FINDING #4133 · UNIT ID 1160558554
Auriti-Labs/geo-optimizer-skill
Open-source Answer Engine Optimization (AEO) & Generative Engine Optimization (GEO) toolkit — audit, optimize & track whether ChatGPT, Perplexity, Gemini & Google AI Overviews cite your site. AI SEO / LLM SEO. CLI, Python, MCP, Astro.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
89% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S1b · REPO PREDATES ITS OWNER ACCOUNT (TRANSFERRED / RE-CREATED)
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
5.86
ACCEL
-0.13
RETENTION
6.6%
PEAK 2026-04-28 · FORK-RETENTION 0.0% · 527 STARS / WINDOW
Author Audience
AUDIENCE
147
FOLLOWERS
12
OWNER ★
614
Engagement Signals
FORKS
71
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 527 / 527 (DIVERSITY 1.00)
Why This Is A Finding
Auriti-Labs/geo-optimizer-skill собрал 527 звёзд за окно, тогда как у автора всего 12 подписчиков — эффективная аудитория ≈ 147. Это даёт surprise-индекс 0.0313 (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 35% 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 35%
VELOCITY5.863.99+1.86ABOVE 64%
RETENTION6.6%17.1%-10.6 PPABOVE 18%
FORKS7190-18ABOVE 43%
SURPRISE0.030.01+0.02ABOVE 80%