Can you run multiple AI tools as one coordinated team?

A developer who subscribes to several AI services — z.ai, OpenCode, Codex, and Google — is frustrated by constantly switching between tools and profiles in Claude Code. As a workaround, they wrote scripts to point multiple AI models at the same file and then manually review each model's output, but the process is clunky.

What they really want is a single place to manage all their , assign tasks to each AI like handing out tickets to a team, and let the models discuss ideas with each other. No perfect solution has been found yet, and they are considering building a simple IDE themselves while asking the community if something like this already exists.

Key points

  • One developer uses Claude Code, Codex, Gemini, and others simultaneously but hates switching between them
  • A DIY CLI script workaround lets multiple models work on the same file, but reviewing each output manually is tedious
  • The ideal tool would assign tasks to each AI and let them brainstorm together in a shared workspace
  • No off-the-shelf product fully covers this use case yet, prompting the idea of building a custom IDE
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