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mumo

Runs one chat across several AI models so you can add others mid-thread and compare their answers side by side.

Actively maintained

AgentsEvaluationChat assistantFree tier
mumo.chat ↗XGitHubLinkedIn
Open mumo.chatAlternativesSet it up for my teamIs mumo yours? Claim the card →
At a glanceswept Oct 20, 2026

not read yet

Use

For
people who want second opinions from several AI models on questions where the answer really matters
Activity
Actively maintainedrelease 7 weeks ago · site updated 7 days ago
Company
Sourced LLC · Domain since 2026privacy policy · domain registered
Used for
  • compare answers from several AI models side by side
  • stress-test a pricing decision before a client call
  • check a travel plan against other models' suggestions
Worth knowingcomputed from what we read · each with its source
Your datawhat they publish, each line with its page · read Oct 23, 2026

“Account and billing data is never used to improve models, never included in any dataset, and never sold.”

privacy policy ↗

These are mumo's own statements, read from its pages. We did not audit them. A line that is missing was not found on the pages we read; it does not mean the practice is absent.

How a program reaches itfound, not claimed · read Oct 23, 2026

MCP server details →

This card as JSON, for your agent →

Each line is something a program found when it went looking: the registry entry, the server's own answer, a spec that parses. A missing line means we did not find it, not that it does not exist.

Alternatives in Agentsby use, among tools still maintained

Figure and bar: visits/mo, estimate · year: online since

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Three tools from the Atlas for the job you describe, each with what fits and what does not.

From people who use itnot part of the reading

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Questions this page answers
  • What is mumo?

    Runs one chat across several AI models so you can add others mid-thread and compare their answers side by side. It is listed in the Atlas under Agents and made by Sourced LLC.

  • Who is mumo for?

    people who want second opinions from several AI models on questions where the answer really matters

  • Do people use mumo?

    Little sign of use.

  • Is mumo still maintained?

    Actively maintained: release 7 weeks ago · site updated 7 days ago.

  • Who owns mumo?

    mumo is run by Sourced LLC, per its privacy policy (2026-10-23).

  • Does mumo train AI on your data?

    No, per its privacy policy (2026-10-23): “Account and billing data is never used to improve models, never included in any dataset, and never sold.”

  • Is mumo safe?

    We do not audit vendors. What mumo publishes, read 2026-10-23: on training with your data, “Account and billing data is never used to improve models, never included in any dataset, and never sold.”.

  • What are alternatives to mumo?

    In Agents, by use: Writingmate, Future AGI, Whizi, CrowdAI, Pacing Tools, Elfsight.

How we read a tool

No votes, no reviews, no vendor claims. Every week a crawler reads each tool's own site and a few public registries, and the words on the card are bands over what it read.

  • Use: visits to the site (estimated), installs from npm and PyPI, presence in Chrome's usage report.
  • Activity: the newest release on GitHub, npm or PyPI; the newest dated page on the site; open roles on a public jobs board.
  • Price: the vendor's own pricing page, read with the date. A figure is printed only when it is on that page.
  • The line and the use cases are written by us from the homepage, one tool at a time, and refused when they repeat the vendor's marketing.

How AI assistants read each site — the reading vendors ask us about — is on each tool's own visibility page.

How we read every tool → · By INITE Atlas Desk