Spirit Room
Help AI agents find your tools and finish the job
See Spirit Room in action
About
Spirit Room helps development teams optimize their MCP servers, CLIs, and APIs for AI agent discovery and execution. Test your tools against real user jobs across multiple models and agent applications. We inspect tool searches, function calls, errors, and outcomes—then systematically test improvements to names, descriptions, schemas, and responses. Our…
Read full description
Spirit Room helps development teams optimize their MCP servers, CLIs, and APIs for AI agent discovery and execution. Test your tools against real user jobs across multiple models and agent applications. We inspect tool searches, function calls, errors, and outcomes—then systematically test improvements to names, descriptions, schemas, and responses. Our hands-on pilot program includes comprehensive journey reports and validated patches, covering one product, up to 25 tasks, three models, and two agent apps over two weeks. Perfect for teams building integrations that AI agents actually find and use.
- Category
- Productivity
- Available on
- web
- Launched
- October 21, 2026
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