FINDING #4568 · UNIT ID 1184866064
leo-lilinxiao/codex-autoresearch
Codex Autoresearch Skill — A self-directed iterative system for Codex that continuously cycles through: modify, verify, retain or discard, and repeat indefinitely. Inspired by Karpathy’s autoresearch concept.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
1% 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
14.00
ACCEL
0.00
RETENTION
0.0%
PEAK 2026-08-28 · FORK-RETENTION 0.0% · 14 STARS / WINDOW
Author Audience
AUDIENCE
252
FOLLOWERS
23
OWNER ★
2,292
Engagement Signals
FORKS
126
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 14 / 14 (DIVERSITY 1.00)
Why This Is A Finding
leo-lilinxiao/codex-autoresearch собрал 14 звёзд за окно, тогда как у автора всего 23 подписчиков — эффективная аудитория ≈ 252. Это даёт surprise-индекс 0.0479 (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 22% OF 5892 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5892 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 22%
VELOCITY14.009.00+5.00ABOVE 65%
RETENTION0.0%0.0%0.0 PPABOVE 0%
FORKS126433-307ABOVE 29%
SURPRISE0.050.01+0.04ABOVE 81%