FINDING #4023 · 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?)
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
Growth Telemetry
VELOCITY /D
15.05
ACCEL
+0.39
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 0.0188 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 32% OF 5944 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5944 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 32%
VELOCITY15.053.29+11.76ABOVE 89%
RETENTION14.4%11.3%+3.0 PPABOVE 59%
FORKS23199+132ABOVE 73%
SURPRISE0.020.01+0.01ABOVE 72%