How do I install the Anomaly Detection skill?

Run npx skillmds@latest add irinabuht12-oss/anomaly-detection in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

What does the Anomaly Detection skill do?

6/ Anomaly Detection — Google + Meta It is listed under Coding & Dev Tools on SkillMD.

Is Anomaly Detection safe to use?

This skill has not completed SkillMD's automated safety review yet. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with Anomaly Detection?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is Anomaly Detection free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published Anomaly Detection?

irinabuht12-oss (@irinabuht12-oss) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Anomaly Detection by irinabuht12-oss

Name: Anomaly Detection
Author: irinabuht12-oss

File contents

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

---name: anomaly-detectiondescription: 6/ Anomaly Detection — Google + Meta---# 6/ Anomaly Detection — Google + Meta## What it doesCatches 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 worksClaude 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 exampleThursday 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 URLSetup guide: https://www.get-ryze.ai/how-to-connect-claude-to-google-meta-ads-mcp

Frequently asked questions

Anomaly Detection