Observe Metrics
ruvnet/ruflo
Aggregate and display system metrics with anomaly detection for a time period
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.
Install Anomaly Detection
$ npx skills add irinabuht12-oss/marketing-skills --skill anomaly-detection -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install irinabuht12-oss/marketing-skills anomaly-detection --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/irinabuht12-oss/marketing-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/anomaly-detection .claude/skills/anomaly-detection && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "anomaly-detection" agent skill from https://github.com/irinabuht12-oss/marketing-skills/tree/main/skills/anomaly-detection into .claude/skills/anomaly-detection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "anomaly-detection", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/irinabuht12-oss/marketing-skills/tree/main/skills/anomaly-detectionType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add irinabuht12-oss/marketing-skills --skill anomaly-detection -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install irinabuht12-oss/marketing-skills anomaly-detection --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/irinabuht12-oss/marketing-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/anomaly-detection .agents/skills/anomaly-detection && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "anomaly-detection" agent skill from https://github.com/irinabuht12-oss/marketing-skills/tree/main/skills/anomaly-detection into .agents/skills/anomaly-detection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "anomaly-detection", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add irinabuht12-oss/marketing-skills --skill anomaly-detection -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install irinabuht12-oss/marketing-skills anomaly-detection --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/irinabuht12-oss/marketing-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/anomaly-detection .cursor/skills/anomaly-detection && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "anomaly-detection" agent skill from https://github.com/irinabuht12-oss/marketing-skills/tree/main/skills/anomaly-detection into .cursor/skills/anomaly-detection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "anomaly-detection", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/irinabuht12-oss/marketing-skills.git --path skills/anomaly-detection--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add irinabuht12-oss/marketing-skills --skill anomaly-detection -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install irinabuht12-oss/marketing-skills anomaly-detection --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/irinabuht12-oss/marketing-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/anomaly-detection .gemini/skills/anomaly-detection && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "anomaly-detection" agent skill from https://github.com/irinabuht12-oss/marketing-skills/tree/main/skills/anomaly-detection into .gemini/skills/anomaly-detection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "anomaly-detection", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install irinabuht12-oss/marketing-skills anomaly-detectionInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add irinabuht12-oss/marketing-skills --skill anomaly-detection -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/irinabuht12-oss/marketing-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/anomaly-detection .github/skills/anomaly-detection && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "anomaly-detection" agent skill from https://github.com/irinabuht12-oss/marketing-skills/tree/main/skills/anomaly-detection into .github/skills/anomaly-detection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "anomaly-detection", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add irinabuht12-oss/marketing-skills --skill anomaly-detection -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install irinabuht12-oss/marketing-skills anomaly-detection --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/irinabuht12-oss/marketing-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/anomaly-detection .opencode/skills/anomaly-detection && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "anomaly-detection" agent skill from https://github.com/irinabuht12-oss/marketing-skills/tree/main/skills/anomaly-detection into .opencode/skills/anomaly-detection/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "anomaly-detection", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
anomaly-detection- GitHub stars
- 4.1k
- Token cost
- ~658 tokens
- SKILL.md length
- 321 words
- Files
- 1
- Skills in repo
- 48
- Repo updated
- First seen
- Licence
- None found
At a glance
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.
- Tasks that involve Anomaly detection
- SKILL.md covers What it does, How it works, Practical example and What you get back, plus 2 more sections
- Calls claude; reaches connector.get-ryze.ai
- Tasks that involve Paid advertising
What it does
Anomaly Detection is an agent skill from irinabuht12-oss/marketing-skills. 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. Platform: Google and Meta.
Its SKILL.md is about 660 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Data & Analytics, covering Anomaly detection and Paid advertising. It works with Model Context Protocol. The repository describes itself as: Claude skills for marketing: 49 free marketing skills for Claude Code and claude.ai (Google Ads, Meta Ads, SEO, AI visibility) + the Ryze Google Ads MCP / Meta Ads MCP: claude….
When your agent uses it
- Tasks that involve Anomaly detection
- Tasks that involve Paid advertising
Example prompts
- “Use the anomaly-detection skill to catch unusual performance changes across your accounts — CPC spikes, CVR drops, spend surges, impression…”
- “/anomaly-detection”
What it can do on your machine
Read from SKILL.md and the folder at commit 1bb135e. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
claude
From the folder's file list and the shell code blocks in SKILL.md.
Network
Hosts in commands or code, which the agent is likely to contact:
connector.get-ryze.ai
Also links to:
get-ryze.ai
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Anomaly Detection loads about 658 tokens when it runs. Until then it costs about 83 tokens; SKILL.md has 321 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 321 words (~658 tokens).
“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…”
- name
- anomaly-detection
- metadata
- platform: Google and Meta
Files
Just SKILL.md in skills/anomaly-detection of irinabuht12-oss/marketing-skills.
Open the folder on GitHubat commit 1bb135e
Compare with similar skills
Anomaly Detection next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Anomaly Detection this skillirinabuht12-oss/marketing-skills | 4.1k | — | ~658 | Automated safety check: Pass | None | |
| Observe Metricsruvnet/ruflo | 74k | — | ~592 | Automated safety check: Notes | MIT | |
| Trader Signalruvnet/ruflo | 74k | — | ~605 | Automated safety check: Notes | MIT | |
| Apex Azure Kustojonathan-vella/apex | 217 | — | ~984 | Automated safety check: Pass | MIT | |
| Google Ads Landing Page Auditnowork-studio/notfair-plugin | 3.9k | — | ~306 | Automated safety check: Pass | MIT | |
| Google AdsTheMattBerman/google-ads-copilot | 238 | — | ~4.1k | Automated safety check: Pass | MIT |
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Related
Works with
Categories
Questions about Anomaly Detection
What does Anomaly Detection do?
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. Anomaly Detection is an agent skill from irinabuht12-oss/marketing-skills. 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.
When should I use Anomaly Detection?
Anomaly Detection fits situations like: tasks that involve Anomaly detection; tasks that involve Paid advertising.
How do I install Anomaly Detection in Claude Code?
Run `npx skills add irinabuht12-oss/marketing-skills --skill anomaly-detection -a claude-code`. Or copy the skill folder (skills/anomaly-detection in irinabuht12-oss/marketing-skills) into .claude/skills/anomaly-detection in your project. Claude Code loads it when a task matches its description.
How do I install Anomaly Detection in Codex?
Run `npx skills add irinabuht12-oss/marketing-skills --skill anomaly-detection -a codex`. Or copy the skill folder (skills/anomaly-detection in irinabuht12-oss/marketing-skills) into .agents/skills/anomaly-detection in your project. Codex loads it when a task matches its description.
Can I use Anomaly Detection in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add irinabuht12-oss/marketing-skills --skill anomaly-detection -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/anomaly-detection, .gemini/skills/anomaly-detection, .github/skills/anomaly-detection and .opencode/skills/anomaly-detection in your project.
What does Anomaly Detection need to run?
Going by SKILL.md and its folder, Anomaly Detection needs the command-line tools its instructions call (claude).
Does Anomaly Detection access the network?
SKILL.md names 2 domains. In commands or code: connector.get-ryze.ai; the agent is likely to contact it when it follows the instructions. As links in the text: get-ryze.ai. This is read from the text; nothing was executed.
Is Anomaly Detection safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Anomaly Detection use?
No licence was found for Anomaly Detection or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Anomaly Detection use?
About 658 tokens (SKILL.md is roughly 2.6k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Anomaly Detection?
Skills that share tags, products or a category with Anomaly Detection: Observe Metrics (ruvnet/ruflo, 74k stars), Trader Signal (ruvnet/ruflo, 74k stars), Apex Azure Kusto (jonathan-vella/apex, 217 stars) and Google Ads Landing Page Audit (nowork-studio/notfair-plugin, 3.9k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Anomaly Detection?
irinabuht12-oss (a GitHub user) maintains it in irinabuht12-oss/marketing-skills, which has 4,053 GitHub stars. The repository holds 48 skills in this directory. The repository was last updated on September 24, 2026.
Source: irinabuht12-oss/marketing-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.