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pipeshub-ai

PipesHub MCP Server

Official

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    TDQS

    A4.7/5.0

    Scored across 7 tools

    Disambiguation5/5

    Each tool targets a distinct operation: search locates records, chat answers grounded questions, get_record_content reads full text/navigates/looks up, download_record fetches original bytes, and agents/directory/sources handle their own domains. The descriptions explicitly cross-reference and warn against misuse, so an agent can reliably select the right tool.

    Naming Consistency3/5

    All tools share the pipeshub_ prefix, but the pattern after it is inconsistent: some are verb_noun (download_record, get_record_content), some are bare verbs (search, chat), and some are bare nouns (agents, directory, sources). This makes names individually readable but not predictably derivable.

    Tool Count5/5

    Seven tools is a well-scoped size for a knowledge retrieval and chat server. Each tool covers a major capability without unnecessary fragmentation, and no tool feels redundant.

    Completeness5/5

    The surface covers the full read-side workflow: discover sources, search, chat with citations, resolve external references, read full content, navigate hierarchy, download files, and look up agents and people. There are no obvious gaps or dead ends for the server's apparent purpose.

    Maintenance

    ActivityActive
    ResponsivenessUnresponsive