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automationnation-mcp

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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

    A4.1/5.0

    Scored across 18 tools

    Disambiguation4/5

    Most tools target a clearly distinct source and output (flights, hotels, jobs, images, videos, transcripts, ads), and descriptions do a good job separating them. However, three near-duplicate pairs require careful reading: get_app_reviews vs analyze_app_reviews, find_local_businesses vs find_uk_business_leads (UK superset), and check_ai_overview_citations vs check_ai_visibility.

    Naming Consistency5/5

    All 18 names use consistent snake_case verb_noun form (search_flights, get_google_trends, find_local_businesses, check_ai_visibility). Verbs vary (search/get/find/check/analyze) but always lead with an action and describe the object, with get_run_results as a sensible utility name.

    Tool Count4/5

    18 tools is slightly heavy but each maps to a distinct data source or action, so none feels redundant filler. It sits at the upper end of the comfortable 3-15 range without being bloated.

    Completeness4/5

    As a multi-source scraping/AI-visibility suite it covers flights, hotels, shopping, news, images, videos, jobs, trends, leads, ads, reviews and async retrieval via get_run_results, so most workflows have a path forward. A generic web-search scraper is the main gap, but it's largely mitigated by the news/images/videos/AI-overview tools.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues

    Resources