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Install in OpenClaw
/install shopify-ad-attribution
Description
Shopify ad attribution agent. Calculates true ROAS per channel by correlating Shopify order UTM data with ad spend — reveals which channels actually drive pr...
Usage Guidance
This skill appears coherent and does not request credentials or install code, but take standard precautions: (1) Do not paste raw PII or payment info — paste only the UTM/relevant order columns. (2) Inspect the created ~/shopify-attribution/ files and delete them when done. (3) The SKILL.md lists allowed-tools: Bash, which means the agent could run shell commands depending on platform policies — run the skill in a restricted/sandboxed session if you are concerned about shell access. (4) If you want more assurance, review the upstream repository linked on the homepage before use and test with anonymized/sample data first.
Capability Assessment
Purpose & Capability
Name and description match the instructions: the agent expects pasted Shopify order UTM data, channel spend, and configuration, and produces ROAS/attribution reports. It declares no external integrations, binaries, or credentials — which is proportionate to an analysis-only skill.
Instruction Scope
SKILL.md confines operations to local analysis of pasted CSV/export data and creating files under ~/shopify-attribution/. It does not request external network calls or other system files. Note: the agent will create and store potentially sensitive order/customer data in the user's home directory, so users should avoid pasting PII (payment data) and should review/delete workspace files when finished.
Install Mechanism
No install spec and no code files — lowest-risk setup. Nothing is downloaded or written beyond the workspace the skill itself documents.
Credentials
The skill does not request environment variables, credentials, or config paths. This is appropriate for a tool that operates on user-pasted exports locally.
Persistence & Privilege
always is false and the skill is user-invocable. It writes its own workspace under the user's home directory (~/shopify-attribution/), which is reasonable for local-report persistence and does not modify other skills or system-wide settings.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install shopify-ad-attribution - After installation, invoke the skill by name or use
/shopify-ad-attribution - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release of Shopify Ad Attribution agent.
- Calculates true ROAS per channel by correlating Shopify order UTM data with ad spend.
- Supports multiple attribution models: last-click, linear, and time-decay.
- Analyzes UTM coverage, channel overlap, LTV impact, and attribution anomalies.
- Provides profit-adjusted ROAS calculations based on COGS and margin.
- Outputs comprehensive channel performance tables, model comparisons, and key findings.
- Saves analysis and configurations to a structured workspace for ongoing reporting.
Metadata
Frequently Asked Questions
What is Shopify Ad Attribution?
Shopify ad attribution agent. Calculates true ROAS per channel by correlating Shopify order UTM data with ad spend — reveals which channels actually drive pr... It is an AI Agent Skill for Claude Code / OpenClaw, with 156 downloads so far.
How do I install Shopify Ad Attribution?
Run "/install shopify-ad-attribution" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Shopify Ad Attribution free?
Yes, Shopify Ad Attribution is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Shopify Ad Attribution support?
Shopify Ad Attribution is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Shopify Ad Attribution?
It is built and maintained by mguozhen (@mguozhen); the current version is v1.0.0.
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