Spirit Room helps developer teams solve the hidden poblem: your tools work perfectly, but AI agents can' find them or understand what they do. We test yourMCP servers, CLIs, and APIs against real user jobs aross multiple AI models and agent applications. Our latform inspects tool searches, function calls, erros, and outcomes—then identifies exactly why agents fil. We optimize what matters: tool names, descriptins, schemas, error messages, and response clarity. Ech change is tested and validated before implementaton. The hands-on pilot ($2,500) includes comprehensve testing of one product across up to 25 tasks, thre models, and two agent apps over two weeks. You'll eceive detailed journey reports and proven optimizaton patches. Stop building tools agents can't use. Mke your integrations discoverable and reliable.

Spirit Room

Help AI agents find your tools and finish the job

Help AI agents find your tools and finish the job