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MURAGE

An AI Chief of Staff and a team that does the work. Free and open source, from Ferrox Labs.

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© 2026 Ferrox Labs. Murage is open source under AGPL-3.0.
Features · Loop detection

Know when a bot is going in circles.

If a bot makes the same call with the same inputs again and again in one turn, Murage says so in the chat, so you can stop it before it wastes your time and credits.

Download Murage

Loop detection

  • Counts identical calls: the same tool with the same inputs, in the same turn
  • Flags it at 5, 10 and 20 repeats
  • The note names the call and says the bot may be stuck
  • Every new turn starts a fresh count
  • Nothing to set up

How it works.

  1. Step 1A bot gets stuckIt keeps running the same command or making the same request.
  2. Step 2Murage flags itA line appears in the chat: the same call repeated 5 times, and it may be stuck.
  3. Step 3You decideStop the turn, or let it carry on if the repeats are on purpose.

Good to know.

  • It warns. It does not stop the bot: you press Stop
  • It only catches exact repeats. A bot trying slightly different things each time is not flagged
  • It works from what each engine reports, so it catches some engines’ calls more fully than others

Put it to work.

Start hereRecorded run

Research

Ask a real question. Get one page with sources.

See how it runs

“Should we sell to dental practices? Who would we be up against, what do they charge? One page, with sources. Include a reviewer who checks the sources and marks unsupported claims.”

Dental practices: go or no-go

  • Nine competitors; most charge per chair
  • Break-even at about 40 practices
  • Biggest risk: long sales cycles
  • 23 sources listed so you can check them
DoneThe one-pager is ready, with 23 sources, in the Dental project.

Questions.

How do I stop an AI agent from looping?+

Murage flags a bot that repeats the same call 5, 10 or 20 times in one turn. Stop the turn from the chat.

Does Murage stop a looping bot by itself?+

No. It tells you in the chat and leaves the decision to you.

Is loop detection a spending limit?+

No. It is an early warning. To see what each bot costs, open Settings → Usage.

Works well with.

  • Usage and cost per botSee what each bot is costing you.
  • Approvals and the stop lineSee the action before you approve it.
  • Inbox and menu-bar approvalsEverything that needs you, in one short list.

Give your first job to Murage.

Download the free app, connect the AI you already pay for, and tell your Chief of Staff what needs doing. Plan on about ten minutes from install to a working team.

Free · Download Murage

No account needed · Runs on the AI plan you already pay for