FINDING #4911 · UNIT ID 1171124338
mezmo/aura
AURA is an agentic harness that turns an LLM model into a reliable, autonomous service capable of executing real SRE work. AURA provides the guardrails, API servers, state management, authentication, streaming, error handling, and tool integrations necessary to run AI SRE agents safely in production.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
84% 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
2.03
ACCEL
+0.05
RETENTION
9.2%
PEAK 2026-06-30 · FORK-RETENTION 0.0% · 183 STARS / WINDOW
Author Audience
AUDIENCE
83
FOLLOWERS
18
OWNER ★
235
Engagement Signals
FORKS
21
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 183 / 183 (DIVERSITY 1.00)
Why This Is A Finding
mezmo/aura собрал 183 звёзд за окно, тогда как у автора всего 18 подписчиков — эффективная аудитория ≈ 83. Это даёт surprise-индекс 0.0165 (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 23% 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 23%
VELOCITY2.033.99-1.96ABOVE 18%
RETENTION9.2%17.1%-7.9 PPABOVE 27%
FORKS2190-68ABOVE 12%
SURPRISE0.020.01+0.00ABOVE 59%