omniseek
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TDQS
Scored across 18 tools
Each tool targets a clearly distinct resource or action: search, paper metadata enrichment, field citation graphs, author resolution, coauthorship, institution rosters, document/audio/image reading, source curation, parallel gathering, evidence graph views, sensors, and graph rulings/statements. Potential overlaps like omniseek_read vs omniseek_view or omniseek_ruling vs omniseek_statement are explicitly separated and cross-referenced, so routing between them is reliable.
All tools share the omniseek_ prefix and use consistent lowercase snake_case, which makes the surface feel uniform and predictable. However, the suffix pattern is not fully consistent: some are single verbs (search, read, view), some are nouns (sources, graph, sensor), and some are object-verb compounds (paper_enrich, resolve_identity).
Eighteen tools is slightly above the typical sweet spot, but the server's purpose is genuinely broad: search, deep reading, media understanding, paper analytics, person/institution graphs, source curation, persistent memory, and monitoring. Each tool appears to earn its place, and the administrative pairs (curator_view/curator_act, ruling/statement) add cohesion rather than padding.
The tool surface covers the full research lifecycle: discover (search, sources), consume (read, transcribe, view), analyze (paper_enrich, field_skeleton, paper_recommend, coauthors, institution_cohort), persist (ruling, statement, sensor), and administer (curator, gather). Tools are explicitly designed with handoffs between them, such as resolve_identity to coauthors, read outlines to view figures, and fire-then-collect search, with no obvious dead ends.