Case Study: Hivebrite makes APIs AI-agent-ready with KrakenD

Hivebrite generates 200+ MCP tools from one OpenAPI contract with KrakenD

Hivebrite, a community engagement platform, faced the challenge of duplicating cross-cutting API logic like JWT validation and rate limiting across every backend service as they moved away from their Rails monolith. This approach did not scale with their contract-first API model. They selected the KrakenD API Gateway for its transparent pricing and performance.

KrakenD provided a solution by acting as a single gateway that consumed OpenAPI contracts to generate the REST API, MCP tools for AI agents, and documentation from a single source. The results included exposing over 200 operations as MCP tools with a single annotation line, eliminating hand-maintained config files, and delivering three surfaces from one contract. This gave Hivebrite a new AI-agent-ready product capability without the cost of a new service or team.

Hivebrite