VesselAPI MCP Server
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TDQS
Scored across 19 tools
The port-events family is badly overlapping: get_port_events, list_port_events, search_port_events_by_port, search_port_events_by_vessel, and get_port_events_by_vessel all retrieve the same arrivals/departures data, and the distinction between get_*_by_vessel vs search_*_by_vessel is opaque because the by_vessel tool is described identically to its search counterpart. Position tools are more distinct, but an agent could easily misselect among the five port-event tools.
Names are all snake_case verb_noun, which is readable, but the verbs (get/search/list) are applied inconsistently to the same resource, so 'search_port_events_by_vessel' and 'get_port_events_by_vessel' look synonymous rather than modeling different operations. This erodes the predictability of the verb pattern.
19 tools is on the heavy side for the domain, and much of that weight comes from the redundant five-tool port-events cluster rather than from genuinely distinct capabilities.
The surface covers core workflows well: vessel lookup, port lookup, positions (single/batch/area/radius), declared ETA, emissions, casualties, and port events. A dedicated vessel schedule or route tool would help, but agents can work around the gaps.