FINDING #3796 · UNIT ID 1088558237
Orchestra-Research/AI-Research-SKILLs
Comprehensive open-source library of AI research and engineering skills for any AI model. Package the skills and your claude code/codex/gemini agent will be an AI research agent with full horsepower. Maintained by Orchestra Research.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
93% 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
55.46
ACCEL
-0.28
RETENTION
17.1%
PEAK 2026-01-25 · FORK-RETENTION 0.0% · 9,983 STARS / WINDOW
Author Audience
AUDIENCE
2,394
FOLLOWERS
122
OWNER ★
10,752
Engagement Signals
FORKS
798
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 9,983 / 9,983 (DIVERSITY 1.00)
Why This Is A Finding
Orchestra-Research/AI-Research-SKILLs собрал 9,983 звёзд за окно, тогда как у автора всего 122 подписчиков — эффективная аудитория ≈ 2,394. Это даёт surprise-индекс 0.0228 (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 36% OF 5944 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5944 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 36%
VELOCITY55.463.29+52.17ABOVE 99%
RETENTION17.1%11.3%+5.7 PPABOVE 65%
FORKS79899+699ABOVE 93%
SURPRISE0.020.01+0.01ABOVE 81%