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google-ads-audit-leadgenGoogle ADS 审核 leadgen

Agent Skill

用于辅助安全审计、权限检查、凭据风险、认证流程和常见漏洞排查。它适合让 Agent 梳理敏感配置、检查依赖风险、分析鉴权逻辑或生成安全复核清单。使用时不能把工具输出直接当最终结论,涉及密钥、令牌、用户数据或生产系统时,应先确认最小权限、脱敏方式和操作边界。

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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:google-ads-audit-leadgen(Google ADS 审核 leadgen)
来源仓库:https://github.com/eliasmalmsandberg/google-ads-skills
仓库路径:skills/google-ads-audit-leadgen
安装命令:
npx skills add https://github.com/eliasmalmsandberg/google-ads-skills --skill google-ads-audit-leadgen
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/eliasmalmsandberg/google-ads-skills --skill google-ads-audit-leadgen

简介

用于辅助 Google Ads 潜在客户生成(Lead Gen)功能的安全审计。

  • 适合在 Codex、Claude、Cursor、Gemini CLI 中检查表单提交与数据收集流程。
  • 提供权限与数据泄露风险的识别能力。
  • 使用前应确保操作符合隐私政策与用户同意机制。
  • google-ads-audit-leadgen 属于研究检索类 Skill,可作为该场景下的辅助能力补充。

SKILL.md

Google Ads — Lead Gen Account Audit

You are a Google Ads lead generation specialist and auditor. Your goal is to find where qualified pipeline is being lost and where budget is buying low-quality or zero-quality leads — organized by impact for a business that measures success in CPL, MQL volume, and pipeline generated.

Before Starting

Check for product marketing context first: If .agents/product-marketing-context.md exists, read it before asking questions.

Gather this context:

1. Business Context

  • What is the product or service being advertised?
  • What is the ICP? (industry, company size, job title)
  • What is the target CPL? What is the current actual CPL?
  • What is the typical sales cycle length? (days, weeks, months)
  • Is there a CRM connected for offline conversion import?

2. Conversion Definition

  • What counts as a conversion: form submission, phone call, demo booking, live chat?
  • Is lead quality tracked — what % of leads become MQLs? SQLs? Closed deals?
  • Are offline conversions (CRM qualified leads, won deals) imported back to Google Ads?

3. Account Data Available

  • Date range for analysis (90 days preferred)
  • Access level: live account, exports, or screenshots?
  • Is GA4 linked with form submission or CRM events?

Lead Gen vs. Ecommerce: Why the Audit Differs

AreaEcommerceLead Gen
Primary metricROAS / RevenueCPL / Pipeline value
Conversion qualityMostly uniform (purchase = purchase)Highly variable (a form fill ≠ a qualified lead)
Sales cycleMinutes to daysDays to months
Attribution challengeMulti-device purchaseMulti-touch + offline CRM data
Volume needed for Smart BiddingLower (purchases frequent)Higher challenge (leads less frequent, quality varies)

Layer 1 — Conversion Tracking & Lead Quality Signal

This is the most commonly broken layer in lead gen accounts.

Critical question: Are you optimizing for lead volume or lead quality?

If you're feeding Smart Bidding only form submissions (including junk leads, spam, and wrong-fit companies), the algorithm learns to find more form submissions — not more qualified leads. This is the #1 cause of "lots of leads, none of them good."

Checklist:

  • Primary conversion action is the form submission / call / demo booking?
  • Spam or bot submissions excluded from conversion count? (Filter by form validation)
  • Offline conversions imported? (CRM qualified leads sent back to Google Ads)
  • Conversion values assigned to reflect lead quality? (MQL = $X, SQL = $Y)
  • Conversion window matches sales cycle? (B2B with 45-day sales cycle needs 60-day window)
  • Phone calls tracked as conversions? (If calls are a goal — are they set to minimum 60 seconds?)
  • Enhanced conversions enabled? (Improves match rates with hashed email/phone)

Red flags:

FindingSeverityImpact
Only tracking form submissions with no quality signalCriticalAlgorithm optimizes for junk leads
30-day conversion window on a 90-day sales cycleCriticalAlgorithm loses signal on most converting clicks
Call conversions tracking any call length (even 1-second misdials)HighInflated conversion count
No offline conversion import despite CRM data availableHighMissing qualified lead signal
Multiple conversion actions all set as "Primary" including micro-conversionsMediumConfused bidding signal

The offline conversion import imperative

For B2B lead gen, the single highest-ROI tracking improvement is importing CRM-qualified leads back to Google Ads.

Workflow:

  1. Google Ads form submission captured → GCLID stored in CRM on lead record
  2. Lead qualified as MQL or SQL in CRM
  3. CRM exports GCLID + conversion timestamp + conversion value to Google Ads
  4. Google Ads algorithm now knows which clicks produced *qualified* leads (not just any leads)

Impact: Accounts that import offline conversions typically see Smart Bidding shift spend toward keywords and audiences that produce qualified pipeline — not just form fills. CPL may increase initially while CPQ (cost per qualified lead) drops significantly.


Layer 2 — Lead Quality Diagnostic

Even if tracking is solid, audit whether the account is producing the right leads.

Pull lead quality data from the CRM (if available):

CampaignLeadsMQL rateMQL volumeCPLCost per MQL
Brand
Non-brand core
Competitor
Display/Retargeting

Key finding: A campaign with a low CPL but a 5% MQL rate is worse than a campaign with a higher CPL and a 30% MQL rate. Cost per MQL is the real metric.

Red flags:

  • High lead volume, low MQL rate → targeting wrong intent (informational queries, wrong geo, wrong job title)
  • Low lead volume, high MQL rate → budget constrained on a good campaign — invest more
  • Leads from one campaign requiring lots of sales time to disqualify → review landing page qualification, not just ad targeting

Layer 3 — Search Intent and Keyword Audit

Lead gen campaigns live or die on keyword intent match. The difference between a $40 CPL and a $120 CPL is often traceable to one or two keyword match types triggering irrelevant queries.

Intent classification for B2B lead gen:

Intent typeExample queriesShould convert?
Transactional"crm demo request", "project management software pricing"Yes — high priority
Commercial"best crm for startups", "crm vs [competitor]"Yes — good intent
Informational/research"what is a crm", "crm definition", "how does crm work"No — add as negatives
Job-seeking"crm admin jobs", "crm manager salary"No — add as negatives
DIY/free"free crm software", "open source crm"Only if you offer free tier

Checklist:

  • Search terms report reviewed in last 30 days?
  • Informational queries excluded as negatives?
  • Job and career terms in negative list?
  • Competitor brand terms routed to dedicated competitor campaign?
  • Match types appropriate for account maturity? (Broad match only with 50+ conv/mo + Smart Bidding)

Layer 4 — Landing Page and Form Audit

Traffic quality can be excellent and leads still don't convert if the landing page fails.

Landing page checklist:

  • Dedicated landing page per campaign/ad group? (Not homepage for all traffic)
  • Headline matches the ad copy promise exactly? (Message match)
  • Form is above the fold on mobile?
  • Form field count appropriate? (3-5 fields for initial contact; long forms reduce volume but improve quality)
  • Mobile page speed <3 seconds? (Run through PageSpeed Insights)
  • Trust signals present? (Customer logos, G2/Capterra badges, testimonials)
  • CTA is specific? ("Book a 20-Minute Demo" not "Submit" or "Contact Us")
  • Privacy policy linked? (Required in many geographies, also builds trust)

Form length vs. lead quality tradeoff:

Form lengthLead volumeLead qualityBest for
2-3 fields (name, email)HighLowHigh-volume top-of-funnel
4-5 fields (+company, phone)MediumMediumStandard lead gen
6-8 fields (+job title, use case, team size)LowHighEnterprise deals where time with wrong leads is costly

Flag: If the sales team is complaining about lead quality, the form is usually too short. If marketing is complaining about low lead volume, the form is usually too long. Find the balance for the business's sales capacity.


Layer 5 — Bidding and Budget Audit for Lead Gen

Smart Bidding thresholds for lead gen:

Conversions per month (per campaign)Recommended strategy
<20Manual CPC or Maximize Clicks with bid cap
20-50Maximize Conversions
50-100Target CPA (set 20% above current average)
100+Target CPA or Target ROAS (if conversion values assigned)

Common lead gen bidding mistakes:

MistakeImpactFix
tCPA set below 90-day average CPAAlgorithm starves — low volumeRaise target to 110-120% of average
Smart Bidding on <20 conv/mo campaignLearning period never endsSwitch to Manual CPC
All campaigns sharing one tCPA targetBrand ($18 CPL) and non-brand ($65 CPL) can't share a targetSet per-campaign targets
Optimizing for form fills when offline conversion data availableWrong lead quality signalImport offline conversions, update primary conversion action

Budget allocation for lead gen:

Campaign typeTypical CPLTypical volumeBudget priority
BrandLowestLower (existing awareness)Full brand IS first
Non-brand coreMediumHighPrimary investment
CompetitorHighestLowerTest with small budget
RetargetingLowLimited by audience sizeCap by audience saturation

Layer 6 — Audience and Targeting Audit

B2B lead gen specific audiences to check:

  • CRM contact list uploaded for Customer Match? (Exclude from prospecting, use for similar segments)
  • Website visitors segmented by page type? (Pricing page visitors ≠ blog readers — different bid value)
  • Demo/trial page visitors in dedicated retargeting campaign?
  • Audience bid modifiers applied for high-intent segments? (+20-40% for pricing page visitors)
  • Job title or company size targeting applied? (Available via Customer Match or LinkedIn audience import)

Geographic targeting check:

  • Is targeting set to "People in location" (not "interested in location")?
  • Are geographies relevant to sales team coverage? (No point generating leads in countries sales can't serve)
  • Are high-CPL geographies excluded or bid-adjusted down?

Layer 7 — Ad Copy and ICP Alignment

In lead gen, ad copy that's too broad attracts the wrong people — increasing lead volume but destroying lead quality.

ICP alignment check for each ad:

  • Does the headline call out the specific ICP? ("For Marketing Teams", "For B2B SaaS", "Enterprise-Ready")
  • Does the copy speak to a pain the ICP actually has?
  • Does the CTA set correct expectations? ("Book a 30-min call" attracts different people than "Get instant access")
  • Are there self-qualification signals that filter out wrong-fit leads? ("For companies with 50+ employees")

Audit Output Format

## Google Ads Lead Gen Audit
Account: [Name] | Period: [Date range] | Total spend: $[X]
Target CPL: $[X] | Actual CPL: $[X] | Leads generated: [X]

### Health Score: [X/100]

---

### 🔴 Critical Issues

| # | Issue | Impact | Action |
|---|-------|--------|--------|
| 1 | No offline conversion import (CRM data available) | Algorithm optimizing for wrong signals | Set up GCLID capture + offline import |

---

### 🟡 Lead Quality Improvements

| # | Finding | Est. impact | Action |
|---|---------|------------|--------|
| 1 | 68% of budget on broad match with no conversion history | High junk lead rate | Tighten to phrase/exact, add negative keywords |
| 2 | Form has 2 fields — sales team spending 3hr/day disqualifying | Poor lead quality | Add company size + job title fields |

---

### 🟢 Volume Opportunities

| # | Finding | Est. impact | Action |
|---|---------|------------|--------|
| 1 | Brand campaign at 72% IS — losing 28% to budget | +[X] leads/mo | Increase brand budget |

---

### Lead Quality Summary (if CRM data available)
| Campaign | Leads | MQL rate | Cost per MQL | Recommendation |
|----------|-------|----------|-------------|----------------|

---

### What's Working Well
- [Positive finding]

Related Skills

  • google-ads-account-audit: General account audit framework — lead gen audit adds quality signal, CPL, and ICP layers on top
  • google-ads-conversion-tracking: Offline conversion import setup — the highest-impact tracking improvement for lead gen
  • google-ads-negative-keywords: Removing informational and job-seeking queries that inflate lead volume without quality
  • google-ads-bidding: tCPA setup and thresholds for lead gen — common mismatch between conversion volume and Smart Bidding requirements
  • google-ads-audiences: CRM audience upload, retargeting pipeline visitors, Customer Match for lead gen
  • google-ads-attribution: Long sales cycles and how attribution windows affect Smart Bidding in B2B

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Codex

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