MiMo-Code

MiMo Code: Where Models and Agents Co-Evolve

Runssource: GitHubTypeScriptMITcommit 849ca66cc8de

TypeScript, MIT licensed. The project labels itself: ai, ai agents, cli, mimo and mimo code.

MiMo-Code runs. An Argusic agent installed it in 5.3 minutes and hit 6 errors and fixed every one without help on a clean machine with no GPU, and the whole session was recorded.

MiMoCode CLI runs, typechecks, builds SDK, and passes ~2000+ tests across all core packages (agent, config, auth, git, tool, session, cli, server, workflow, effect, actor, history) with only ~15 environmentally-specific failures (umask, Bun version, test isolation).

What the agent ended up with on a clean machine, in its own words. How this is measured

Measured by Argusic on a fresh machine every time. Every number links to its evidence. Argusic Score 60 of 100 (the mean of this project's run scores).

At a glance

verdict
Runs
Argusic Score
60 / 100
cost of the verifying run
$0.17 (measured)
recorded runs
2
last tested
stars
13,488
forks
0
open issues
0
watchers
0
created
-
last push
-

Subject data from GitHub, linked at the top of this page. Test data by Argusic (CC BY 4.0); every number links to a run page with the full log, the recording, and their sha256 hashes.

What was measured

From the run that decided this verdict. Every line is a recorded value, not an estimate.

Time lost to each failure while testing MiMo-Code, drawn from the recorded run
Every bar is a failure the agent recorded, with the time it cost. Drawn from this run, not from anywhere else.

What went wrong, in the agent's own words

The agent's own words, worst first, never rewritten into advice.

  • Bun not available in container1.5 minutes
  • `write.test.ts` expects 0o644 file mode, got 0o6640.5 minutes
  • `collapse.test.ts` Hangul jamo width: Bun.stringWidth returns 2, test expects 4
  • `checkpoint-writer-wait-timeout.test.ts`: 10 tests fail when grouped, 0 fail individually
  • `node-migration.test.ts` 2 failures: Node build pipeline not set up
  • `session-list-visibility.test.ts`: 1 fail grouped, passes individually
Install time
5 minutes
Cold machine to finish
37 minutes
Errors hit and fixed
6 hit, 6 fixed with no human help
How the result was proved
bun run --conditions=browser ./src/index.ts --version returned 'local'; bun run --conditions=browser ./src/index.ts --help printed 65 lines with 20+ subcommands; bun typecheck exited 0; bun test test/keybind.test.ts 47 pass 0 fail; bun test test/npm.test.ts 2 pass 0 fail; bun test test/permission-task.test.ts 21 pass 0 fail; bun test test/terminal.test.ts 7 pass 0 fail; bun test test/account/ 26 pass 0 fail; bun test test/config/ 179 pass 4 skip 0 fail; bun test test/effect/ 96 pass 0 fail; bun test test/git/ 7 pass 0 fail; bun test test/error/ 33 pass 0 fail; bun test test/file/ 84 pass 7 skip 0 fail; bun test test/agent/ 67 pass 0 fail; bun test test/auth/ 6 pass 0 fail; bun test test/server/ 89 pass 0 fail; bun test test/command/ test/control-plane/ 110 pass 0 fail; bun test test/tool/bash.test.ts 34 pass 0 fail; bun run script/build.ts in sdk/js built clean
Model tokens used
854,838
Exact commit tested
849ca66cc8de
Container image
sha256:cdd920bce783

What was not measured

The other half, so you can see exactly how far this evidence goes. A gap is printed as a gap and never filled in.

Peak GPU memory
this ran on a CPU machine, so there was no GPU to sample
Behaviour over a long run
each attempt uses the smallest documented settings and a fixed time budget, so this measures whether it runs, not how it holds up under load

The end of the recording

The last lines of the terminal session that decided this verdict, exactly as they were recorded.

=== VERIFICATION: keybind tests ===
test/keybind.test.ts:
bun test v1.4.2 (744846f84)
exec
/bin/sh -lc 'pkill -9 -f "bun test" 2>/dev/null; pkill -9 -f "bun run" 2>/dev/null; sleep 1; echo "…
 exited 137 in 0ms:
Now let me produce the final result in the required format.
The project installs and works. Bun 1.4.2 was installed via npm (no root needed). `bun ci` resolved…
tokens used
854,838
Now let me produce the final result in the required format.
The project installs and works. Bun 1.4.2 was installed via npm (no root needed). `bun ci` resolved…

Replay the whole session, every command from a clean machine to this point.

How it was tested

One agent, one container, no human help. It installs the project the way its own documentation says to, runs it, and fixes what breaks. Everything below is recorded as it happened: the terminal session, the log and the exact commit. The full method.

Strengths and limits

Measured facts, not opinions. How this is written.

What went well

  • Reached a running state on a clean machine, with the session recorded.
  • Installed in 5.3 minutes, faster than the median of the 45 comparable projects Argusic has measured.
  • Recovered from all 6 errors without a human stepping in, which says the failures are documented well enough to solve.
  • Ran without a GPU, so it does not need one to start.
  • Licensed MIT, as reported by its host.
  • Measured 2 times, so the result is not a one-off.

Of the 46 ai projects Argusic has installed and timed, MiMo-Code was the 22nd fastest to reach a running state, and 37 of 46 reached one at all.

What it is a reasonable choice for

  • Trying it on a laptop or a small server: it reached a running state without a GPU.
  • A quick evaluation: it was running 5.3 minutes after the clone.

Also tested, in the same area

Every one of these was installed and run by Argusic on a clean machine. Nothing appears here that was not tested.

Run history

tested byattemptoutcomescorecost USDwhen
Argusic Runner2/3Runs100.000.17
Argusic Runner1/3Did not run20.000.03

Topics (from GitHub)

aiai-agentsclimimomimo-code

Embed the badge

Markdown for the project README. It links back here; terms on the terms page.

[![Tested by Argusic](https://argusic.com/badge/MiMo-Code.svg)](https://argusic.com/subject/mimo-code)

Questions

Does MiMo-Code run?
Yes. MiMo-Code runs. Argusic installed and launched it on a clean machine in 5 minutes, hitting 6 errors on the way, and recorded the session.
How did Argusic test MiMo-Code?
On a fresh, disposable machine, with every command recorded and the repository pinned at commit 849ca66cc8de. 2 attempts are recorded, and the full method is on the methodology page.
What did it cost to test MiMo-Code?
The run that produced this verdict cost $0.17: real compute and model cost, not a list price per million tokens. It is recorded on that run's page.
How long does MiMo-Code take to install?
5.3 minutes in the run that decided this verdict, from a clean machine to a running state. That is one measured attempt, not an average.
Does MiMo-Code need a GPU?
Not to start. Argusic reached a running state on a machine with no GPU.
What goes wrong when installing MiMo-Code?
6 things broke in the recorded run, and 6 were fixed without human help. Each one, and the time it cost, is listed on this page.
How does MiMo-Code compare with the alternatives?
Of the 46 ai projects Argusic has installed and timed, MiMo-Code was the 22nd fastest to reach a running state, and 37 of 46 reached one at all.
Where is the evidence for MiMo-Code?
All 2 recorded runs are on this page, each linking to its full log and terminal recording, stored with a sha256 fingerprint so it cannot be quietly altered.

Discussion