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

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FINDING #5953 · 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

SURPRISE0.0000163

ENGAGEMENT0.20

FRESHNESS1.36

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

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

8% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

17.57

ACCEL

-0.58

RETENTION

30.8%

PEAK 2026-06-16 · FORK-RETENTION 0.0% · 527 STARS / WINDOW

Author Audience

AUDIENCE

1,076,770

FOLLOWERS

76,631

OWNER ★

585,773

Engagement Signals

FORKS

523

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 527 / 527 (DIVERSITY 1.00)

Why This Is A Finding

anthropics/defending-code-reference-harness собрал 527 звёзд за окно, тогда как у автора всего 76,631 подписчиков — эффективная аудитория ≈ 1,076,770. Это даёт surprise-индекс 0.0000163 (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 5% OF 6295 FINDINGS

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METRICS IN CONTEXT

MEDIAN ACROSS ALL 6295 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 5%

VELOCITY17.574.23+13.33ABOVE 85%

RETENTION30.8%29.4%+1.4 PPABOVE 53%

FORKS52392+431ABOVE 86%

SURPRISE0.000.01-0.01ABOVE 2%