Gowtham-Darkseid/AutoPentestX — GitHub trend

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FINDING #8485 · UNIT ID 1106929732

Gowtham-Darkseid/AutoPentestX

AutoPentestX – Automated Pentesting & Vulnerability Reporting Tool

[ PYTHON ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.00778

ENGAGEMENT0.52

FRESHNESS1.00

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

2.86

ACCEL

-0.89

RETENTION

38.9%

PEAK 2026-08-23 · FORK-RETENTION 0.0% · 20 STARS / WINDOW

Author Audience

AUDIENCE

327

FOLLOWERS

163

OWNER ★

1,642

Engagement Signals

FORKS

293

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 20 / 20 (DIVERSITY 1.00)

Why This Is A Finding

Gowtham-Darkseid/AutoPentestX собрал 20 звёзд за окно, тогда как у автора всего 163 подписчиков — эффективная аудитория ≈ 327. Это даёт surprise-индекс 0.00778 (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 13% OF 9771 FINDINGS

#05MddIdd/mdd-sim-gateway[ PYTHON ]0.41 #08zeenie-ai/OpenCompany[ PYTHON ]0.38 #15litaolemo/xtquant_big_convert[ PYTHON ]0.33 #23917Dhj/DeepPaperNote[ PYTHON ]0.27 #24LBH-123-AI/Comfyui_Minimax_h3_latent_Upscaler[ PYTHON ]0.27

METRICS IN CONTEXT

MEDIAN ACROSS ALL 9771 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 13%

VELOCITY2.863.71-0.86ABOVE 39%

RETENTION38.9%39.3%-0.5 PPABOVE 49%

FORKS29391+202ABOVE 77%

SURPRISE0.010.01-0.00ABOVE 46%