skyportal-mcp
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TDQS
Scored across 23 tools
Most tools target distinct resources (photometry, spectra, classifications, host galaxy, etc.) with clear boundaries. The cluster of generate_* code generation tools and reference tools could confuse, but detailed descriptions and explicit usage guidance mitigate this.
All tool names follow a consistent snake_case verb_noun pattern (get_source_*, generate_*, analyze_*, filter_candidates, call_skyportal_api). No mixed conventions or irregular styles.
23 tools is on the heavy side, falling into the borderline range. Several code generation and reference tools could potentially be merged, but each serves a distinct workflow within the astronomical transient domain.
The set covers core workflows: source data retrieval, analysis, searching, filtering, and code generation. General API access via call_skyportal_api fills write/update gaps, though dedicated CRUD tools for some entities are absent.