ai-api-prices
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TDQS
Scored across 5 tools
Each tool has a distinct output shape: name search, per-model provider price list, monthly bill estimate, two-model comparison, and category-wide cheapest ranking. The main potential confusion is between model_prices and cheapest_models since both list prices, but the descriptions clearly delineate per-model vs. per-category and explicitly cross-reference alternatives.
find_models, estimate_monthly_cost, and compare_models follow a verb_noun pattern, while model_prices and cheapest_models are noun phrases. The deviation is minor and all names are readable and domain-appropriate, so an agent can still infer behavior from the name alone.
Five tools is a tight, well-scoped set for a price-discovery server, with search, detail, comparison, ranking, and estimation each earning its place. It is slightly thin (no provider or category listing tool), but not problematically so.
The surface covers the core price-research lifecycle: discover a model, inspect all provider prices, compare two models, find category lows, and project a monthly bill. Minor gaps exist, such as no tool to enumerate provider names or categories directly, but agents can work around this via search results.