FINDING #5823 · UNIT ID 1203219280
swarmclawai/swarmvault
The local-first LLM Wiki: open-source knowledge graph builder, RAG knowledge base, and agent memory store. Built on Andrej Karpathy's pattern. An Obsidian alternative for personal knowledge management, AI second brain, and durable Claude Code / Codex / OpenClaw memory.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
63% 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
Growth Telemetry
VELOCITY /D
4.29
ACCEL
-0.09
RETENTION
9.7%
PEAK 2026-05-04 · FORK-RETENTION 0.0% · 386 STARS / WINDOW
Author Audience
AUDIENCE
339
FOLLOWERS
41
OWNER ★
1,283
Engagement Signals
FORKS
77
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 386 / 386 (DIVERSITY 1.00)
Why This Is A Finding
swarmclawai/swarmvault собрал 386 звёзд за окно, тогда как у автора всего 41 подписчиков — эффективная аудитория ≈ 339. Это даёт surprise-индекс 0.0113 (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 19% OF 7165 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 7165 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 19%
VELOCITY4.293.71+0.58ABOVE 55%
RETENTION9.7%15.4%-5.7 PPABOVE 32%
FORKS7784-7ABOVE 47%
SURPRISE0.010.01-0.00ABOVE 48%