FINDING #5329 · UNIT ID 1159261054
Agents365-ai/video-podcast-maker
Topic → 4K narrated video for coding agents. v4.0: all TTS via the ttsCN engine component (11 platforms incl. MiniMax voice clone, native word-level subtitle sync), manifest-based Asset Engine, Remotion composition, cost-gated AI generation
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
68% 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
10.97
ACCEL
-0.16
RETENTION
18.0%
PEAK 2026-05-03 · FORK-RETENTION 0.0% · 987 STARS / WINDOW
Author Audience
AUDIENCE
1,163
FOLLOWERS
294
OWNER ★
8,691
Engagement Signals
FORKS
150
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 987 / 987 (DIVERSITY 1.00)
Why This Is A Finding
Agents365-ai/video-podcast-maker собрал 987 звёзд за окно, тогда как у автора всего 294 подписчиков — эффективная аудитория ≈ 1,163. Это даёт surprise-индекс 0.00912 (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 16% 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 16%
VELOCITY10.973.99+6.97ABOVE 80%
RETENTION18.0%17.1%+0.8 PPABOVE 52%
FORKS15090+61ABOVE 63%
SURPRISE0.010.01-0.00ABOVE 43%