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Altus Commonware Research MCP

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    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 15 tools

    Disambiguation2/5

    Several tools have overlapping purposes: search_implementation, search_code, and search_file all return code snippets, while query and suggestion both accept questions. The factcheck and factcheck_validate tools are distinct stages, but the many code-search tools create ambiguity and potential misselection.

    Naming Consistency3/5

    Most tools follow a verb_noun pattern (list_sources, get_file, search_code), but login, query, and suggestion deviate, and factcheck_validate is a compound verb. This mixed convention is readable but not fully consistent.

    Tool Count4/5

    15 tools is at the upper limit of a well-scoped set. While some tools could be consolidated, the count is appropriate for the server's multi-workflow scope (authentication, querying, implementation search, fact-checking, repo browsing).

    Completeness3/5

    The server covers authentication, NotebookLM queries, implementation suggestions, fact-checking, and repo browsing/searching. However, there is no way to manage reference repositories (add/remove) or to list available NotebookLM documents, and the factcheck workflow forbids using other tools, limiting flexibility.

    Maintenance

    ActivityInactive
    ResponsivenessNo issues

    Resources