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shopify_customers

Retrieve customer records from a Shopify store using email, limit, and authentication credentials to support automation and data workflows.

Instructions

Get customers from a Shopify store.

Input Schema

NameRequiredDescriptionDefault
emailNo
limitNo
api_keyNo
shop_domainNo
access_tokenNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changedv0.1.11
    • changedInput schema / required
      Previous value: -[
      -  "shop_domain"
      -]New value: +[]
  2. Addedv0.1.5

TDQS

C2.4/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

No annotations are provided, so the description must carry the behavioral burden. It implies a read operation but does not disclose authentication requirements, pagination behavior, rate limits, or whether the result is a full list or affected by filters.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness3/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The single sentence is concise and front-loaded, but it is undersized for a tool with five parameters and no other documentation. It avoids verbosity but lacks the structure needed to guide invocation.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness2/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given five parameters, zero schema descriptions, no annotations, and no output schema, the description is materially incomplete. An agent would not know how to authenticate, filter, or page results from this definition alone.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters1/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The schema has five parameters with 0% description coverage, and the description mentions none of them. It does not explain email filtering, limit behavior, or the required connection details (api_key, shop_domain, access_token), leaving the agent unable to infer parameter semantics from the description.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description states a specific verb ("Get") and resource ("customers") scoped to a Shopify store, which is enough to distinguish it from most unrelated siblings. It does not explicitly differentiate it from other Shopify tools such as shopify_orders or shopify_inventory, so it falls short of a 5.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no guidance on when to use this tool, when not to use it, or which sibling tools are alternatives. The only implied usage is that it retrieves customers, which is already evident from the name.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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