FINDING #3345 · 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)
100% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
S2 · NO EXTERNAL ISSUE/PR AUTHORS DESPITE 100+ STARS
S4 · MORE WINDOW STARS THAN LIVE STARS (PURGED FAKES?)
S7 · THIS REPO IS ~ALL OF THE OWNER'S STARS
Growth Telemetry
VELOCITY /D
25.77
ACCEL
-0.06
RETENTION
11.0%
PEAK 2026-03-23 · FORK-RETENTION 0.0% · 4,638 STARS / WINDOW
Author Audience
AUDIENCE
601
FOLLOWERS
105
OWNER ★
4,964
Engagement Signals
FORKS
397
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 4,638 / 4,638 (DIVERSITY 1.00)
Why This Is A Finding
Galaxy-Dawn/claude-scholar собрал 4,638 звёзд за окно, тогда как у автора всего 105 подписчиков — эффективная аудитория ≈ 601. Это даёт surprise-индекс 0.0402 (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 44% 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 44%
VELOCITY25.773.29+22.47ABOVE 94%
RETENTION11.0%11.3%-0.3 PPABOVE 49%
FORKS39799+298ABOVE 84%
SURPRISE0.040.01+0.03ABOVE 98%