FINDING #6429 · UNIT ID 1181409661
nanoAgentTeam/research-claw
A self-hosted AI assistant for academic research — manages your papers, searches literature, tracks deadlines, and answers you on the channels you already use.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
74% OF STARS IN ARCHIVE
[BOT] SUSPECTED STAR BOT — SCORE PENALIZED. SIGNATURES:
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
2.36
ACCEL
+0.00
RETENTION
0.1%
PEAK 2026-06-08 · FORK-RETENTION 0.0% · 212 STARS / WINDOW
Author Audience
AUDIENCE
61
FOLLOWERS
2
OWNER ★
286
Engagement Signals
FORKS
16
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 212 / 212 (DIVERSITY 1.00)
Why This Is A Finding
nanoAgentTeam/research-claw собрал 212 звёзд за окно, тогда как у автора всего 2 подписчиков — эффективная аудитория ≈ 61. Это даёт surprise-индекс 0.0233 (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 29% OF 9012 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 9012 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 29%
VELOCITY2.363.62-1.26ABOVE 28%
RETENTION0.1%15.2%-15.1 PPABOVE 1%
FORKS16101-85ABOVE 9%
SURPRISE0.020.01+0.01ABOVE 75%