FINDING #4605 · UNIT ID 1241754264
douglasmonsky/codex-usage-tracker
Local-first MCP tools and dashboard for investigating Codex token usage, credits, costs, caching, and thread patterns.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
79% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
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
4.37
ACCEL
-0.13
RETENTION
14.9%
PEAK 2026-06-27 · FORK-RETENTION 0.0% · 131 STARS / WINDOW
Author Audience
AUDIENCE
21
FOLLOWERS
4
OWNER ★
172
Engagement Signals
FORKS
13
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 131 / 131 (DIVERSITY 1.00)
Why This Is A Finding
douglasmonsky/codex-usage-tracker собрал 131 звёзд за окно, тогда как у автора всего 4 подписчиков — эффективная аудитория ≈ 21. Это даёт surprise-индекс 0.0714 (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 27% 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 27%
VELOCITY4.374.23+0.13ABOVE 51%
RETENTION14.9%29.4%-14.5 PPABOVE 21%
FORKS1392-79ABOVE 10%
SURPRISE0.070.01+0.06ABOVE 92%