atom-mcp-server
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TDQS
Scored across 8 tools
Tools are largely distinct, though compare_prices and get_model_detail both return cross-vendor pricing for specific models, which could cause selection uncertainty. The three market-level analytics tools (get_index_benchmarks, get_kpis, get_market_stats) serve different analytical purposes but operate on similar aggregate data.
All 8 tools follow a consistent verb_noun pattern (compare_prices, get_index_benchmarks, get_kpis, get_market_stats, get_model_detail, get_vendor_catalog, list_vendors, search_models). No mixing of camelCase, snake_case, or inconsistent verb styles.
8 tools is well-suited for the AI inference pricing intelligence domain. The set covers discovery (search_models, list_vendors), detailed lookups (get_model_detail, get_vendor_catalog), price comparison (compare_prices), and market analytics (get_index_benchmarks, get_kpis, get_market_stats) without redundancy or bloat.
Strong coverage for read-only market intelligence including model discovery, vendor exploration, price comparison, and market benchmarks. Minor gaps include no explicit historical pricing trends for individual models over time and no direct side-by-side vendor comparison tool (requiring manual comparison of vendor_catalog outputs).