FINDING #1339 · 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)
1% OF STARS IN ARCHIVE
Growth Telemetry
VELOCITY /D
13.67
ACCEL
+4.00
RETENTION
0.0%
PEAK 2026-07-15 · FORK-RETENTION 0.0% · 41 STARS / WINDOW
Author Audience
AUDIENCE
601
FOLLOWERS
105
OWNER ★
4,964
Engagement Signals
FORKS
397
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 41 / 41 (DIVERSITY 1.00)
Why This Is A Finding
Galaxy-Dawn/claude-scholar собрал 41 звёзд за окно, тогда как у автора всего 105 подписчиков — эффективная аудитория ≈ 601. Это даёт surprise-индекс 0.0213 (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 73% OF 5024 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 5024 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.010.00+0.00ABOVE 73%
VELOCITY13.676.67+7.00ABOVE 73%
RETENTION0.0%46.5%-46.5 PPABOVE 0%
FORKS397116+281ABOVE 79%
SURPRISE0.020.01+0.01ABOVE 61%