academyinfo-mcp
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TDQS
Scored across 8 tools
Most tools are distinct (list_sources, list_indicators, explain_indicator, validate_source_coverage), but explore_universities overlaps with search_university and compare_universities, as it also resolves universities and returns side-by-side data. This could confuse agents about which tool to use for multi-university comparisons.
All tools follow a consistent verb_noun pattern in snake_case (list_, search_, get_, compare_, explain_, validate_, explore_). The verbs clearly indicate the action and the nouns describe the target, making the set predictable.
With 8 tools, the server is well-scoped for a read-only academy information service. Each tool contributes a distinct function, and the count is within the ideal 3-15 range, avoiding both bloat and thinness.
The tool surface covers listing sources and indicators, searching/exploring universities, fetching metrics, comparing universities, explaining indicators, and validating coverage. Minor gaps such as a dedicated get_source tool or direct university detail retrieval are workarounds via existing tools, so overall coverage is strong for its stated purpose.