anthropics/claude-code-security-review — GitHub trend

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FINDING #2942 · UNIT ID 1031979438

anthropics/claude-code-security-review

An AI-powered security review GitHub Action using Claude to analyze code changes for security vulnerabilities.

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

SURPRISE SCORE

0.00

Score Breakdown

SURPRISE0.00000209

ENGAGEMENT0.66

FRESHNESS1.34

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

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

7% OF STARS IN ARCHIVE

Growth Telemetry

VELOCITY /D

2.24

ACCEL

-0.02

RETENTION

8.5%

PEAK 2026-02-22 · FORK-RETENTION 69.0% · 403 STARS / WINDOW

Author Audience

AUDIENCE

1,073,670

FOLLOWERS

76,390

OWNER ★

584,743

Engagement Signals

FORKS

591

ISSUE AUTH

PR AUTH

UNIQUE STARGAZERS 402 / 403 (DIVERSITY 1.00)

Why This Is A Finding

anthropics/claude-code-security-review собрал 403 звёзд за окно, тогда как у автора всего 76,390 подписчиков — эффективная аудитория ≈ 1,073,670. Это даёт surprise-индекс 0.00000209 (звёзды относительно охвата автора, а не в абсолюте). Удержание форков 69.0% и 15 внешних контрибьюторов отделяют реальный инструмент от разовой вспышки. Акселерация отрицательная — внимание остывает после пика.

Related Findings

RANKS ABOVE 2% OF 2987 FINDINGS

#03originalankur/maptoposter[ PYTHON ]0.0234 #05HeartMuLa/heartlib[ PYTHON ]0.0222 #08sickn33/agentic-awesome-skills[ PYTHON ]0.0208 #14cft0808/edict[ PYTHON ]0.0183 #16ZhuLinsen/daily_stock_analysis[ PYTHON ]0.0179

METRICS IN CONTEXT

MEDIAN ACROSS ALL 2987 FINDINGS · Δ vs MEDIAN · PERCENTILE = SHARE RANKED BELOW

METRICVALUEMEDIANΔ MEDPERCENTILE

SCORE0.000.00-0.00ABOVE 2%

VELOCITY2.242.84-0.61ABOVE 34%

RETENTION8.5%6.8%+1.7 PPABOVE 58%

FORKS5911,065-474ABOVE 36%

SURPRISE0.000.00-0.00ABOVE 2%