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YouTube Researcher MCP Server

by larrygmaguire-tech
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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

    A3.9/5.0

    Scored across 6 tools

    Disambiguation3/5

    The tools are mostly distinct, but youtube_search_niche and youtube_analyse_niche overlap in purpose—both search a niche, differing only in analysis depth. The description for search_niche is also confusingly worded, mentioning video IDs from a previous search, which blurs its role.

    Naming Consistency4/5

    All tools use a consistent 'youtube_' prefix with snake_case, and most follow a verb_noun pattern (e.g., get_video_details, analyse_niche). However, 'quota_status' lacks a verb, deviating slightly from the otherwise coherent naming scheme.

    Tool Count5/5

    With 6 tools, the server is well-scoped for a YouTube research purpose. Each tool covers a necessary function—search, analysis, video details, channel details, thumbnails, and quota—without excess redundancy.

    Completeness4/5

    The toolset covers core research workflows: search/analyze niches, retrieve video/channel metadata, download thumbnails, and monitor API usage. Minor gaps exist, such as no direct comment retrieval or transcript access, but the main research lifecycle is well-covered.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues

    Resources