FINDING #4554 · UNIT ID 1134058397
jagmarques/asqav-sdk
Python and TypeScript SDKs for verifiable evidence of AI agent actions. Signed receipts, policy enforcement, audit trails. Works with LangChain, CrewAI, MCP.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
76% 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
1.99
ACCEL
+0.01
RETENTION
38.6%
PEAK 2026-07-07 · FORK-RETENTION 0.0% · 179 STARS / WINDOW
Author Audience
AUDIENCE
55
FOLLOWERS
25
OWNER ★
296
Engagement Signals
FORKS
24
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 179 / 179 (DIVERSITY 1.00)
Why This Is A Finding
jagmarques/asqav-sdk собрал 179 звёзд за окно, тогда как у автора всего 25 подписчиков — эффективная аудитория ≈ 55. Это даёт surprise-индекс 0.021 (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 6380 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6380 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 29%
VELOCITY1.993.99-2.01ABOVE 17%
RETENTION38.6%17.1%+21.5 PPABOVE 88%
FORKS2490-65ABOVE 15%
SURPRISE0.020.01+0.01ABOVE 66%