Grok 4.7 High leads on quality: 30.0 points higher; Muse control leads on cost and agent time: 57.5× cheaper and 1.4× faster.
Stet score
Grok 4.7 HighRank 4 of 14
63.295% range 52.2–73.230.0 points higher
Muse controlRank 12 of 14
33.295% range 24.3–42.4
Grok 4.7 High solved 4 tasks that Muse control didn’t, and Muse control solved 1 that Grok 4.7 High didn’t. Both solved 9; neither solved 10.
stet-15439c21Passed testsstet-commit-f0caded9Equivalent to the merged fixstet-6f84e978Passed testsstet-commit-f8ae1177Passed testsstet-43493c52Passed testsA task counts as solved when its tests passed or a judge found the fix equivalent to the merged change, as in the leaderboard’s Solved column. Stet score also weighs code quality, so it can order the two differently.
| Task | Grok 4.7 High | Muse control | Solved by |
|---|---|---|---|
stet-3169aefa | Passed tests | Passed tests | Both |
stet-89dfbc27 | Passed tests | Passed tests | Both |
stet-b28f4fe7 | Passed tests | Passed tests | Both |
stet-232b50ba | Passed tests | Passed tests | Both |
stet-5276aa3f | Passed tests | Passed tests | Both |
stet-commit-bbbbae09 | Passed tests | Passed tests | Both |
stet-15439c21 | Passed tests | Failed | Grok 4.7 High only |
stet-66762b4c | Passed tests | Passed tests | Both |
stet-commit-f0caded9 | Equivalent to the merged fix | Failed | Grok 4.7 High only |
stet-commit-5d766dde | Equivalent to the merged fix | Equivalent to the merged fix | Both |
stet-43493c52 | Failed | Passed tests | Muse control only |
stet-6f84e978 | Passed tests | Failed | Grok 4.7 High only |
stet-commit-f8ae1177 | Passed tests | Failed | Grok 4.7 High only |
stet-2450ca2d | Passed tests | Equivalent to the merged fix | Both |
stet-commit-342d0ac0 | Failed | Failed | Neither |
stet-commit-60a0e6c2 | Failed | Failed | Neither |
stet-commit-5e075641 | Failed | Failed | Neither |
stet-commit-2826765e | Failed | Failed | Neither |
stet-commit-a8716b88 | Failed | Failed | Neither |
stet-commit-30506f8e | Failed | Failed | Neither |
stet-commit-87814583 | Failed | Failed | Neither |
stet-commit-d2ab0c25 | Failed | Failed | Neither |
stet-commit-e41c2e2d | Failed | Failed | Neither |
stet-commit-e928166f | Failed | Failed | Neither |
| Metric | Grok 4.7 High | Muse control |
|---|---|---|
| Rank | 4 of 14 | 12 of 14 |
| Stet score | 63.295% range 52.2–73.2 | 33.295% range 24.3–42.4 |
| Solved | 13/2411 passed, 2 judged equivalent | 10/248 passed, 2 judged equivalent |
| Passed review | 9/24 | 5/24 |
| Matched merged change | 9/24 | 8/24 |
| Cost / task | $5.76 | $0.10 |
| How cost was recorded | estimated from tokens | estimated from tokens |
| Agent time / task | 18.9 min | 13.2 min |
| Ran in | Daytona sandbox | local Docker |
The leaderboard’s readings on groups of tasks. Each group holds fewer tasks than the overall standings, so treat these as leads to test on your repo.
11 tasks
11 tasks whose merged change was 2–149 lines in 1–2 files. The 7 small fixes below are among them.
Both matched the merged change on 7 of 11.
Grok 4.7 High passed review more often: 7 of 11 to Muse control’s 5.
| Grok 4.7 High | Muse control | |
|---|---|---|
| Matched merged change | 7/11 | 7/11 |
| Passed review | 7/11 | 5/11 |
| Cost / task | $2.35 | $0.03 |
| Agent time / task | 8.8 min | 4.3 min |
7 tasks
7 tasks whose instructions start with “Fix”. Their merged changes were 4–29 lines in 1–2 files.
Both matched the merged change on 4 of 7.
| Grok 4.7 High | Muse control | |
|---|---|---|
| Matched merged change | 4/7 | 4/7 |
| Passed review | 4/7 | 4/7 |
| Cost / task | $1.85 | $0.03 |
| Agent time / task | 8.1 min | 4.3 min |
13 tasks
13 tasks whose merged change ran over 150 lines or more than 3 files: 113–1,420 lines in 2–19 files.
Grok 4.7 High matched the merged change more often: 2 of 13 to Muse control’s 1.
| Grok 4.7 High | Muse control | |
|---|---|---|
| Matched merged change | 2/13 | 1/13 |
| Passed review | 2/13 | 0/13 |
| Cost / task | $8.64 | $0.16 |
| Agent time / task | 27.5 min | 20.8 min |
Stet replays your merged PRs, scores quality above pass/fail, and delivers comparison reports through your agent.
Run it on your repocompare-n24-r3b.