Six Open-Source MCP Servers for Financial & Research Data, Plus a Number-Verification Lesson

Avarieux · reddit · 2026-09-05

A developer who has been publishing MCP servers for five months shares six open-source projects (TypeScript/Python) and the most important lesson from building finance-data agents.

The servers:

The core lesson: once an agent can quote a number, it will quote the right number under the wrong label — segment revenue presented as total revenue, last year's figure as this year's. Not hallucination, mislabeling. The hardest part was binding a quoted number to the concept its sentence names, not just checking it exists in the payload. This grew into a full product: an AI research terminal verifying every figure against the filing before display.

Bonus: the author got a PR merged into the official modelcontextprotocol/servers repo (tool annotations on the memory server).

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