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Unilytics MCP Server

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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 72 tools

    Disambiguation2/5

    Several tools overlap in purpose: site_map and aeo_site_pages both discover site URLs; serp_results and aeo_serp_urls both fetch Google results; content_scrape, js_scrape, batch_scrape, and site_crawl have overlapping scraping functions; the many aeo_* tools are similarly named and hard to distinguish. Descriptions help some, but the boundaries between tools like aeo_cluster_by_urls vs aeo_cluster_prompts or kb_write_text vs kb_add_file are not immediately clear.

    Naming Consistency2/5

    Tool names mix consistent verb_noun patterns (list_skills, get_skill, create_skill) with prefixed groups (aeo_*, kb_*, seo_*) and standalone tools that deviate from the pattern (web_research_tool, page_screenshot, site_map, google_trends, social_profile). The prefixes are internally consistent, but the overall set has no single naming convention, making it harder to predict tool names.

    Tool Count1/5

    With 72 tools, the server has an extreme number of tools, far exceeding the 50+ threshold for a coherent set. While the scope is broad (SEO, content, ads, analytics, project management, skills, knowledge bases), the sheer volume makes it unwieldy and likely to confuse agents.

    Completeness3/5

    The tool surface covers a wide range of marketing and SEO operations, including skills CRUD, scraping, SERP analysis, ad libraries, analytics, and knowledge base management. However, there are notable gaps: projects have create but no update or delete, folders lack delete/update operations, and there is no way to remove tracked keywords, competitors, prompts, or locations. These missing lifecycle operations create dead ends for some workflows.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues

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