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I built a MCP Server for stock analysis (9% alpha vs. VOO)

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HN · launched Dec 27, 2025 · 6 upvotes (top 73%) · 0 views

Niche: model context protocol tools · 465 launches, 15 in the last 7 days ▼ -25% · Explore this niche →

Category and tags

  • Fintech
  • Agent / copilot
  • Developer
  • AI-native
  • Hobby / open-source project

Visit website ↗ Source listing ↗

Could you build this?

Partial While writing an MCP server wrapper around stock market APIs is trivial, generating a reliable, verified trading alpha of 9% vs VOO requires deep quantitative finance and algorithmic modeling.

What it would actually take: Building a working MCP server takes Node/Python with the @modelcontextprotocol SDK connected to financial data providers (e.g., Financial Modeling Prep, Polygon.io). However, achieving real market alpha demands backtesting infrastructure (e.g., VectorBT, Backtrader) that accounts for lookahead bias, slippage, and transaction costs, coupled with proprietary quantitative factor models engineered by experienced quant researchers.

Discussion

2 comments analyzed.

Competitors

Other products that read as similar to this one : 366 launches clear the similarity bar, closest 8 shown.

Attention rank: #299 of 367 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 59 days after the earliest competitor.

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.