FINDING #5098 · UNIT ID 1106580780
vstorm-co/pydantic-deepagents
Open-source, self-hosted Claude Code - a terminal AI assistant and the Python framework behind it. Tool-calling, sandboxed execution, multi-agent teams, skills, checkpoints, unlimited context - on Pydantic AI, any model.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
81% 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
4.38
ACCEL
-0.01
RETENTION
19.9%
PEAK 2026-03-18 · FORK-RETENTION 0.0% · 788 STARS / WINDOW
Author Audience
AUDIENCE
1,007
FOLLOWERS
141
OWNER ★
3,317
Engagement Signals
FORKS
113
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 788 / 788 (DIVERSITY 1.00)
Why This Is A Finding
vstorm-co/pydantic-deepagents собрал 788 звёзд за окно, тогда как у автора всего 141 подписчиков — эффективная аудитория ≈ 1,007. Это даёт surprise-индекс 0.00418 (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 14% 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 14%
VELOCITY4.383.29+1.08ABOVE 60%
RETENTION19.9%11.3%+8.5 PPABOVE 71%
FORKS11399+14ABOVE 54%
SURPRISE0.000.01-0.01ABOVE 31%