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Benchmarks

Mel on Terminal-Bench 2.0: 46 of 89 tasks.

Mel v0.1.62 on Auto Balanced passed 46 of the 89 tasks in Terminal-Bench 2.0, with one try per task. That is 52%. This is our own run, not a score on the official leaderboard.

Self-reported. Run on October 24 and 25, 2026.

The result

46 of 89 tasks passed

52%

Mel passed 46 of the 89 tasks. With one try per task, the 95% range is 41% to 62%.

One try per task

Each task ran once. A task counts as passed only when the task's own tests passed.

The setup

How the run was set up

Benchmark

Terminal-Bench 2.0, all 89 tasks, run with the Harbor harness, version 0.23.0.

Mel version

Mel v0.1.62, run headless, with no person at the keyboard to answer it.

Mode

Auto Balanced, on Mel's live service.

Time limits

Each task kept its own time limits. The run set no timeout multiplier.

Two batches

49 tasks ran on October 24 and passed 27. The other 40 ran on October 25 and passed 19.

Not passed

The 43 tasks Mel did not pass

  • 13 ran out of time.
  • 28 finished with a result the task's tests marked wrong.
  • 2 could not be graded: a package server the test setup needed answered "not found", so no test ran.

A second run

Auto Genius on the 43 that Balanced missed

We then ran the 43 tasks that Auto Balanced did not pass once more, on Auto Genius, with one try each. Auto Genius passed 21 of those 43.

This is a separate run of a different mode on part of the set. It is not a score for Auto Genius on all 89 tasks, and we do not add it to the Balanced score.

How to read it

A self-reported number

The official Terminal-Bench 2.0 leaderboard is not taking new entries now, and it asks for at least five tries per task. Our run used one try per task, so it is not a leaderboard score.

We state the version, the mode and the setup so you can read the number for what it is.

Get started

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The terminal is free to download. The agent is free on your own provider key.