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machinemates-ai

Gemini Research MCP Server

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    TDQS

    A3.7/5.0

    Scored across 6 tools

    Disambiguation4/5

    Each tool has a distinct purpose: quick research vs deep research, resuming interrupted sessions, exporting results, and searching/calling tools. The descriptions clearly differentiate them, though research_web and research_deep could cause minor confusion if not carefully read.

    Naming Consistency4/5

    Tool names follow a mostly consistent verb_noun pattern in snake_case (research_web, research_deep, resume_research, export_research_session, search_tools, call_tool). The pattern is clear, though research_web and research_deep use qualifiers instead of straightforward nouns.

    Tool Count5/5

    6 tools is well-scoped for a research server. It covers quick research, deep research, session recovery, export, and tool discovery/execution without being overwhelming or sparse.

    Completeness4/5

    The tool surface covers the main research workflow: quick and deep research, resuming interrupted sessions, exporting results, and meta-tools for discovering and calling tools. Minor gaps like lack of a dedicated cancel or list historical sessions tool, but the set feels complete for most use cases.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues