FINDING #7017 · UNIT ID 1128265334
haddock-development/claude-reflect-system
Continual Learning & Self-improving skills system for Claude Code - learn from corrections, never repeat mistakes
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
45% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
S10 · DEAD CODE, ZERO CONTRIBUTORS, YET STARS KEEP DRIPPING
Growth Telemetry
VELOCITY /D
5.60
ACCEL
+0.93
RETENTION
51.2%
PEAK 2026-08-26 · FORK-RETENTION 73.7% · 168 STARS / WINDOW
Author Audience
AUDIENCE
59
FOLLOWERS
21
OWNER ★
381
Engagement Signals
FORKS
43
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 168 / 168 (DIVERSITY 1.00)
Why This Is A Finding
haddock-development/claude-reflect-system собрал 168 звёзд за окно, тогда как у автора всего 21 подписчиков — эффективная аудитория ≈ 59. Это даёт surprise-индекс 0.0565 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 73.7% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 27% OF 9591 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9591 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 27%
VELOCITY5.603.63+1.97ABOVE 65%
RETENTION51.2%24.8%+26.4 PPABOVE 92%
FORKS43120-77ABOVE 27%
SURPRISE0.060.01+0.05ABOVE 93%