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    MCP

    MCP media tools for agents

    Give agents structured entry points for images and video without shell hacks.

    • Predictable tool names for planners
    • Reduced mismatch between CLI experiments and production
    • Easier reviews—logs live next to creative

    Pair with REST for hybrid stacks

    Some steps belong in agents; others belong in microservices—design boundaries explicitly.

    How it works

    1. Read tool schemas

      Map agent capabilities to actual parameters.

    2. Dry-run prompts

      Use cheap tiers before flagship runs.

    3. Promote to scheduled jobs

      Cron or queue workers call the same tools.

    Media tools reference

    Start here

    Run it on Kubeez

    Open the workspace and run it yourself. Kubeez shows the credit cost of a job before you spend anything.