FINDING #4199 · UNIT ID 1096085345
NeoLabHQ/context-engineering-kit
Hand-crafted Claude Code Skills focused on improving agent results quality. Compatible with OpenCode, Cursor, Antigravity, Gemini CLI, and others. Includes CodeRabbit open-source alternative.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
1% 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
5.33
ACCEL
-2.50
RETENTION
0.0%
PEAK 2026-10-16 · FORK-RETENTION 69.2% · 16 STARS / WINDOW
Author Audience
AUDIENCE
411
FOLLOWERS
25
OWNER ★
1,806
Engagement Signals
FORKS
185
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 16 / 16 (DIVERSITY 1.00)
Why This Is A Finding
NeoLabHQ/context-engineering-kit собрал 16 звёзд за окно, тогда как у автора всего 25 подписчиков — эффективная аудитория ≈ 411. Это даёт surprise-индекс 0.0118 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 69.2% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.
Related Findings
RANKS ABOVE 16% OF 4978 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 4978 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 16%
VELOCITY5.335.330.00ABOVE 47%
RETENTION0.0%0.0%0.0 PPABOVE 0%
FORKS185346-161ABOVE 39%
SURPRISE0.010.00+0.01ABOVE 65%