FINDING #3941 · UNIT ID 1117298172
chirpz-ai/pandaprobe
open source agent engineering platform: traces, evals, and metrics to debug and improve your AI agents. Integrates with LangGraph, CrewAI, Claude Agent SDK, and more.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
99% 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
3.86
ACCEL
+0.08
RETENTION
15.4%
PEAK 2026-07-04 · FORK-RETENTION 0.0% · 695 STARS / WINDOW
Author Audience
AUDIENCE
151
FOLLOWERS
6
OWNER ★
697
Engagement Signals
FORKS
101
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 695 / 695 (DIVERSITY 1.00)
Why This Is A Finding
chirpz-ai/pandaprobe собрал 695 звёзд за окно, тогда как у автора всего 6 подписчиков — эффективная аудитория ≈ 151. Это даёт surprise-индекс 0.0202 (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 34% 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 34%
VELOCITY3.863.29+0.57ABOVE 56%
RETENTION15.4%11.3%+4.1 PPABOVE 61%
FORKS10199+2ABOVE 50%
SURPRISE0.020.01+0.01ABOVE 76%