FINDING #3582 · UNIT ID 1196527539
Mibayy/token-savior
The MCP server that turns Claude into the only coding agent hitting 100% on a real benchmark. -77% active tokens, -76% wall time, 0 losses across 96 tasks on Claude Opus 4.7. Structural code navigation + persistent memory. Works with every MCP client.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
71% 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
8.41
ACCEL
-0.28
RETENTION
9.0%
PEAK 2026-04-19 · FORK-RETENTION 0.0% · 757 STARS / WINDOW
Author Audience
AUDIENCE
133
FOLLOWERS
25
OWNER ★
1,081
Engagement Signals
FORKS
89
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 757 / 757 (DIVERSITY 1.00)
Why This Is A Finding
Mibayy/token-savior собрал 757 звёзд за окно, тогда как у автора всего 25 подписчиков — эффективная аудитория ≈ 133. Это даёт surprise-индекс 0.0486 (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 44% 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 44%
VELOCITY8.413.99+4.42ABOVE 74%
RETENTION9.0%17.1%-8.1 PPABOVE 27%
FORKS8990-0ABOVE 50%
SURPRISE0.050.01+0.04ABOVE 93%