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CSOAI-ORG

Ad Copy AI MCP

by CSOAI-ORG
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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 9 tools

    Disambiguation5/5

    Each tool has a clearly distinct purpose: campaign creation, creative addition, copy generation (ad copy, headlines, variants), performance retrieval (campaign, creative, best performing), and optimization. No two tools appear to do the same thing.

    Naming Consistency5/5

    All tool names follow a consistent verb_noun pattern in snake_case with clear verbs (create, add, generate, get, optimize) and nouns (campaign, creative, ad_copy, headlines, variants, performance). No mixing of conventions.

    Tool Count5/5

    9 tools cover the core workflows of ad copy AI: campaign setup, content generation, performance analysis, and optimization. The count is well-scoped, not too few or too many for the domain.

    Completeness3/5

    Missing update/delete operations for campaigns and creatives, and no listing tools for campaigns or creatives. Generation and analysis are covered well, but the lifecycle management is incomplete, which could cause dead ends when needing to modify or remove existing items.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues

    Resources