FINDING #8119 · UNIT ID 1170158614
GarethManning/education-agent-skills
165 evidence-grounded AI skills for teachers, school leaders and EdTech builders—pedagogy, learning science, curriculum, assessment and regeneration. Claude, Codex and Hermes.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
11% 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
3.30
ACCEL
+0.05
RETENTION
44.4%
PEAK 2026-10-16 · FORK-RETENTION 0.0% · 99 STARS / WINDOW
Author Audience
AUDIENCE
129
FOLLOWERS
41
OWNER ★
884
Engagement Signals
FORKS
122
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 99 / 99 (DIVERSITY 1.00)
Why This Is A Finding
GarethManning/education-agent-skills собрал 99 звёзд за окно, тогда как у автора всего 41 подписчиков — эффективная аудитория ≈ 129. Это даёт surprise-индекс 0.0195 (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 16% OF 9675 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9675 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 16%
VELOCITY3.303.80-0.50ABOVE 44%
RETENTION44.4%20.3%+24.2 PPABOVE 91%
FORKS122138-16ABOVE 47%
SURPRISE0.020.01+0.01ABOVE 71%