How to Build an MCP Server for Investors: A Step-by-Step Guide (w or w/o Coding ;))
Connecting the Dots: Why an MCP Server Might Be the Most Valuable Tech Investment You Make This Year
šĀ Hi, Iām Andre and welcome to my newsletter Data-Driven VC which is all about becoming a better investor with Data & AI. Join 33,930 thought leaders from VCs like a16z, Accel, Index, Sequoia, and more to understand how startup investing becomes more data-driven, why it matters, and what it means for you.
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Why Investors Need Their Own MCP Server
In todayās data-rich but insight-poor venture landscape, investors are drowning in informationāpitch decks, startup news, founder tweets, CRM entries, and more. Yet despite this data overload, most investors still rely on intuition and gossip over hard evidence. Why? Because data is meaningless unless it's captured, organized, and intelligently queried.
Enter the MCP Serverāshort for Memory, Context, and Persona server. Inspired by how ChatGPT and other LLMs organize their internal workflows, an MCP server acts as a centralized brain for VCs: a persistent memory layer storing everything that matters, a contextual engine for understanding relationships, and a persona hub that tailors insights to your own investment thesis and decision-making style. Think of MCP like a USB-C port for AI applications.
Just as CRMs became essential for sales teams and ERPs revolutionized manufacturing, I believe MCP servers will soon become indispensable for modern investors.
Let me show you whyāand exactly how to build your own, with or without coding skills ;)
š”What Is an MCP Server?
An MCP Server is a modular software backend that integrates:
Memory ā Persistent structured and unstructured data on startups, people, theses, markets, etc.
Context ā Dynamic linking of entities (e.g., who introduced this founder, when you met them, how they compare to others).
Persona ā A tailored overlay that understands your investment lens, sector preferences, writing style, and workflows.
Put simply, the MCP server allows you to feed in noisy real-world data (emails, PDFs, scraped bios, decks, call notes etc.), and ask high-quality, highly personalized questions like:
āRemind me who introduced me to the founder of Company X and when we last spoke?ā
āWhich companies in our CRM are similar to this one?ā
āSummarize our investment thesis in bio-based carbon capture in less than 200 words.ā
It acts like an always-on chief-of-staff, analyst, and memory extensionāavailable 24/7, and only getting smarter over time. Tell me you donāt want this too? ;)
šUse Cases for VC Investors
Here are some exemplary VC workflows where an MCP Server shines: