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ankit-aglawe

tokencost-mcp-server

by ankit-aglawe

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    TDQS

    A4.3/5.0

    Scored across 6 tools

    Disambiguation5/5

    Each tool has a clearly distinct purpose with no overlap: compare_models for side-by-side comparisons, estimate_cost for specific token calculations, find_cheapest for budget optimization, get_model_pricing for detailed lookups, list_models for catalog browsing, and list_providers for provider overview. The descriptions clearly differentiate their functions, eliminating any confusion about which tool to use for a given task.

    Naming Consistency5/5

    All tools follow a perfect verb_noun pattern with the 'tokencost_' prefix: compare_models, estimate_cost, find_cheapest, get_model_pricing, list_models, and list_providers. The naming is completely consistent, using descriptive verbs that accurately reflect each tool's function, making the set highly predictable and easy to navigate.

    Tool Count5/5

    Six tools is an ideal number for this server's purpose of LLM cost analysis. Each tool serves a distinct, valuable function in the workflow—from browsing models and providers to detailed comparisons and cost estimations—without any redundancy. The count is well-scoped, covering all essential operations without being overwhelming or insufficient for the domain.

    Completeness5/5

    The tool set provides complete coverage for LLM cost analysis: list_providers and list_models for discovery, get_model_pricing for detailed lookups, estimate_cost for calculations, compare_models for side-by-side analysis, and find_cheapest for optimization. There are no obvious gaps; agents can perform all typical cost-related tasks from exploration to decision-making without dead ends.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues