Why public-data APIs need a unified response envelope
Each upstream platform ships a different response shape. We standardized 14 platforms behind one envelope — here's the schema and why it matters for AI agents.
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Notes from building the public-data API for agents
Pricing decisions, MCP patterns, lessons from the platforms we wrap. Written for builders.
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MCP tool design: lessons from exposing 73 endpoints to Claude
What we learned shipping 73 public-data endpoints as MCP tools — tool naming, descriptions, parameter schemas, and how Claude picks the right one.
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