FINDING #8368 · 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)
3% 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
3.14
ACCEL
+0.07
RETENTION
28.6%
PEAK 2026-10-11 · FORK-RETENTION 0.0% · 22 STARS / WINDOW
Author Audience
AUDIENCE
126
FOLLOWERS
40
OWNER ★
859
Engagement Signals
FORKS
122
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 22 / 22 (DIVERSITY 1.00)
Why This Is A Finding
GarethManning/education-agent-skills собрал 22 звёзд за окно, тогда как у автора всего 40 подписчиков — эффективная аудитория ≈ 126. Это даёт surprise-индекс 0.0189 (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 14% OF 9747 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9747 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 14%
VELOCITY3.143.57-0.43ABOVE 44%
RETENTION28.6%33.3%-4.8 PPABOVE 42%
FORKS122104+18ABOVE 54%
SURPRISE0.020.01+0.01ABOVE 69%