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Alternatives to agent-kernel-mcp

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    Related Servers

    • A
      license
      Not graded
      quality
      A
      maintenance
      Enables compatible agents to call registered local tools and read resources through one stdio server, including harness preparation, knowledge search and document management, memory retention/recall, correction proposals, advisory decisions, tool/skill discovery, and log/source inspection.
      2
      Apache 2.0
    • F
      license
      Not graded
      quality
      B
      maintenance
      Enables MCP clients such as Claude Desktop or Claude Code to drive the local daemon through stdio, listing agents and sessions, running agents, and reporting costs.
      -
    • F
      license
      Not graded
      quality
      C
      maintenance
      Connects agents to Consail over local stdio, providing read-only, allowlisted tools to inspect environments, catalogs, datasets, actions, and validate pipelines without exposing database credentials or secret APIs.
      -

    TDQS

    B3.4/5.0

    Scored across 12 tools

    Disambiguation4/5

    Most tools clearly target distinct resources and actions, such as projects, assignments, runs, and health. The only mild ambiguity is between ak_nudge and ak_scheduler_tick, since both can trigger executor work, but their descriptions clarify the difference.

    Naming Consistency3/5

    All tools share a consistent ak_ prefix and snake_case style, which helps readability. However, the set mixes verb_noun names like ak_list_projects with noun-only names like ak_health, ak_attention, and ak_me, so the pattern is not fully uniform.

    Tool Count5/5

    12 tools is well within the ideal range and each tool serves a distinct operational area of the agent-kernel domain. The count feels appropriately scoped without redundancy or obvious bloat.

    Completeness3/5

    The surface covers listing and reading projects, assignments, and runs, plus scheduler and executor actions. Notable gaps include no way to update executor settings, cancel or retry runs, or get a single assignment by id, which limits full control-plane coverage.

    Maintenance

    ActivitySlowing
    ResponsivenessNo issues