space-finder-mcp
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- AlicenseNot gradedqualityDmaintenanceProvides real-time space data including ISS and Tiangong tracking, crew in space, rocket launches, space news, Mars missions, a star catalog, near-Earth asteroids, and satellites. All 18 tools are read-only.MIT
- AlicenseBqualityDmaintenanceEnables access to NASA space data and images through Claude Desktop, providing features like astronomy picture of the day, Mars rover photos, near-Earth object information, NASA image search, and Earth satellite imagery.5MIT
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TDQS
Scored across 67 tools
Several clusters are near-indistinguishable from the agent's viewpoint: stac_search, copernicus_search, inpe_search, dlr_search, roscosmos_search and uk_stac_search share nearly identical arguments and differ only by agency, and stac_collections / copernicus_collections / inpe_collections / dlr_collections / roscosmos_collections / uk_stac_collections form six parallel listing tools. iss_now vs sat_ground_track(name="iss"), tiangong_now vs sat_ground_track(name="tiangong"), neo_today vs neo_close_approach, and space_literature_search vs planetary_evidence all overlap heavily. Descriptions are rich, but they do not resolve which duplicate to pick in most cases.
Everything is snake_case with a consistent <subject>_<action> flavor (alma_search, exoplanet_search, calendar_event_add, fireball_reports), so there is no style mixing. Minor deviations exist in ordering and in bare acronym/opaque names such as apod, sat_tle and stac_collections, which break the otherwise predictable pattern.
67 tools is far beyond a navigable surface for one server, and a large fraction are per-agency clones (six STAC searchers, six collection listers, three launch feeds). Each individually is substantive, but the aggregate is sprawling and exceeds what an agent can reliably choose among.
The space-domain surface is unusually broad: archives (MAST, ALMA, CADC), catalogs, exoplanets, imagery/audio/video, launches, space weather, NEO/impact risk, sky maps, calendars and literature are all covered. Only minor gaps remain, e.g. calendar has add/remove but no edit, and several tools depend on external API keys or prior accumulation for data to appear.