FINDING #2485 · UNIT ID 1143237475
Galaxy-Dawn/claude-scholar
Semi-automated research assistant for academic research and software development. Supports Claude Code, Codex CLI, Kimi Code CLI, and OpenCode across ideation, coding, experiments, writing, and publication.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
2% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
13.86
ACCEL
-0.36
RETENTION
64.3%
PEAK 2026-08-25 · FORK-RETENTION 0.0% · 97 STARS / WINDOW
Author Audience
AUDIENCE
677
FOLLOWERS
118
OWNER ★
5,588
Engagement Signals
FORKS
417
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 97 / 97 (DIVERSITY 1.00)
Why This Is A Finding
Galaxy-Dawn/claude-scholar собрал 97 звёзд за окно, тогда как у автора всего 118 подписчиков — эффективная аудитория ≈ 677. Это даёт surprise-индекс 0.0193 (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 75% OF 9771 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9771 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.010.00+0.00ABOVE 75%
VELOCITY13.863.71+10.14ABOVE 84%
RETENTION64.3%39.3%+24.9 PPABOVE 84%
FORKS41791+326ABOVE 83%
SURPRISE0.020.01+0.01ABOVE 69%