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Scored across 75 tools
The set contains many parallel tool pairs such as models_delete vs grant_models_delete, pools_delete vs grant_pools_delete, and secrets_create vs grant_secrets_add, which could cause misselection without careful reading. Descriptions clarify boundaries, but the sheer number of tools with grant/non-grant and resource/action variations creates moderate ambiguity.
Nearly all tool names use snake_case with a resource-first pattern (e.g., agents_get, models_create, grant_pools_add), which is predictable and readable. Minor deviations exist: grants use add/edit while base resources use create/update, and a few tools like whoami or profiles_rename break the verb pattern.
75 tools is an extreme mismatch for a single MCP server. While the domain is broad, this count far exceeds typical well-scoped ranges (3–15) and is likely to overwhelm an agent's selection process.
Core resources like secrets, machines, pools, crons, and grants have near-complete CRUD coverage. However, notable gaps exist: no configs_list/update/delete, no projects_get/update/delete, no skills_create, and no models_get, which will limit several agent workflows.