underindex-mcp
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TDQS
Scored across 3 tools
The three tools cleanly separate discovery (list_subcultures), a free preview (get_sample_record), and the paid per-record fetch (get_subculture). The only potential confusion is between the sample and the real fetch, but the descriptions explicitly distinguish them (fixed Goth Ninja vs. slug-based, free vs. $0.01).
All three names follow a strict verb_noun pattern (list_/get_) with clear, domain-consistent nouns. No style mixing or vague verbs.
Three tools is minimal but each fills a distinct role in a read-only lookup service: enumerate, preview shape, and retrieve. It is on the thin side, though not under-scoped for a paid data API.
Core read path (list -> sample -> fetch) is covered, but there is no keyword or attribute search, no batch/multi-slug fetch, and no pagination described for the listing. Agents can work around this by listing all slugs, but the surface is notably narrow.