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molmcp

by MolCrafts
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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

    B3.4/5.0

    Scored across 9 tools

    Disambiguation4/5

    The main exploration tools are explicitly layered (packages/outline/open), and info/list_planes/route are separated by role. Search, suggest, and compose have closely related purposes, but their descriptions distinguish ref-finding, package-page recommendation, and bundling, so an agent can usually select the right one.

    Naming Consistency2/5

    Tool names mix bare nouns (info, packages, outline, open) with verbs (compose, search, suggest, route) and one snake_case verb_phrase (list_planes). There is no consistent verb_noun convention or common prefix, making the surface feel ad hoc despite the underlying hierarchy.

    Tool Count5/5

    Nine tools is well within the ideal scope for a server of this complexity. Each tool has a distinct function in the discovery, search, composition, health, and routing workflow, with no obvious redundancy.

    Completeness4/5

    The browse (packages/outline/open), search, suggest, compose, health, and plane-routing flows form a complete read-only discovery workflow. The only minor gap is the lack of a raw package/registry detail view beyond info and open, but agents can still accomplish the core task.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues

    Resources