FINDING #602 · UNIT ID 1294974964
theteatoast/local-vuln-research-pipeline
Fully local vulnerability research pipeline - 14B code-specialized LLM reviews every source file exhaustively.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
9% 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
S9 · CREATED JUST BEFORE WINDOW, STARS INVISIBLE IN ARCHIVE
Growth Telemetry
VELOCITY /D
13.00
ACCEL
0.00
RETENTION
0.0%
PEAK 2026-07-14 · FORK-RETENTION 0.0% · 13 STARS / WINDOW
Author Audience
AUDIENCE
40
FOLLOWERS
23
OWNER ★
166
Engagement Signals
FORKS
20
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 13 / 13 (DIVERSITY 1.00)
Why This Is A Finding
theteatoast/local-vuln-research-pipeline собрал 13 звёзд за окно, тогда как у автора всего 23 подписчиков — эффективная аудитория ≈ 40. Это даёт surprise-индекс 0.16 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 0.0% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 21% OF 766 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 766 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.01-0.01ABOVE 21%
VELOCITY13.0016.00-3.00ABOVE 41%
RETENTION0.0%0.0%0.0 PPABOVE 0%
FORKS2035-15ABOVE 36%
SURPRISE0.160.09+0.07ABOVE 73%