easypanel-mcp-server
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TDQS
Scored across 57 tools
Most tools are clearly scoped by resource and action, but there are real overlaps: deploy_service already handles compose while deploy_compose also exists, and stats/port/log cleanup tools have close boundaries. The descriptions help, but an agent could still pick the wrong tool in several situations.
Names overwhelmingly follow a snake_case verb_noun pattern with consistent list/get/create/set/delete/destroy prefixes. Minor deviations include easypanel_raw being noun-first and the mix of get_project, inspect_service, and inspect_compose, but the overall style is predictable.
57 tools is far above the comfortable agent-facing range and makes selection and context usage heavy. Although the Easypanel domain is broad and most tools are individually purposeful, several could be consolidated or left to easypanel_raw to reduce surface area.
Core workflows like project/service lifecycle, env vars, domains, logs, and deploys are well covered. However, there is no dedicated set_compose_file tool, mounts and ports cannot be removed directly, and most admin operations are read-only, so agents must fall back to easypanel_raw for notable gaps.