Wiro MCP Server
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TDQS
Scored across 50 tools
Most tools target a distinct resource+action, and the descriptions proactively disambiguate the risky pairs (cancel_task vs kill_task, get_task vs get_task_price, list_workflow_runs vs list_studio_results vs list_tasks, send_agent_message vs get_agent_message). The main soft spots are three overlapping model-discovery tools (search_models, explore, recommend_model) and a few overloaded multi-purpose tools like send_agent_message and manage_agent_custom_skill whose scope varies by argument.
Nearly everything follows a snake_case verb_noun pattern (list_workflows, create_workflow, deploy_agent, manage_agent_billing, wait_for_task). Minor deviations: the bare verb 'explore', and the 'my' family (list_my_agents, get_my_agent) alongside the otherwise agent_-prefixed tools, which slightly breaks the prefix scheme but stays readable.
Fifty tools is far past a comfortable surface for a single server, even given the genuinely broad domain (models, tasks, workflows, agents, credentials, Studio, billing, docs). Many adjacent tools (wait_for_task / get_task / get_task_price / list_tasks / cancel_task / kill_task) could be consolidated, and the sheer count raises selection cost for an agent.
Coverage is unusually thorough: full workflow CRUD plus run/resume/cancel/clone, full agent lifecycle (deploy, control, update, delete, billing, skills, credentials, OAuth connect/disconnect, project binding, activity logs), task lifecycle, model discovery and schema, Studio results, and file upload. No obvious dead ends for the stated purpose.