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gtm-reportingGTM 报告

Agent Skill

gtm-reporting 用于处理 GitHub 仓库、Issue、Pull Request 和代码协作信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要围绕仓库状态、代码变更或协作事项进行整理时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

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GitHub

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最后核验

2026-05-01

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请帮我安装这个 Agent Skill:gtm-reporting(GTM 报告)
来源仓库:https://github.com/aimonk2025/google-tag-manager-automation
仓库路径:skills/gtm-reporting
安装命令:
npx skills add https://github.com/aimonk2025/google-tag-manager-automation --skill gtm-reporting
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/aimonk2025/google-tag-manager-automation --skill gtm-reporting

简介

gtm-reporting 用于处理 GitHub 仓库、Issue 和 Pull Request 协作信息。

  • 它适合在代码变更跟踪和团队协作场景中整理项目状态。
  • 可通过 npx skills add 命令从指定 GitHub 仓库安装并使用该技能。
  • 安装前建议确认权限范围和维护状态,避免触发不必要的联网或文件操作。
  • 适用宿主包括 Codex、Claude、Cursor、Gemini CLI,接入前应确认版本、权限和运行环境要求。

SKILL.md

GTM Reporting - Documentation & Impact Analysis

Generate comprehensive documentation and analyze the reporting impact of your GTM tracking implementation.

Core Mission

Transform technical tracking implementation into business-focused documentation that:

  1. Explains what was implemented (technical docs)
  2. Shows what insights are now possible (reporting impact)
  3. Recommends specific reports to build (GA4 configurations)
  4. Defines high-value audiences (remarketing/segmentation)
  5. Translates events into business value (stakeholder summary)

Workflow

Phase 0: Load Business Context (if available)

Check for gtm-context.md in the project root:

  • If found: read it silently and use the business context throughout this skill run (site type, goals, and reporting stakeholders tailor the executive summary tone and report selection)
  • If not found: proceed normally - ask context questions as usual during the workflow

This file is created automatically by gtm-analytics-audit at the end of its first run.

Phase 1: Context Loading

Step 1.1: Load Implementation Details

Check for implementation artifacts:
- gtm-tracking-plan.json (from gtm-strategy)
- gtm-implementation-log.json (from gtm-implementation)
- gtm-test-results.json (from gtm-testing)

If missing → Ask user to describe what was implemented

Step 1.2: Analyze Implementation Scope

Extract key information:
- Events implemented (names, parameters)
- Elements tracked (CTAs, forms, navigation, etc.)
- Business model (SaaS, e-commerce, lead-gen)
- Primary goals (conversions, engagement, leads)

Phase 2: Technical Documentation Generation

Create comprehensive implementation documentation for developers and analysts.

Document 2.1: Event Schema Documentation

# GTM Tracking Implementation - Event Schema

Last Updated: [Date]
GTM Container: GTM-XXXXXX
Implementation Version: 1.0

## Events Overview

This document describes all custom events implemented in Google Tag Manager.

### Event: cta_click

**Description**: Fires when a user clicks any call-to-action button on the site

**Trigger**: Custom Event "cta_click"

**Parameters**:
| Parameter | Type | Description | Example Values | Required |
|-----------|------|-------------|----------------|----------|
| cta_location | string | Section of page where CTA is located | "hero", "pricing", "footer" | Yes |
| cta_type | string | Visual style of CTA | "primary", "secondary", "text" | No |
| cta_text | string | Text content of button | "Get Started", "Book Demo" | Yes |
| cta_destination | string | Target URL or action | "/signup", "/pricing" | Yes |

**Sample DataLayer Push**:

{ event: 'cta_click', cta_location: 'hero', cta_type: 'primary', cta_text: 'Get Started', cta_destination: '/signup' }


**GTM Configuration**:

- Variables: DLV - CTA Location, DLV - CTA Type, DLV - CTA Text, DLV - CTA Destination
- Trigger: CE - CTA Click
- Tag: GA4 - CTA Click

**Elements Tracked**: 12 CTA buttons across site

---

### Event: form_submit

**Description**: Fires when a user submits any form on the site

**Trigger**: Custom Event "form_submit"

**Parameters**:

| Parameter | Type | Description | Example Values | Required |
| --- | --- | --- | --- | --- |
| form_name | string | Identifier for the form | "contact", "newsletter", "demo" | Yes |
| form_location | string | Page section where form is located | "hero", "footer", "sidebar" | Yes |
| form_type | string | Purpose/category of form | "contact_request", "email_capture" | Yes |

**Sample DataLayer Push**:

{ event: 'form_submit', form_name: 'newsletter', form_location: 'footer', form_type: 'email_capture' }


**GTM Configuration**:

- Variables: DLV - Form Name, DLV - Form Location, DLV - Form Type
- Trigger: CE - Form Submit
- Tag: GA4 - Form Submit

**Elements Tracked**: 3 forms across site

[Continue for all events...]

Document 2.2: Implementation Summary

# GTM Implementation Summary

## Overview

This document summarizes the GTM tracking implementation completed on [Date].

## Scope

**Events Implemented**: 5 custom events
**Elements Tracked**: 23 total elements
- 12 CTA buttons
- 8 navigation links
- 3 forms

**Code Changes**: 8 files modified

## Technical Stack

- Framework: Next.js 16.1.6 (App Router)
- GTM Container: GTM-XXXXXX
- GA4 Property: [Property ID]
- Implementation Method: DataLayer + GTM API

## Events Summary

| Event Name | Purpose | Elements | Priority |
|------------|---------|----------|----------|
| cta_click | Track conversion intent via CTA clicks | 12 | P0 |
| form_submit | Capture lead submissions | 3 | P0 |
| form_start | Measure form abandonment | 3 | P0 |
| navigation_click | Understand user journey | 8 | P1 |
| video_play | Measure content engagement | 1 | P1 |

## GTM Configuration

**Created via API**:
- 12 Data Layer Variables
- 5 Custom Event Triggers
- 5 GA4 Event Tags

**Container Version**: 42
**Published**: [Date]

## Files Modified

1. `app/page.tsx` - Added CTA and form tracking (4 elements)
2. `components/Navbar.tsx` - Added navigation tracking (5 elements)
3. `components/Footer.tsx` - Added navigation and form tracking (4 elements)
... [list all files]

## Testing Status

All events validated across 3 tiers:
✓ Tier 1: Browser Console (dataLayer)
✓ Tier 2: GTM Preview Mode
✓ Tier 3: GA4 DebugView

## Maintenance

**Adding New Tracking**:
1. Add analytics classes to element (js-track js-cta js-click js-location)
2. Implement dataLayer.push() in onClick handler
3. Create GTM variable/trigger/tag (or use existing)
4. Test in Preview mode
5. Publish container

**Modifying Existing Tracking**:
1. Update dataLayer.push() parameters in code
2. Update GTM tag event parameters if needed
3. Test and publish

## Support

For questions or issues, contact: [Technical Owner]

Phase 3: Reporting Impact Analysis

Analyze what reports and insights are now possible with this tracking.

Analysis 3.1: GA4 Reports Enabled

# Reporting Capabilities - GA4

## New Reports Enabled by Implementation

### 1. CTA Performance Dashboard

**Purpose**: Understand which CTAs drive conversions

**Metrics**:
- CTA clicks by location (hero vs pricing vs footer)
- CTA clicks by type (primary vs secondary)
- CTA click-through rate by page
- CTA → Form submission conversion rate

**How to Build**:
1. GA4 → Explore → Free Form
2. Dimensions: Event name, CTA location, CTA type, CTA text
3. Metrics: Event count, Conversions
4. Segment: Users who clicked CTA → Users who submitted form

**Business Value**: Optimize CTA placement and copy based on conversion data

---

### 2. Form Funnel Analysis

**Purpose**: Measure form abandonment and completion

**Funnel Steps**:
1. form_start (user begins filling form)
2. form_submit (user submits form)
3. /thank-you (confirmation page view)

**Metrics**:
- Abandonment rate: (form_start - form_submit) / form_start
- Completion rate: form_submit / form_start
- Average time to complete: form_submit timestamp - form_start timestamp

**How to Build**:
1. GA4 → Explore → Funnel Exploration
2. Step 1: form_start
3. Step 2: form_submit
4. Step 3: page_view (page_location contains /thank-you)
5. Breakdown by form_name

**Business Value**: Identify form friction points and improve conversion rates

---

### 3. User Journey Mapping

**Purpose**: Understand how users navigate the site

**Path Analysis**:
- Entry page → First navigation click → Second click → Conversion
- Most common paths to pricing page
- Navigation patterns of converting vs non-converting users

**How to Build**:
1. GA4 → Explore → Path Exploration
2. Starting point: page_view OR navigation_click
3. Step types: Events and pages
4. Ending point: form_submit OR trial_start

**Business Value**: Optimize site structure and content flow based on user behavior

[Continue for all report types...]

Analysis 3.2: Custom Dashboards

Recommend specific dashboard configurations:

## Recommended Dashboards

### Executive Dashboard: Conversion Overview

**Audience**: C-suite, Marketing leadership

**Metrics** (Weekly):
- Total CTA clicks (trend)
- Form submissions (trend)
- CTA → Form conversion rate
- Top converting CTAs (by location)
- Form abandonment rate

**Format**: Looker Studio dashboard

**Value**: High-level conversion health monitoring

---

### Marketing Dashboard: Campaign Performance

**Audience**: Marketing team

**Metrics** (Daily):
- CTA clicks by traffic source (organic, paid, social)
- Form submissions by campaign
- Cost per form submission (CPC data + form_submit count)
- Landing page → CTA → Form funnel by campaign

**Format**: GA4 Custom Report

**Value**: Measure campaign ROI and optimize spend

---

### Product Dashboard: Engagement Metrics

**Audience**: Product team

**Metrics** (Weekly):
- Navigation patterns (top clicked links)
- Video engagement (play rate, completion rate)
- Feature page views → CTA clicks
- Time on site by engagement level

**Format**: GA4 Explorations

**Value**: Understand product interest and optimize content

Phase 4: Audience Definitions

Define high-value remarketing audiences based on tracked events.

Audience 4.1: Remarketing Audiences

# Remarketing Audience Definitions

## Audience: High-Intent Visitors

**Criteria**:
- Clicked pricing CTA (cta_click where cta_destination = /pricing)
  OR
- Submitted contact form (form_submit where form_type = contact_request)

Within last 7 days

**Size Estimate**: 5-10% of traffic

**Business Value**: Users showing strong purchase intent

**Remarketing Strategy**:
- Message: Case studies, testimonials, urgency ("Limited time offer")
- Channel: Google Ads, Facebook Ads
- Bid adjustment: +50% (high conversion probability)

**Expected ROI**: 3-5x higher conversion rate vs cold traffic

---

## Audience: Demo Requesters

**Criteria**:
- Clicked "Book Demo" CTA (cta_click where cta_text contains "Demo")
  OR
- Submitted demo form (form_submit where form_name = demo)

Within last 14 days

**Size Estimate**: 1-3% of traffic

**Business Value**: Highest-intent audience, sales-ready

**Use Cases**:
1. Sales follow-up priority list
2. Email nurture sequence
3. Retargeting with customer success stories

**Expected ROI**: 10-20x higher conversion rate

---

## Audience: Engaged Browsers

**Criteria**:
- Viewed 3+ pages
  AND
- Clicked 2+ CTAs (any type)
  AND
- Time on site > 2 minutes

Within last 30 days

**Size Estimate**: 15-20% of traffic

**Business Value**: Researching actively, not yet converted

**Remarketing Strategy**:
- Message: Educational content, comparison guides
- Channel: Display ads, email (if captured)
- Goal: Move to high-intent with valuable content

**Expected ROI**: 2-3x higher conversion rate

[Continue for all audience definitions...]

Phase 5: Stakeholder Summary

Create non-technical summary for business stakeholders.

Summary 5.1: Executive Summary

# GTM Tracking Implementation - Executive Summary

## What We Built

We implemented comprehensive website analytics tracking that captures user behavior across all key conversion points.

## What This Means for the Business

### Before
- Limited visibility into which marketing efforts drive conversions
- No data on where users drop off in conversion funnel
- Guesswork for website optimization decisions
- Unable to identify high-value visitors for remarketing

### After
- Full visibility into user journey from landing to conversion
- Precise data on CTA performance and form abandonment
- Data-driven optimization of website and campaigns
- Ability to target high-intent visitors with personalized messaging

## Key Capabilities Unlocked

1. **CTA Optimization** ($)
   - See which call-to-action buttons drive conversions
   - A/B test button copy and placement with real data
   - **Impact**: 10-30% increase in conversion rate typical

2. **Form Funnel Analysis** ($$)
   - Identify exactly where users abandon forms
   - Reduce friction, improve completion rates
   - **Impact**: 5-15% increase in leads typical

3. **Campaign Attribution** ($$$)
   - Know which campaigns drive qualified leads
   - Optimize ad spend based on conversion data
   - **Impact**: 20-40% improvement in CAC typical

4. **High-Intent Audiences** ($$)
   - Target visitors who clicked pricing or requested demo
   - 3-5x higher conversion rate on retargeting
   - **Impact**: Significant ROI improvement on ad spend

## Investment vs Return

**Implementation Cost**:
- Time: 8 hours total (mostly automated)
- Ongoing: No additional cost (built on existing GA4/GTM)

**Expected Annual Value**:
- Improved conversion rates: $XXk-XXXk (depends on traffic)
- Reduced CAC from better targeting: $XXk
- Time saved vs manual reporting: $XXk

**ROI**: 10-50x typical (based on industry benchmarks)

## Next Steps

1. **Week 1-2**: Monitor data collection, validate accuracy
2. **Week 3-4**: Build recommended dashboards
3. **Month 2**: Launch remarketing to high-intent audiences
4. **Month 3**: Begin A/B testing CTAs based on data

## Questions?

Contact [Technical Owner] for implementation details or [Marketing Owner] for strategic questions.

Phase 6: Output Generation

Generate all documentation files:

Files to Create:

  1. gtm-event-schema.md - Technical event documentation
  2. gtm-implementation-summary.md - Implementation overview
  3. gtm-reporting-capabilities.md - Reports and insights enabled
  4. gtm-audience-definitions.md - Remarketing audience specs
  5. gtm-executive-summary.md - Stakeholder summary (non-technical)

Naming Convention: All files prefixed with gtm- for easy identification

Phase 7: Next Steps Recommendations

Provide actionable next steps:

=== GTM Implementation Documentation Complete ===

Documentation generated:
✓ Event schema (technical)
✓ Implementation summary
✓ Reporting capabilities analysis
✓ Audience definitions
✓ Executive summary (stakeholder-friendly)

All files saved to project root.

--- Recommended Next Steps ---

Week 1-2: Data Validation
[ ] Monitor events in GA4 Reports (not DebugView)
[ ] Verify event counts match expectations
[ ] Check that parameters are populating correctly
[ ] Identify any gaps or issues

Week 3-4: Build Dashboards
[ ] Create CTA Performance dashboard in Looker Studio
[ ] Set up Form Funnel in GA4 Explorations
[ ] Build User Journey path analysis
[ ] Configure conversion tracking

Month 2: Activate Audiences
[ ] Create "High-Intent Visitors" audience in GA4
[ ] Export to Google Ads for remarketing
[ ] Set up personalized ad campaigns
[ ] Monitor performance vs cold traffic

Month 3: Optimize & Iterate
[ ] A/B test top-performing CTAs (new copy/placement)
[ ] Optimize forms based on abandonment data
[ ] Adjust marketing spend based on attribution data
[ ] Refine audience definitions based on conversion data

--- Support Resources ---

Technical Documentation: See gtm-event-schema.md
Business Case: See gtm-executive-summary.md
Reporting Guide: See gtm-reporting-capabilities.md

Questions? Review documentation or contact implementation team.

Assets

assets/doc-templates/implementation-summary.md

Template for technical implementation documentation

assets/doc-templates/stakeholder-summary.md

Template for executive/business summary

Important Guidelines

Documentation Principles

1. Two Audiences, Two Formats:

  • Technical docs (engineers, analysts): Detailed, code examples, schema
  • Business docs (executives, marketing): High-level, ROI-focused, no jargon

2. Actionable Recommendations:

  • Don't just describe tracking - explain what to do with data
  • Provide specific report configurations, not generic ideas
  • Include expected business impact for each recommendation

3. Realistic ROI Estimates:

  • Base estimates on industry benchmarks or conservative assumptions
  • Explain methodology (e.g., "10% conversion lift typical for CTA optimization")
  • Avoid overpromising - underpromise and overdeliver

4. Maintenance Focus:

  • Include instructions for adding new tracking
  • Document where to find configurations in GTM
  • Provide troubleshooting for common issues

Translation: Technical → Business

Technical: "Implemented cta_click event with 4 parameters"

Business: "Now tracking which call-to-action buttons drive conversions, enabling data-driven optimization of button copy and placement (typical 10-30% conversion lift)"

Technical: "Created form_start and form_submit events"

Business: "Measuring form abandonment to identify friction points and improve lead capture (typical 5-15% increase in form completions)"

Technical: "Configured 3 Data Layer Variables for navigation tracking"

Business: "Understanding user journey through site to optimize content flow and increase engagement"

Supporting Files

  • template.md - Documentation templates Claude fills in (event-schema, implementation-summary, reporting-capabilities, audience-definitions, executive-summary)
  • examples/sample.md - Example reporting output including console output and event-schema.md excerpt

Execution Checklist

  • Implementation details loaded
  • Event schema documentation generated
  • Implementation summary created
  • Reporting capabilities analyzed
  • GA4 report configurations specified
  • Audience definitions documented
  • ROI estimates calculated
  • Executive summary created
  • Next steps recommendations provided
  • All documentation files saved

Common Questions

Q: Who should receive which documentation? A: Technical docs → Engineers/Analysts. Executive summary → Business stakeholders. Reporting guide → Marketing team.

Q: How often should documentation be updated? A: Update when events are added/modified. Review quarterly to ensure accuracy.

Q: Can I customize the templates? A: Yes. Templates are starting points. Adapt to your organization's needs.

Q: What if I don't know the ROI estimates? A: Use industry benchmarks (10-30% conversion lift typical) or skip estimates and focus on capabilities.

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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。

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