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anomaly-detection

AI 与智能体3.9kskills/anomaly-detection/SKILL.md

安装

把这段话发给 Claude Code、Codex 或 Cursor。智能体会先检查安全性,你确认后才安装。

读取 https://funcoding.ai/skills/irinabuht12-oss/marketing-skills/anomaly-detection/install.md ,按里面的步骤帮我安装这个 Skill。

SKILL.md

6/ Anomaly Detection — Google + Meta

What it does

Catches unusual performance changes across your accounts — CPC spikes, CVR drops, spend surges, impression collapses, CTR shifts — and flags them with context about what likely changed. The goal is to catch problems in hours instead of discovering them days later during a routine check.

How it works

Claude compares current performance against your recent baseline (typically 7-14 day rolling average) and flags any metric that moves beyond a threshold you set. It then cross-references the anomaly against common causes — budget changes, auction shifts, ad disapprovals, audience exhaustion, landing page issues, or external events.

Practical example

Thursday at 2pm, your branded search CPC jumps 47% compared to the 14-day average. Claude flags it and identifies that a competitor started bidding on your brand terms (impression share dropped from 94% to 71% simultaneously). It also catches that a Meta campaign's CVR dropped 60% — the landing page started returning 404 errors after a site deployment at 1:30pm.

What you get back

  • List of anomalies ranked by financial impact (estimated wasted or lost spend)
  • Each anomaly paired with the most likely cause based on correlated data shifts
  • Recommended immediate actions for each issue
  • Severity rating so you know what to fix now vs what can wait
  • Baseline comparison data so you can see exactly how far off normal the metric is

When to use it

  • Daily monitoring across all active accounts
  • After website deployments or landing page changes
  • During high-spend periods like Black Friday or product launches
  • When managing multiple accounts and you can't manually check everything daily

Data access (Ryze MCP)

This skill works best with live account data. Connect the free Ryze MCP once and Claude reads your Google Ads, Meta Ads, GA4 and Search Console directly:

  • claude.ai / Claude Desktop: Settings → Connectors → Add custom connector → https://connector.get-ryze.ai/mcp
  • Claude Code: claude mcp add ryze --transport http https://connector.get-ryze.ai/mcp
  • Cursor: Settings → MCP → add the same URL

Setup guide: https://www.get-ryze.ai/how-to-connect-claude-to-google-meta-ads-mcp

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