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Amberflo MCP by usefulapi

Create customer

amberflo_create_customer
Destructive

WRITE: create/register a new customer in Amberflo (id + name required; optional email, enabled flag, and traits). Optionally auto-create the customer in Stripe. API: POST /customers/.

Input Schema

NameRequiredDescriptionDefault
traitsNoArbitrary string traits (key/value metadata).
enabledNoWhether the customer is enabled.
customer_idYesUnique customerId to assign (your identifier for the customer).
customer_nameYesHuman-readable customer name.
customer_emailNoCustomer email address.
create_in_stripeNoWhen true, also auto-create this customer in Stripe (adds ?autoCreateCustomerInStripe=true).

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • changedInput schema / $schema
      Previous value: -"http://json-schema.org/draft-07/schema#"New value: +"https://json-schema.org/draft/2020-12/schema"
  2. First observed

TDQS

A4.2/5.0
Behavior4/5

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

The 'WRITE:' prefix plus the explicit note that it can also auto-create the customer in Stripe discloses both the mutation and an external side effect that annotations do not cover. It omits failure/duplicate-handling behavior (e.g., what happens if customer_id already exists) and any auth requirements, and the destructiveHint annotation is left unexplained for a create operation.

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

Conciseness5/5

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

A single tight sentence with a compact parenthetical, front-loading the WRITE semantics and required inputs, then the optional Stripe side effect. No filler.

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

Completeness4/5

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

With full schema coverage, no output schema needed, and the nested traits object documented in the schema, the description is nearly complete. Only duplicate/idempotency semantics and the odd destructiveHint annotation are left unaddressed.

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

Parameters3/5

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

Schema coverage is 100%, so each parameter (traits, enabled, email, create_in_stripe) is already documented in the schema. The description only restates required vs optional fields and adds no syntax or format detail beyond that, so baseline 3 applies.

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

Purpose5/5

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

States a specific verb and resource ('WRITE: create/register a new customer in Amberflo') and even names the underlying endpoint (POST /customers/). This clearly distinguishes it from read siblings such as amberflo_get_customer and amberflo_list_customers.

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

Usage Guidelines4/5

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

It gives clear preconditions (customer_id and customer_name required, the rest optional) and notes the optional Stripe auto-creation path, which tells the agent when the extra behavior triggers. It does not name an alternative tool or spell out when not to use this one, so it stops short of full routing guidance.

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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