Rank #464 · on radar since 2026-07-03
witness
Read-only AI code reviewer. Diff in, structured findings out. No write tools, no shell, no network.
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Momentum
42.2
24h–7d–
Why it's ranked
Every score decomposes into published factors — the same math for every tool, paid or not. Read the methodology →
| Velocity (weighted, cohort-normalized) | 0.438 |
| Signal decay | 0.995 |
| Corroboration | 1.000 |
| Quality gate | 1.000 |
Raw signals (30 days)
github · forks0 latest · 2 snapshots
github · stars3 latest · 2 snapshots