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analytics-interpretation分析解释

Agent Skill

用于辅助数据整理、表格处理、CSV/Excel 分析、指标计算和图表准备。它适合让 Agent 清洗字段、汇总数据、发现异常、生成统计口径或把分析结果转成可读说明。使用时需要确认数据来源、字段含义和时间范围,避免把样本数据当全量事实;涉及敏感数据、导出文件或批量写回时,应先确认权限和脱敏边界。

总安装

186

周安装

8

GitHub Stars

40

下载量

65
CodexClaudeCursorGemini CLI

安装说明

本站只整理中文说明和来源信息,不托管安装包,也不代用户安装。

GitHub

来源数

2

许可证

unknown

最后核验

2026-05-01

来源状态

来源可访问

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:analytics-interpretation(分析解释)
来源仓库:https://github.com/manojbajaj95/gtm-skills
仓库路径:skills/analytics-interpretation
安装命令:
npx skills add https://github.com/manojbajaj95/gtm-skills --skill analytics-interpretation
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/manojbajaj95/gtm-skills --skill analytics-interpretation

简介

解析 GA4 核心指标并提供性能基准参考,辅助内容优化决策。

  • 解释跳出率、停留时长与滚动深度等维度,定位用户体验问题。
  • 结合行业基准给出改进建议,如增加内链或优化首屏钩子。
  • 需结合具体业务上下文判断指标合理性,避免机械套用标准值。
  • analytics-interpretation 属于研究检索类 Skill,可作为该场景下的辅助能力补充。

SKILL.md

Analytics Interpretation

When to Use

  • Analyzing content performance reports
  • Understanding traffic patterns
  • Interpreting search console data
  • Making data-driven content decisions
  • Explaining metrics to stakeholders

Metric Benchmarks

Google Analytics 4 (GA4)

MetricGoodWarningPoorAction When Poor
Avg Time on Page>3 min1-3 min<1 minImprove content depth, add multimedia
Bounce Rate<40%40-70%>70%Add internal links, improve intro hook
Engagement Rate>60%30-60%<30%Review content quality, add CTAs
Scroll Depth>75%50-75%<50%Add visual breaks, improve structure
Pages/Session>2.51.5-2.5<1.5Improve internal linking

Google Search Console (GSC)

MetricGoodWarningPoorAction When Poor
CTR>5%2-5%<2%Improve title/meta description
Avg Position1-34-10>10Strengthen content, build links
Impressions TrendGrowingStableDecliningRefresh content, target new keywords
Mobile UsabilityPASS-FAILFix mobile issues immediately
Core Web VitalsGOODNEEDS_IMPROVEMENTPOOROptimize performance

Interpreting Combined Signals

Traffic Quality Matrix

                    High Engagement
                          │
           ┌──────────────┼──────────────┐
           │  HIDDEN GEM  │   STAR       │
           │  Low traffic │   High traffic│
           │  High quality│   High quality│
           │  → Promote   │   → Maintain  │
Low ───────┼──────────────┼──────────────┼─── High
Traffic    │              │              │   Traffic
           │  UNDERPERFORM│   LEAKY      │
           │  Low traffic │   High traffic│
           │  Low quality │   Low quality │
           │  → Rework    │   → Optimize  │
           └──────────────┼──────────────┘
                          │
                    Low Engagement

Search Intent Alignment

GSC SignalGA4 SignalInterpretation
High impressionsLow clicksTitle/meta mismatch with intent
High CTRHigh bounceContent doesn't deliver on promise
Low CTRHigh engagement (when clicked)Hidden gem, improve snippet
Growing impressionsStable clicksRanking improving, CTR opportunity

Score Calculation Methodology

Content Health Score (0-100)

health_score = (
    engagement_score × 0.30 +
    seo_score × 0.30 +
    ranking_score × 0.20 +
    trend_score × 0.20
)

Component Calculations:

engagement_score = normalize(
    time_on_page_score × 0.4 +
    bounce_rate_score × 0.3 +
    scroll_depth_score × 0.3
)

seo_score = normalize(
    ctr_score × 0.4 +
    position_score × 0.4 +
    impressions_growth × 0.2
)

ranking_score = normalize(
    avg_position × 0.5 +
    visibility_score × 0.3 +
    keyword_coverage × 0.2
)

trend_score = normalize(
    traffic_trend × 0.4 +
    ranking_trend × 0.3 +
    engagement_trend × 0.3
)

Score Interpretation

ScoreRatingStatusAction
90-100ExcellentPerforming optimallyMaintain, minor tweaks
75-89GoodSolid performanceOptimize weak areas
60-74FairRoom for improvementAddress key issues
40-59PoorUnderperformingMajor revision needed
0-39CriticalFailingComplete overhaul

Trend Analysis

Week-over-Week Comparison

| Metric | This Week | Last Week | Change | Status |
|--------|-----------|-----------|--------|--------|
| Sessions | 1,245 | 1,180 | +5.5% | ↑ GROWING |
| Avg Position | 4.2 | 4.8 | +0.6 | ↑ IMPROVING |
| CTR | 2.8% | 2.6% | +0.2pp | ↑ IMPROVING |
| Bounce Rate | 42% | 38% | +4pp | ↓ DECLINING |

Interpreting Trends

Trend PatternInterpretationRecommended Action
↑↑↑ All metrics upContent gaining momentumDouble down, create related content
↑↓↑ Mixed signalsTransition periodMonitor closely, identify cause
↓↓↓ All metrics downContent decliningUrgent refresh needed
→→→ All flatPlateau reachedExperiment with new angles

Anomaly Detection

Significant Change Thresholds

MetricSignificant ChangeAlert Level
Traffic±30% WoWHIGH
CTR±1pp WoWMEDIUM
Position±5 positionsHIGH
Bounce Rate±10pp WoWMEDIUM

Common Anomaly Causes

AnomalyPossible Causes
Sudden traffic dropAlgorithm update, technical issue, competitor
CTR spikeSERP feature win, seasonal interest
Position fluctuationGoogle testing, competitor changes
Engagement dropContent staleness, UX issue

Output Templates

Metric Summary Card

## {Metric Name}

**Current Value**: {value}
**Benchmark**: {benchmark}
**Status**: {GOOD|WARNING|POOR}
**Trend**: {↑|→|↓} ({change}% vs last period)

**Interpretation**: {1-2 sentence explanation}

**Recommended Action**: {specific action if needed}

Executive Summary

## Content Performance Summary

**Overall Health**: {score}/100 ({rating})

### Key Wins
- {positive finding 1}
- {positive finding 2}

### Concerns
- {issue 1}
- {issue 2}

### Priority Actions
1. {highest priority action}
2. {second priority action}
3. {third priority action}

适合场景

01

用户想查找某类 Agent Skill 时

02

需要根据任务场景推荐可安装能力包时

03

需要对比不同来源的安装命令和来源信息时

能力概览

能力 1

按任务关键词查找相关 Skills

能力 2

展示可复制的安装命令

能力 3

保留来源站点、仓库和原始说明,方便继续核验

能力 4

展示第三方安全扫描或审计结果

安装后应在对应宿主中按原始 README 的触发条件使用;具体调用方式请以来源页面和 README 为准。

平台分布

Codex

37.95%
按下载量换算25

Claude

30.8%
按下载量换算20

Cursor

19.8%
按下载量换算13

Gemini CLI

9.32%
按下载量换算6

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

通过

权限和风险

权限需确认

当前来源未能明确判断权限范围,默认进入异常复核队列。

安装前确认

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来源信息

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