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Install in OpenClaw
/install shopify-dropshipping-finder
Description
Dropshipping product research and supplier evaluation for Shopify stores. Analyze product viability, find reliable suppliers, estimate margins, and build a w...
Usage Guidance
This skill is mostly coherent with its stated purpose, but take these precautions before installing or running it:
- Inspect and confirm you have the required runtime tools: the script calls 'openclaw' and 'python3' but the skill lists no required binaries. If you don't want the skill to run the local OpenClaw agent, do not run analyze.sh.
- Understand what your local OpenClaw agent does: 'openclaw agent --local' may forward prompts to remote model endpoints, plugins, or other skills. Check your agent's configuration and network permissions so you know where your prompts and any example data will be sent.
- Run in a sandboxed environment first (or with network disabled) to observe behavior and ensure no unexpected network calls are made.
- If you plan to use it regularly, consider adding explicit dependencies to the skill metadata (openclaw, python3) or editing the script to fail with a clear error if those binaries are missing.
- If you have sensitive data or secrets on the machine, don't pass them to this skill and verify the local agent cannot access them or environment variables you care about.
Given the undeclared runtime dependencies and implicit local-agent forwarding behavior, proceed cautiously and verify the environment the skill will run in.
Capability Analysis
Type: OpenClaw Skill
Name: shopify-dropshipping-finder
Version: 1.0.0
The skill bundle is a legitimate tool for dropshipping product research and supplier evaluation. The bash script 'analyze.sh' constructs a structured prompt for the OpenClaw agent to generate reports on market demand, margins, and supplier comparisons, with no evidence of malicious execution, data exfiltration, or prompt injection.
Capability Assessment
Purpose & Capability
The skill claims to perform dropshipping research and indeed constructs a research prompt and prints a report, which is coherent. However, the included analyze.sh requires the local 'openclaw' agent CLI and python3 at runtime, but the skill declares no required binaries. That mismatch (undeclared dependencies) is a coherence problem — a user installing this skill may not realize it will invoke a local agent binary.
Instruction Scope
The SKILL.md and analyze.sh stay within the stated purpose: building a product research prompt, calling a local agent to generate analysis, and printing the result. The script does not read arbitrary system files or request environment variables. However, it invokes 'openclaw agent --local', which may cause the local agent to send the prompt (and therefore any user-provided input) to configured model backends or plugins; that forwarding behavior is not documented in the skill and is an implicit side-effect users should be aware of.
Install Mechanism
There is no install spec — the skill is instruction-only with one shell script. No remote downloads or archive extraction are present. That minimizes installation risk, but runtime dependency execution still occurs when analyze.sh runs.
Credentials
The skill declares no required environment variables or credentials and the script does not reference any ENV vars. This is proportionate to the stated purpose. Note: the local 'openclaw' agent invoked by the script may itself read or use environment variables from the host environment depending on its configuration.
Persistence & Privilege
The skill is not force-installed (always:false) and is user-invocable. It does invoke the local agent CLI ('openclaw agent --local'), enabling nested/recursive agent activity at runtime — this increases blast radius if the local agent is configured with network access or plugins, but the skill itself does not request persistent privileges or modify other skills.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install shopify-dropshipping-finder - After installation, invoke the skill by name or use
/shopify-dropshipping-finder - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release of Shopify Dropshipping Finder.
- Analyze product viability for dropshipping on Shopify.
- Find and evaluate reliable suppliers across major platforms.
- Estimate profit margins considering COGS, shipping, ads, and fees.
- Receive a product viability score and supplier evaluation matrix.
- Get strategies for differentiation and scaling your dropshipping business.
Metadata
Frequently Asked Questions
What is Shopify Dropshipping Finder?
Dropshipping product research and supplier evaluation for Shopify stores. Analyze product viability, find reliable suppliers, estimate margins, and build a w... It is an AI Agent Skill for Claude Code / OpenClaw, with 144 downloads so far.
How do I install Shopify Dropshipping Finder?
Run "/install shopify-dropshipping-finder" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Shopify Dropshipping Finder free?
Yes, Shopify Dropshipping Finder is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Shopify Dropshipping Finder support?
Shopify Dropshipping Finder is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Shopify Dropshipping Finder?
It is built and maintained by mguozhen (@mguozhen); the current version is v1.0.0.
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