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mcp-ad4m

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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

    A3.8/5.0

    Scored across 13 tools

    Disambiguation5/5

    Each tool addresses a distinct operation: status, classification, config, perspective CRUD, link query/write/delete, optimization, stats, and relay messaging. No two tools have overlapping purposes; even similar-sounding tools like recall and stats serve different functions (query vs. summary).

    Naming Consistency4/5

    Most tools follow the ad4m_ prefix with snake_case, but two tools (relay_read, relay_write) use a relay_ prefix instead. This minor inconsistency is clear and does not cause confusion, but it prevents a perfect score.

    Tool Count5/5

    13 tools cover the core AD4M operations: agent management, perspective lifecycle, link manipulation, optimization, statistics, and relay messaging. The count feels well-proportioned for the domain, with no obvious bloat or insufficiency.

    Completeness4/5

    The set covers essential operations: create, read, list, delete for perspectives and links, plus classification, optimization, stats, and relay. Missing are update operations for perspectives or links, but these may be less critical in an immutable or signed-graph context. Minor gap.

    Maintenance

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    ResponsivenessNo issues

    Resources