據 AlphaMoat 統計,截至 2026-09,Chrome 外掛 No API LLM Council 使用者數為 12,在全部 10,223 款 AI 瀏覽器外掛中排名第 9,195 位,在「通用 AI」分類(2,615 款)中排名第 2,362 位。
Runs a 3-stage council debate across ChatGPT, Claude, and Gemini by driving their web UIs. No API keys, no background calls. No API LLM Council turns ChatGPT, Claude, and Gemini into a panel of experts that debate your question and hand you a single, better-reasoned answer — with no API keys, no subscriptions beyond the ones you already have, and no data ever sent to a third-party server.
Instead of asking one model and hoping it's right, the Council runs a structured 3-stage debate:
① First Opinions — Your prompt is sent to each model in its own browser tab. Every model answers independently, without seeing the others.
② Anonymized Peer Review — Each model is shown the other answers (with the authors hidden) and asked to critique and rank them. Anonymizing the responses keeps a model from favoring its own answer or deferring to a "big name."
③ Chairman's Synthesis — A designated model reads the full debate and produces one consolidated final answer that reflects the strongest reasoning from the whole panel.
You see every stage in the side panel, so you can follow the reasoning, not just the verdict.
Why you'll want it • Cross-checks a single model's blind spots — great for research, coding, writing, and important decisions. • Uses the accounts you already have. No API billing, no rate-limit surprises. • Everything happens in your own browser tabs, driving the same web UIs you use by hand.
Privacy first • No API keys and no background calls to AI providers — the extension only automates the official ChatGPT, Claude, and Gemini web pages in your browser. • Access is strictly limited to those provider domains. The extension cannot read or touch any other site. • Your prompts and the models' responses stay on your machine.
Requirements You need to be signed in to ChatGPT, Claude, and Gemini in the same browser. The extension works by automating those sites, so provider layout changes may occasionally require an update.
Credits Inspired by and adapted from Andrej Karpathy's open-source "llm-council" project. This extension ports that concept to a no-API, browser-driven Chrome extension.
Read pages and carry out browser tasks with Claude, while retaining control over its actions
+ 對比ChatGPT for Chrome lets the assistant control the browser, automate tasks, and answer questions on any page.
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+ 對比Monica is an all-in-one AI assistant in the browser, combining chat, research, writing, translation, search and image creation behind one shortcut.
+ 對比YouTube Summary with ChatGPT & Claude turns long videos, web articles and PDFs into short summaries so you can skip the parts you do not need.
+ 對比資料月份:2026-09 · 使用者數與評分來自 Chrome 應用商店公開資料,按月聚合更新。口徑說明見資料方法。