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Ads Optimizer — 技能工具

v1.0.0

AI-powered ad campaign management with performance audits, optimization analysis, A/B testing, and anomaly detection.

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by @cameron48 (Cameron48)·MIT-0
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License
MIT-0
最后更新
2026/4/2
安全扫描
VirusTotal
无害
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OpenClaw
可疑
medium confidence
The skill claims full ad-account management across platforms but provides no details about how it authenticates to Google/Meta (no credentials, OAuth flow, or onboarding), and it requires paid calls to an unknown gateway — this mismatch and lack of provenance is concerning.
评估建议
This skill is suspicious because it promises direct control of Google/Meta ad accounts but provides no documentation about how accounts are connected or authenticated, and it routes paid requests to an unknown gateway that asks for crypto payment. Before installing or using this skill: (1) ask the publisher for a homepage, privacy/security policy, and source or third-party audits; (2) require clear integration docs showing OAuth flows or how account tokens will be supplied and stored; (3) do NOT...
详细分析 ▾
用途与能力
The skill's name and description promise managing and modifying ad campaigns on platforms like Google Ads and Meta Ads. However, the manifest declares no credentials, no required config paths, and the SKILL.md contains no instructions for obtaining or presenting platform credentials or performing OAuth. A true campaign-management integration would normally require platform tokens/authorization or clear instructions for connecting ad accounts; that is missing here. The presence of a paid gateway (x402) suggests the service may hold connectors, but this is undocumented and the gateway host is unknown.
指令范围
SKILL.md is narrowly scoped to calling the vendor's HTTP endpoints (managed via gateway.mcfagentic.com) and shows example payloads/responses. It does not instruct the agent to read local files or environment variables, which is good, but it also omits any guidance about how to provide ad-platform credentials, what data is logged/stored, or how payment is authorized. The instructions therefore leave critical implementation details unspecified, giving the agent broad discretion to supply whatever credentials or secrets a user might provide.
安装机制
This is an instruction-only skill with no install spec and no code files, so nothing is written to disk and there is no installer risk. That reduces some attack surface.
凭证需求
The skill declares no required environment variables or primary credential despite describing actions that normally require high-privilege credentials (ad account tokens, advertiser billing access). The absence of declared credential requirements is disproportionate to the stated capability and unexplained. Additionally, the payment model (x402 / USDC on Base L2) is unusual for API billing and requires the user to interact with an external crypto payment flow — this introduces financial risk if the gateway is untrusted.
持久化与权限
The skill does not request always:true and is user-invocable only. There is no evidence it modifies other skills or system-wide settings. Its persistence/privilege requests are minimal.
安全有层次,运行前请审查代码。

License

MIT-0

可自由使用、修改和再分发,无需署名。

运行时依赖

无特殊依赖

版本

latestv1.0.02026/4/2

Initial release of Ads Optimizer skill. - Launches AI-powered ad campaign management with campaign creation, updates, and configuration tracking. - Enables performance audits, optimization recommendations, and actionable insights for campaigns. - Supports A/B testing of ad creative, landing pages, and bidding strategies. - Provides anomaly detection for spend spikes, CTR drops, and suspicious activity. - All endpoints are monetized via x402 payment (USDC on Base L2).

● 无害

安装命令 点击复制

官方npx clawhub@latest install mcf-ads-optimizer
镜像加速npx clawhub@latest install mcf-ads-optimizer --registry https://cn.clawhub-mirror.com

技能文档

Manage and optimize advertising campaigns with AI-driven analysis. Run performance audits, get optimization recommendations, manage A/B tests, and detect spending anomalies before they burn budget. Built for AI agents that manage paid media on behalf of clients.

Authentication

All endpoints require x402 payment (USDC on Base L2). Send a request without payment to receive pricing info in the 402 response.

Endpoints

Manage Campaigns

  • Method: POST
  • Path: /api/ads/campaigns
  • Price: $0.05 per call
  • Description: Create or update an ad campaign configuration. Tracks platform, budget, targeting, and creative details.

Request:

{
  "name": "HVAC Dallas - Search",
  "platform": "google-ads",
  "type": "search",
  "daily_budget": 50.00,
  "targeting": {
    "location": "Dallas, TX",
    "radius_miles": 25,
    "keywords": ["hvac repair near me", "ac installation dallas", "heating repair"],
    "negative_keywords": ["diy", "how to"]
  },
  "bid_strategy": "maximize-conversions",
  "landing_page": "https://comfortzonehvac.com/schedule"
}

Response:

{
  "id": "camp_3x8rp4",
  "name": "HVAC Dallas - Search",
  "platform": "google-ads",
  "status": "active",
  "daily_budget": 50.00,
  "created_at": "2026-04-01T15:00:00Z"
}

Run Audit

  • Method: POST
  • Path: /api/ads/audits
  • Price: $0.50 per call
  • Description: Run a full AI audit on a campaign. Analyzes spend efficiency, keyword performance, audience targeting, creative fatigue, and competitor positioning.

Request:

{
  "campaign_id": "camp_3x8rp4",
  "date_range": {
    "start": "2026-03-01",
    "end": "2026-03-31"
  },
  "include_competitor_analysis": true
}

Response:

{
  "audit_id": "aud_9m2kf7",
  "campaign_id": "camp_3x8rp4",
  "overall_score": 72,
  "spend_total": 1550.00,
  "conversions": 31,
  "cost_per_conversion": 50.00,
  "findings": [
    {"severity": "high", "area": "keywords", "finding": "3 keywords consuming 40% of budget with zero conversions", "action": "pause-keywords"},
    {"severity": "medium", "area": "bidding", "finding": "CPC 23% above industry average for HVAC", "action": "adjust-bids"},
    {"severity": "low", "area": "creative", "finding": "Ad copy unchanged for 45 days, CTR declining", "action": "refresh-creative"}
  ],
  "estimated_savings_monthly": 320.00
}

Optimization Analysis

  • Method: POST
  • Path: /api/ads/optimization/analyze
  • Price: $0.25 per call
  • Description: Get specific optimization recommendations for a campaign. Returns actionable changes with projected impact.

Request:

{
  "campaign_id": "camp_3x8rp4",
  "optimization_goal": "lower-cpa",
  "constraints": {
    "min_daily_budget": 30.00,
    "max_daily_budget": 75.00
  }
}

Response:

{
  "recommendations": [
    {
      "action": "pause-keywords",
      "targets": ["hvac repair near me", "heating system cost"],
      "reason": "High spend, zero conversions in 30 days",
      "projected_savings": "$210/mo"
    },
    {
      "action": "increase-bid",
      "targets": ["ac installation dallas"],
      "reason": "Top performer, currently losing impression share",
      "projected_impact": "+8 conversions/mo"
    },
    {
      "action": "add-negative-keywords",
      "targets": ["free", "cost of", "average price"],
      "reason": "Informational queries burning budget",
      "projected_savings": "$85/mo"
    }
  ],
  "projected_new_cpa": 38.50,
  "projected_improvement": "23%"
}

Manage A/B Tests

  • Method: POST
  • Path: /api/ads/tests
  • Price: $0.10 per call
  • Description: Create and track A/B tests on ad creative, landing pages, or bidding strategies.

Request:

{
  "campaign_id": "camp_3x8rp4",
  "test_type": "ad-copy",
  "variant_a": {
    "headline": "Top-Rated HVAC Repair in Dallas",
    "description": "Same-day service. Licensed technicians. Call now."
  },
  "variant_b": {
    "headline": "AC Broken? Dallas Experts On Call",
    "description": "4.8 stars, 500+ reviews. Book online in 30 seconds."
  },
  "traffic_split": 50,
  "duration_days": 14,
  "success_metric": "conversion-rate"
}

Response:

{
  "id": "test_5k7nw2",
  "campaign_id": "camp_3x8rp4",
  "status": "running",
  "start_date": "2026-04-01",
  "end_date": "2026-04-15",
  "traffic_split": "50/50"
}

Detect Anomalies

  • Method: GET
  • Path: /api/ads/anomalies
  • Price: $0.10 per call
  • Description: Scan campaigns for spending anomalies, sudden performance drops, or suspicious click patterns.

Request:

GET /api/ads/anomalies?campaign_id=camp_3x8rp4&lookback_days=7

Response:

{
  "anomalies": [
    {
      "type": "spend-spike",
      "severity": "high",
      "detected_at": "2026-03-29T08:00:00Z",
      "details": "Daily spend jumped 340% ($50 to $220) due to broad match keyword expansion",
      "recommended_action": "Review and restrict match types"
    },
    {
      "type": "ctr-drop",
      "severity": "medium",
      "detected_at": "2026-03-30T12:00:00Z",
      "details": "CTR dropped 45% on headline variant A, possible ad fatigue",
      "recommended_action": "Rotate creative"
    }
  ]
}

Use Cases

  • A media buying agent audits client campaigns monthly and implements optimizations
  • An autonomous budget guardian monitors for anomalies and pauses runaway spend
  • A creative agent runs A/B tests on ad copy and reports winning variants
  • An analytics agent produces monthly performance reports with actionable insights
  • A sales agent includes ad optimization as part of a managed services package

Pricing

EndpointPriceDescription
/api/ads/campaigns$0.05Create/update campaigns
/api/ads/audits$0.50Full AI campaign audit
/api/ads/optimization/analyze$0.25Optimization recommendations
/api/ads/tests$0.10Manage A/B tests
/api/ads/anomalies$0.10Anomaly detection scan
数据来源:ClawHub ↗ · 中文优化:龙虾技能库
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