MCP-Dubai
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TDQS
Scored across 120 tools
Most tools target distinct resources, and the unusually detailed descriptions do a lot of work to separate near-duplicates. However, there are genuine overlap clusters: weather_uae_icao vs weather_uae_all vs uae_weather vs uae_weather_forecast vs weather_by_coords, air_quality_dubai vs air_quality_by_coords, currency_rates vs cbuae_exchange_rates vs currency_convert, and recommend_tools vs list_features vs plan_query. An agent can usually pick correctly only by reading full descriptions rather than names.
Everything is snake_case and readable, but conventions are mixed: domain-prefixed noun forms (cbuae_exchange_rates, dfm_index, dld_search_transactions, khda_search_school, makani_details), verb-first forms (list_banks, list_free_zones, get_knowledge_status), verb-last forms (prayer_times_for), and bare single words (about). The prefix grouping is somewhat systematic but not a predictable verb_noun pattern throughout.
120 tools is an extreme mismatch for a single server, spanning air quality, prayer times, Quran, free zones, tax, banking, Makani geocoding, and business letters. Even with recommend_tools as a BM25 discovery aid, the catalogue is far too large for an agent to reason over coherently, and many tools are near-redundant variants.
The surface covers an unusually broad range of Dubai/UAE domains with search, details, list, and estimate/advisor patterns repeated per domain, plus cross-tool synthesis helpers. Gaps are minor and largely inherent to a read-only reference server (no write/update operations, and some domains like FCSC/Dubai Pulse depend on external credentials) rather than dead ends in the tool set.