FINDING #7964 · UNIT ID 1173838343
pikpikcu/airecon
AIRecon is an autonomous cybersecurity agent that combines a self-hosted Large Language Model (Ollama) with a Kali Linux Docker sandbox and a Textual TUI. It is designed to automate security assessments, penetration testing, and bug bounty reconnaissance — without any API keys or cloud dependency.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
13% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S10 · DEAD CODE, ZERO CONTRIBUTORS, YET STARS KEEP DRIPPING
Growth Telemetry
VELOCITY /D
17.86
ACCEL
+9.43
RETENTION
61.2%
PEAK 2026-08-09 · FORK-RETENTION 31.6% · 125 STARS / WINDOW
Author Audience
AUDIENCE
840
FOLLOWERS
601
OWNER ★
2,391
Engagement Signals
FORKS
156
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 125 / 125 (DIVERSITY 1.00)
Why This Is A Finding
pikpikcu/airecon собрал 125 звёзд за окно, тогда как у автора всего 601 подписчиков — эффективная аудитория ≈ 840. Это даёт surprise-индекс 0.0203 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 31.6% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.
Related Findings
RANKS ABOVE 18% OF 9721 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9721 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 18%
VELOCITY17.863.43+14.43ABOVE 88%
RETENTION61.2%32.1%+29.1 PPABOVE 90%
FORKS156130+26ABOVE 54%
SURPRISE0.020.01+0.01ABOVE 76%