicly traded companies is harder than it should be. This guide explains what data is available on Akela Fund, how to access the free demo, and how to download it in JSON or CSV format for your own workflows.

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Finance Basics January 16, 2026

How to Work with Negative Multiples?

We value companies using many indicators and price multiples. But what can we do if the multiple can't be computed? If a company has negative earnings or negative free cashflow, we can't evaluate the P/E or P/FCF ratio according to classical financial modeling theory.

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