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OmniForce

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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

    A3.7/5.0

    Scored across 8 tools

    Disambiguation5/5

    Each tool has a clearly distinct target: geo_scan is the only action-style audit, get_brand and account return distinct tenant state, and the four list_* tools each cover a different resource (prompts, competitors, snapshots, reports). An agent can select correctly on the first try.

    Naming Consistency4/5

    All names use the omniforce_ prefix with snake_case, which is predictable. Minor deviation: most tools are verb_noun (get_brand, list_*), but omniforce_account is a bare noun and omniforce_upgrade is a bare verb without an object.

    Tool Count5/5

    Eight tools is well-scoped for a GEO/visibility monitoring platform. Each tool maps to a real distinct capability (audit, brand, prompts, competitors, snapshots, reports, account, upgrade) and none feel redundant.

    Completeness3/5

    The read surface is decent, but the lifecycle is one-sided: prompts, competitors, and reports can only be listed, with no create/update/delete or per-resource detail tools. There is also no tool to fetch granular citation/visibility results for a specific prompt, which agents tracking a brand would likely need.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues

    Resources