mcp-stargazing
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TDQS
Scored across 21 tools
Most tools are clearly separable (weather, celestial events, moon, planets, telescope targets), and the use/do-not-use guidance is unusually explicit. However, there are several overlapping decision paths: plan_stargazing_session vs get_best_stargazing_plan vs get_multiday_stargazing_plan, and analysis_area vs submit_area_analysis vs light_pollution_map. The two bbox-based plan tools are effectively legacy aliases of the preferred intent-based planner, which an agent must recognize from prose rather than the name.
The dominant pattern is verb_noun snake_case (get_weather_by_position, get_celestial_pos, submit_area_analysis, cancel_area_analysis_task, list_visible_planets). A few names break the pattern with noun-only or irregular forms (analysis_area, light_pollution_map, plan_stargazing_session), but overall the convention is readable and predictable.
21 tools is on the heavy side for a single domain, and a nontrivial share is infrastructure or legacy: a 4-tool background task lifecycle, two deprecated bbox planners, and get_tool_catalog/get_local_datetime_info utilities. The core astronomy and planning surface is well scoped, but the total feels over-expanded rather than every tool earning a distinct slot.
Coverage is broad: weather by name and coordinates, celestial positions/rise-set, moon, planets, nightly targets, equipment-matched targets, timed shooting plans, regional site search, light pollution, and multi-night planning. Minor gaps remain (e.g. satellite/comet/asteroid lookups, explicit seeing/transparency, direct multi-site weather comparison outside the planner), but nothing that creates an obvious dead end for observing workflows.