FINDING #4486 · UNIT ID 1175588150
RyanAlberts/best-of-Agent-Harnesses
🏆 Curated, ranked list of AI agent harnesses (100+) — plus an MCP server, llms.txt & JSON so agents can recommend them too. Rescored weekly.
SURPRISE SCORE
0.00
Score Breakdown
SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE
SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)
64% 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
6.77
ACCEL
-0.04
RETENTION
23.8%
PEAK 2026-07-07 · FORK-RETENTION 0.0% · 203 STARS / WINDOW
Author Audience
AUDIENCE
39
FOLLOWERS
7
OWNER ★
323
Engagement Signals
FORKS
24
ISSUE AUTH
0
PR AUTH
0
UNIQUE STARGAZERS 203 / 203 (DIVERSITY 1.00)
Why This Is A Finding
RyanAlberts/best-of-Agent-Harnesses собрал 203 звёзд за окно, тогда как у автора всего 7 подписчиков — эффективная аудитория ≈ 39. Это даёт surprise-индекс 0.0861 (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 29% OF 6295 FINDINGS
METRICS IN CONTEXT
MEDIAN ACROSS ALL 6295 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW
METRICVALUEMEDIANΔ MEDPERCENTILE
SCORE0.000.00-0.00ABOVE 29%
VELOCITY6.774.23+2.53ABOVE 65%
RETENTION23.8%29.4%-5.6 PPABOVE 39%
FORKS2492-68ABOVE 18%
SURPRISE0.090.01+0.07ABOVE 94%