FINDING #8841 · UNIT ID 1323663794
robonuggets/gauntlet-loop
Turn any goal into a short prompt that makes your agent set a real quality bar, run builder and critic pairs, compare blind, and loop until it wins.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
5% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S10 · DEAD CODE, ZERO CONTRIBUTORS, YET STARS KEEP DRIPPING
Growth Telemetry
VELOCITY /D
7.43
ACCEL
-0.68
RETENTION
40.5%
PEAK 2026-10-09 · FORK-RETENTION 0.0% · 52 STARS / WINDOW
Author Audience
AUDIENCE
796
FOLLOWERS
492
OWNER ★
3,035
Engagement Signals
FORKS
92
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 52 / 52 (DIVERSITY 1.00)
Why This Is A Finding
robonuggets/gauntlet-loop собрал 52 звёзд за окно, тогда как у автора всего 492 подписчиков — эффективная аудитория ≈ 796. Это даёт surprise-индекс 0.00889 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 9% OF 9747 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9747 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 9%
VELOCITY7.433.57+3.86ABOVE 71%
RETENTION40.5%33.3%+7.1 PPABOVE 61%
FORKS92104-12ABOVE 47%
SURPRISE0.010.01+0.00ABOVE 51%