FINDING #6955 · UNIT ID 1179051514
yuelinou999/idempotent-pipeline-demo
A demo project for idempotent pipeline design, duplicate prevention, and retry-safe processing.
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
S6 · OWNER HAS ALMOST NO FOLLOWERS 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
1.43
ACCEL
-0.29
RETENTION
40.0%
PEAK 2026-07-11 · FORK-RETENTION 0.0% · 10 STARS / WINDOW
Author Audience
AUDIENCE
22
FOLLOWERS
0
OWNER ★
224
Engagement Signals
FORKS
0
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 10 / 10 (DIVERSITY 1.00)
Why This Is A Finding
yuelinou999/idempotent-pipeline-demo собрал 10 звёзд за окно, тогда как у автора всего 0 подписчиков — эффективная аудитория ≈ 22. Это даёт surprise-индекс 0.0229 (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 1% OF 6993 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6993 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 1%
VELOCITY1.433.71-2.29ABOVE 0%
RETENTION40.0%32.1%+7.9 PPABOVE 65%
FORKS093-93ABOVE 0%
SURPRISE0.020.01+0.01ABOVE 74%