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Install in OpenClaw
/install shopify-margin-optimizer
Description
Optimize profit margins for Shopify stores by analyzing COGS, operating costs, and revenue levers to improve profitability. Triggers: margin optimizer, profi...
Usage Guidance
This skill appears to be a straightforward, self-contained helper that constructs a detailed prompt and sends it to a local 'openclaw' agent for generation. Before installing or running it: (1) Understand it will not access your Shopify store automatically — provide any financial/store data manually if you want store-specific recommendations. (2) The script calls a local 'openclaw' CLI; ensure you trust that binary and know where it runs/where data goes, because whatever you paste as input will be included in the prompt (do not include secrets, API keys, or passwords). (3) If you expect automated access to Shopify or CSV imports, request/verify explicit support for Shopify API credentials; currently none are requested. (4) If you want higher assurance, inspect the 'openclaw' binary behavior or run the script in an isolated environment.
Capability Analysis
Type: OpenClaw Skill
Name: shopify-margin-optimizer
Version: 1.0.0
The skill provides a comprehensive framework for Shopify profitability analysis, including a bash script (analyze.sh) that constructs a detailed prompt for the OpenClaw agent. It is classified as suspicious because it requests broad Bash tool permissions in SKILL.md, which is a high-risk capability, although it is plausibly needed to execute the included analyze.sh script. No evidence of intentional malicious behavior, such as data exfiltration or unauthorized access, was found in the code or instructions.
Capability Assessment
Purpose & Capability
The name/description (Shopify margin optimizer) matches the included instructions and script: both produce a generic profitability report from user-provided input. However, the skill does not request Shopify API keys or any store credentials, so it can only generate high-level, hypothetical or user-supplied-data analyses rather than pulling real store P&L data. This is reasonable but should be understood by the user.
Instruction Scope
SKILL.md and analyze.sh keep scope narrow: they build a prompt describing the required P&L analysis and invoke a local agent. The script does not read system files, environment variables, or remote endpoints, nor does it attempt to fetch Shopify data. The main runtime action is calling 'openclaw agent --local' with the composed prompt and session id.
Install Mechanism
No install spec or external downloads are present (instruction-only plus a small shell script). Nothing will be written to disk beyond the included files unless the agent binary itself does so. This is low-risk from an install perspective.
Credentials
The skill declares no required environment variables, credentials, or config paths, which is proportionate given it does not integrate with Shopify APIs. There are no requests for unrelated secrets.
Persistence & Privilege
'always' is false and there is no persistent installation behavior or cross-skill configuration. The skill runs on demand and does not request elevated privileges.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install shopify-margin-optimizer - After installation, invoke the skill by name or use
/shopify-margin-optimizer - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release of shopify-margin-optimizer:
- Launches a comprehensive profitability analysis framework for Shopify stores.
- Provides profit and loss (P&L) structure, with detailed COGS and operating cost breakdowns.
- Identifies margin leaks and offers actionable tactics for COGS reduction.
- Suggests revenue-side margin improvement strategies, including pricing and product mix optimization.
- Delivers a 90-day roadmap to optimize profitability and reduce operational expenses.
Metadata
Frequently Asked Questions
What is Shopify Margin Optimizer?
Optimize profit margins for Shopify stores by analyzing COGS, operating costs, and revenue levers to improve profitability. Triggers: margin optimizer, profi... It is an AI Agent Skill for Claude Code / OpenClaw, with 107 downloads so far.
How do I install Shopify Margin Optimizer?
Run "/install shopify-margin-optimizer" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Shopify Margin Optimizer free?
Yes, Shopify Margin Optimizer is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Shopify Margin Optimizer support?
Shopify Margin Optimizer is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Shopify Margin Optimizer?
It is built and maintained by mguozhen (@mguozhen); the current version is v1.0.0.
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