OmniCouncil – zero-API-cost local Mixture-of-Agents desktop app for Mac
Native macOS app that asks Claude, Gemini and Codex at once via their official CLIs (using subscriptions you already pay for); they answer independently or debate, and a judge model returns one verdict with a measured consensus score.
Why it matters
Multi-model consensus with zero per-token billing — it drives the vendors' official CLIs with your existing sign-ins instead of burning API keys.
What you could build with it
An independent researcher could route each technical hypothesis through OmniCouncil's judge mode, getting Claude, Gemini and Codex to cross-check claims against subscriptions they already pay for; the concrete result is cheaper, auditable second opinions on papers or code with visible disagreement instead of one confident answer.
Does it hold up?
Too early to judge — 0 stars, repo created 2026-10-02. macOS-only PySide6 app; requires existing Claude/Codex/Gemini CLI subscriptions and the README warns provider ToS differ for this kind of use. Judge mode anonymizes and shuffles worker answers, and low-confidence or zero-consensus verdicts trigger a second review by a different vendor's model.
Learn more
First spotted on github: source.
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