MCP-OpenStack-Ops
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TDQS
Scored across 41 tools
Multiple tools for instance queries (get_instance, get_instance_details, search_instances, etc.) overlap significantly, causing confusion about which to use. While most other tools are distinct, this redundancy harms overall disambiguation.
All tools follow a consistent 'get_<resource>' pattern (e.g., get_availability_zones, get_floating_ip_pools). No mixing of verbs or styles, making the naming highly predictable.
41 tools is on the high side but appropriate given OpenStack's broad service landscape. Redundant instance tools could be consolidated, but the count is not excessive.
The tool surface is entirely read-only (all get operations). For an 'Ops' server, this lacks essential create, update, and delete capabilities, leaving significant gaps for management tasks.