FINDING #4339 · UNIT ID 1267442907
Forward-Future/loopy
A library of practical AI-agent loops and an installable skill for finding, adapting, and designing repeatable agent workflows.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
100% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S4 · MORE WINDOW STARS THAN LIVE STARS (PURGED FAKES?)
S5 · PREDATES WINDOW, YET HALF+ OF ALL ITS STARS LANDED IN IT
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
Growth Telemetry
VELOCITY /D
90.30
ACCEL
-5.63
RETENTION
14.4%
PEAK 2026-06-23 · FORK-RETENTION 0.0% · 2,709 STARS / WINDOW
Author Audience
AUDIENCE
761
FOLLOWERS
91
OWNER ★
2,894
Engagement Signals
FORKS
231
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 2,709 / 2,709 (DIVERSITY 1.00)
Why This Is A Finding
Forward-Future/loopy собрал 2,709 звёзд за окно, тогда как у автора всего 91 подписчиков — эффективная аудитория ≈ 761. Это даёт surprise-индекс 0.11 (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 31% OF 6295 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6295 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 31%
VELOCITY90.304.23+86.07ABOVE 97%
RETENTION14.4%29.4%-15.0 PPABOVE 20%
FORKS23192+139ABOVE 72%
SURPRISE0.110.01+0.10ABOVE 97%