FINDING #3519 · UNIT ID 1198251684
H-mmer/pentest-agents
Bug bounty agent framework for Claude Code, Codex, Gemini, Cursor, Windsurf, Copilot, and OpenClaw — 48 agents, 26 commands, 19 CLI tools, 2 MCP servers, autonomous hunt loops, exploit chain builder.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
100% 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
8.51
ACCEL
-0.17
RETENTION
4.0%
PEAK 2026-05-17 · FORK-RETENTION 0.0% · 766 STARS / WINDOW
Author Audience
AUDIENCE
120
FOLLOWERS
43
OWNER ★
773
Engagement Signals
FORKS
152
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 766 / 766 (DIVERSITY 1.00)
Why This Is A Finding
H-mmer/pentest-agents собрал 766 звёзд за окно, тогда как у автора всего 43 подписчиков — эффективная аудитория ≈ 120. Это даёт surprise-индекс 0.0531 (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 45% 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 45%
VELOCITY8.513.99+4.52ABOVE 74%
RETENTION4.0%17.1%-13.1 PPABOVE 9%
FORKS15290+63ABOVE 64%
SURPRISE0.050.01+0.04ABOVE 94%