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CSOAI-ORG

Competitor Monitor AI MCP

by CSOAI-ORG
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Python

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    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

    C2.7/5.0

    Scored across 11 tools

    Disambiguation2/5

    All tools share identical, generic descriptions that do not differentiate their purposes, making it very difficult for an agent to select the correct tool. While names are distinct, the lack of descriptive guidance creates significant ambiguity, especially between tools like set_alert and get_alerts.

    Naming Consistency5/5

    Every tool follows a consistent verb_noun naming pattern in snake_case (e.g., add_competitor, get_mentions, set_alert). There is no mixing of styles or irregular verbs, enabling predictable selection.

    Tool Count5/5

    11 tools cover the main facets of competitor monitoring (adding, info, comparison, sentiment, alerts, mentions, pricing). This is well-scoped for the domain without being excessive.

    Completeness1/5

    Despite names suggesting CRUD operations (add, update, set), all tools are declared read-only and stateless, meaning no data is actually persisted. The server cannot perform true monitoring—it merely returns analysis output with no stored state. Essential operations like deletion and updating existing entities are entirely missing, making the surface severely incomplete for its stated purpose.

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    ResponsivenessNo issues

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