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frankjony17

qwen-web-research-mcp

by frankjony17
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Python
Hybrid

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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 3 tools

    Disambiguation5/5

    The two analysis tools are cleanly separated by input: analyze_page targets one explicit URL, while search_site_and_analyze first discovers matching pages on a domain and then analyzes them. list_available_models is clearly a separate utility, so there is no real ambiguity between tools.

    Naming Consistency4/5

    All names use snake_case and lead with a verb, making the set predictable and readable. The main deviation is that search_site_and_analyze combines two actions into one name, while the other tools use a simpler verb_noun pattern.

    Tool Count4/5

    Three tools is small but defensible for a focused web-research helper: two research workflows plus a model discovery utility. It is slightly minimal, but there is no obvious bloat or unnecessary duplication.

    Completeness3/5

    The server covers single-page analysis and site-scoped search, which are useful core pieces. However, it lacks a general web-search flow or multi-site research capability, so open-ended web research requests would have no obvious tool to use.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues

    Resources