Methodology
What the results mean
The score and benchmark outcomes come from local checks and task verifiers. Public results are still self-reported, so sample sizes and limitations matter.
Scoring formula
Scoring version 1 gives each applicable check its weight as the maximum contribution. A pass earns its full weight and adds that full weight to the possible total. A warn earns and adds half its weight. A fail earns zero and adds the full weight. Not-applicable checks are excluded from both totals.
Score = Math.round(100 × earned ÷ possible). When possible is zero, the score is 0 and the grade is D.
90–100
75–89
60–74
0–59
Check weights
Each check contributes its displayed share of the total possible weight when applicable.
| Check | Category | Weight | Share |
|---|---|---|---|
| Package manager lockfile | setup | 5 | 10.4% |
| Environment variable example | setup | 3 | 6.3% |
| Node.js version pinned | setup | 3 | 6.3% |
| Test script | verification | 5 | 10.4% |
| Tests pass | verification | 5 | 10.4% |
| Build script | verification | 4 | 8.3% |
| Test files exist | verification | 4 | 8.3% |
| Lint script | verification | 3 | 6.3% |
| Typecheck script | verification | 3 | 6.3% |
| Installation documented | docs | 4 | 8.3% |
| Contributor or agent guidance | docs | 2 | 4.2% |
| Continuous integration config | hygiene | 3 | 6.3% |
| Formatter configuration | hygiene | 2 | 4.2% |
| Useful .gitignore | hygiene | 2 | 4.2% |
| Total | 48 | 100% |
- Package manager lockfilesetupWeight 510.4%
- Environment variable examplesetupWeight 36.3%
- Node.js version pinnedsetupWeight 36.3%
- Test scriptverificationWeight 510.4%
- Tests passverificationWeight 510.4%
- Build scriptverificationWeight 48.3%
- Test files existverificationWeight 48.3%
- Lint scriptverificationWeight 36.3%
- Typecheck scriptverificationWeight 36.3%
- Installation documenteddocsWeight 48.3%
- Contributor or agent guidancedocsWeight 24.2%
- Continuous integration confighygieneWeight 36.3%
- Formatter configurationhygieneWeight 24.2%
- Useful .gitignorehygieneWeight 24.2%
- Total weight: 48 · 100%
Benchmark task design and verification
Each benchmark task defines objective pass, partial, and fail criteria and verifies the working result locally. At omot bench start, each task checks its own preconditions; task-specific baseline scripts may run and their exit codes are recorded. Some tasks require a clean working tree or a passing baseline test. During verification, a script failure already present at baseline is not counted, unless that script is the task's explicit target.
Every verification attempt is appended to the run, and the report records the number of attempts. Changing a task's prompt.md or verify.ts requires a version bump; aggregates count only reports for the current task version.
- dep-patch-bump
Version 6
- add-unit-test
Version 8
- fix-lint-rule
Version 5
- a11y-img-alt
Version 2
- ts-strict-file
Version 2
- fix-failing-test
Version 3
Limits of self-reported data
Verification runs on the submitter's machine. Agent name and version, model, human corrections, and minutes are reported claims, not independently observed measurements. Forged or misleading reports are possible. Ingest validates a strict schema and applies rate limits, and maintainers can remove report lines from the dataset.
See the privacy and report data detailsKnown biases
- People choose whether to submit, and successful runs may be more likely to be reported.
- Submitters choose which repositories and tasks to run.
- Agent versions change over time.
- Small samples can move rates substantially.
- Readiness bands are confounded by the repository's stack and type; they do not establish that readiness caused an outcome.
- Human minutes are self-estimated.
- The current task set is small and focused on JavaScript and TypeScript repositories.
Minimum sample and ranking
A cell with fewer than 5 reports is shown as Not enough data yet. Unknown agents are grouped as Other and are never ranked. Among named agents that meet the minimum sample, ordering uses pass rate; sample size is always shown.
Explore results