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mcf-ads-optimizerMCF ADS 优化器

Agent Skill

mcf-ads-optimizer 用于查找、检索和筛选相关信息,适合在 OpenClaw 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。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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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

MIT-0

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:mcf-ads-optimizer(MCF ADS 优化器)
来源仓库:https://github.com/cameron48/mcf-ads-optimizer
安装命令:
openclaw skills install mcf-ads-optimizer
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 OpenClaw 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。

ClawHubOpenClaw
openclaw skills install mcf-ads-optimizer

简介

AI 驱动的广告活动管理,包括绩效审核、A/B 测试和异常检测。

  • 适用于数字营销、广告投放优化和效果分析场景。mcf-ads-optimizer 属于研究检索类 Skill,可作为该场景下的辅助能力补充。
  • 通过 clawhub 安装后调用,支持多平台广告数据整合。
  • 需确认权限范围和维护状态,避免触发财务或用户数据接口。
  • 建议查阅原始 README 了解支持的广告平台和指标类型。

SKILL.md

name
Ads Optimizer
description
AI-powered ad campaign management with performance audits, optimization analysis, A/B testing, and anomaly detection.
author
MCF Agentic
version
1.0.0
tags
[advertising, campaigns, optimization, analytics, ab-testing, anomaly-detection, google-ads, meta-ads]
pricing
x402 (USDC on Base)
gateway
https://gateway.mcfagentic.com

Ads Optimizer

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

适合场景

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02

用户想查找某类 Agent Skill 时

03

需要根据任务场景推荐可安装能力包时

04

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

补充不同宿主或平台的使用分布数据

能力 5

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

OpenClaw

82.53%
按下载量换算2,131

安全审计

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通过

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可疑

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通过

权限和风险

需要联网

该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

安装前确认

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来源信息

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