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Open Search 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

    C2.9/5.0

    Scored across 40 tools

    Disambiguation4/5

    Most tools have distinct purposes, but the large number of search tools (e.g., search_ieee, search_pubmed) could cause confusion for agents. The test tools (jsonplaceholder_*, test_httpbin) are distinct but feel out of place among research tools.

    Naming Consistency3/5

    There is a mix of naming conventions: verb_noun (analyze_pdf, search_arxiv), but also noun phrases (ieee_conferences, jsonplaceholder_albums) and inconsistent prefixes (search_*, test_*, jsonplaceholder_*). No single pattern dominates.

    Tool Count2/5

    40 tools is too many for a single server, especially with redundant search engines (9 search_* tools) and test tools (6 jsonplaceholder_*, test_httpbin) that could be consolidated or removed. The scope is overly broad.

    Completeness3/5

    The server covers a wide range of research sources, but lacks fundamental operations like summarization, data export, or note-taking. The test tools do not contribute to research workflows, leaving notable gaps for a coherent research assistant.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues

    Resources