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gabrielmahia

usafiri-mcp

by gabrielmahia
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Python

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    Deploy Server
    One endpoint for every MCP toolRayrun runs every MCP server behind one URL and holds the credentials. Each call is decided per client, tool, and argument, then recorded.ray.runAd

    TDQS

    B3.2/5.0

    Scored across 5 tools

    Disambiguation5/5

    Each tool targets a distinct transport topic: matatu routes, NTSA services, boda licensing, freight logistics, and passenger rights. There is no overlap in purpose; an agent can easily tell them apart based on the subject matter in the descriptions.

    Naming Consistency3/5

    All names follow snake_case and a similar 'topic-purpose' structure, but the suffixes vary inconsistently: 'finder', 'guide', 'guide', 'guide', 'query'. This mixed pattern is readable but not fully predictable.

    Tool Count5/5

    With only 5 tools, the server is tightly scoped to a niche domain—Kenyan transport information. Each tool covers a distinct aspect, and the count feels deliberate rather than sparse or bloated.

    Completeness4/5

    The set covers major transport information areas: routes, licensing, services, freight, and rights. Minor gaps exist (e.g., road conditions, specific fare queries), but the core surface for a transport-info demo is well represented.

    Maintenance

    ActivityStale
    ResponsivenessNo issues

    Resources