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FinOps AI Copilot MCP Server

by anmolratna
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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 19 tools

    Disambiguation4/5

    Most tools have clearly distinct purposes, especially vendor, wallet, and trend-specific tools. However, getDashboardMetrics and dailySummary overlap noticeably, and several specialized transaction-list tools (failed, pending, large, retried) partially duplicate what findTransactions could accomplish.

    Naming Consistency4/5

    All tool names use camelCase and follow a predictable noun/query pattern like failedTransactions, vendorPerformance, and walletBalance. The main deviation is that some names are verb-led (findTransactionById, getDashboardMetrics) while others are bare nouns or adjectives, which is still readable and consistent in style.

    Tool Count3/5

    At 19 tools, the server is on the heavy side of the typical well-scoped range. The count is justified by the breadth of FinOps analytics, but several specialized transaction-list tools could potentially be consolidated, making the overall surface feel slightly bloated.

    Completeness4/5

    The tool set covers transaction lookup, filtering, vendor and merchant performance, wallet history, daily summaries, and trend analytics—strong coverage for a read-only FinOps copilot. Minor gaps exist, such as no direct refund/chargeback-specific analytics or flexible custom date-range comparisons beyond preset periods.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues

    Resources