AAP MCP Server
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TDQS
Scored across 86 tools
Most tools have clear resource-action boundaries with consistent verb_noun naming, making them easy to tell apart. Minor overlaps exist between get_recent_activity and get_audit_logs (explicit alias) and among health/cluster/instance status tools, but these are not confusing enough to cause misselection.
All tools follow a consistent aap_ verb_noun snake_case convention, with actions like list, get, create, update, delete applied uniformly across resources. Exceptions like add_user_to_team and get_job_output still fit within the established pattern.
86 tools is far beyond the threshold where a toolset is considered well-scoped, making the surface feel heavy and harder to navigate. While AAP is a large platform, the sheer number of tools could overwhelm an agent and increase selection complexity.
The server covers many core workflows including project, inventory, job template, and workflow management. However, notable gaps exist: no get operations for inventories, hosts, groups, teams, schedules, or execution environments, and no list_groups or general job history listing. These are significant omissions for resources that otherwise have create/update/delete coverage.