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Web Research MCP Server

by CSOAI-ORG
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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 7 tools

    Disambiguation2/5

    The tools autonomous_research, deep_research, and research_topic are essentially the same multi-step research workflow, causing confusion. Additionally, get_weather is unrelated to web research, further muddying the tool set's purpose.

    Naming Consistency3/5

    While all tool names use snake_case, the verb-noun pattern is inconsistent: some are verb_noun (browse_page, extract_article), others are adjective_noun (autonomous_research, deep_research), noun_verb (web_search), or noun_noun (research_topic). The mix is noticeable but not chaotic.

    Tool Count4/5

    With 7 tools, the count is appropriate for a focused web research server. It covers the main operations without being overwhelming, though redundant research tools could be consolidated.

    Completeness3/5

    The server covers key research steps: search, browse, extract, and synthesize. However, the three overlapping research tools suggest poor design and missed opportunities for distinct operations like saving results or managing sessions. The weather tool is off-topic.

    Maintenance

    ActivityMaintained
    ResponsivenessNo issues

    Resources