FINDING #4033 · UNIT ID 1131388506
kdlbs/kandev
AI Kanban & Development Environment. Orchestrate multiple agents, review changes, open PRs. Multi-provider, self-hostable, no telemetry.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
89% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S1a · OWNER ACCOUNT AND REPO CREATED SAME DAY
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
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
4.39
ACCEL
-0.03
RETENTION
15.3%
PEAK 2026-05-02 · FORK-RETENTION 0.0% · 395 STARS / WINDOW
Author Audience
AUDIENCE
94
FOLLOWERS
3
OWNER ★
442
Engagement Signals
FORKS
60
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 395 / 395 (DIVERSITY 1.00)
Why This Is A Finding
kdlbs/kandev собрал 395 звёзд за окно, тогда как у автора всего 3 подписчиков — эффективная аудитория ≈ 94. Это даёт surprise-индекс 0.0329 (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 37% OF 6380 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6380 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 37%
VELOCITY4.393.99+0.39ABOVE 53%
RETENTION15.3%17.1%-1.8 PPABOVE 46%
FORKS6090-29ABOVE 38%
SURPRISE0.030.01+0.02ABOVE 82%