anthropics/defending-code-reference-harness — GitHub trend

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FINDING #9105 · UNIT ID 1246839757

anthropics/defending-code-reference-harness

Skills for threat modeling, scanning, triage, patching, plus an autonomous scanning harness you can /customize

[ PYTHON ][ ORG ][ VERIFIED ][ GITHUB ↗ ]

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.0000122

ENGAGEMENT0.38

FRESHNESS1.23

SCORE = SURPRISE × ENGAGEMENT^0.7 × FRESHNESS × VISIBILITY × CONFIDENCE

SURPRISE = WINDOW STARS / DAYS / (AUDIENCE + FLOOR)

6% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

14.30

ACCEL

+0.27

RETENTION

5.6%

PEAK 2026-08-17 · FORK-RETENTION 27.7% · 429 STARS / WINDOW

Author Audience

AUDIENCE

1,173,847

FOLLOWERS

83,773

OWNER ★

621,453

Engagement Signals

FORKS

595

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 429 / 429 (DIVERSITY 1.00)

Why This Is A Finding

anthropics/defending-code-reference-harness собрал 429 звёзд за окно, тогда как у автора всего 83,773 подписчиков — эффективная аудитория ≈ 1,173,847. Это даёт surprise-индекс 0.0000122 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 27.7% и 0 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация положительная — рост ещё не выдохся.

Related Findings

RANKS ABOVE 5% OF 9591 FINDINGS

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METRICS IN CONTEXT

MEDIAN ACROSS ALL 9591 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 5%

VELOCITY14.303.63+10.67ABOVE 86%

RETENTION5.6%24.8%-19.2 PPABOVE 12%

FORKS595120+475ABOVE 85%

SURPRISE0.000.01-0.01ABOVE 1%