Building a FinOps MCP Server: Lessons from Costory

Costory built a FinOps MCP server to let LLMs query cloud cost data, but their first version mirrored their API and failed. The model ignored dedicated comparison tools and struggled with complex filter formats. They rebuilt with a single query tool, simpler parameters, and better error handling, improving usability.