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producthunt_customers

Read-only

List public customer-product rows associated with a Product Hunt product slug supplied as id. order defaults to customers and also accepts latest_launch; page defaults to 1 and page_size to 10. Check has_next_page for continuation. A missing product returns not found; missing connections or blocked payloads return an upstream error. Use producthunt_product for the seed product's overview or producthunt_alternatives for competing products.

Input Schema

NameRequiredDescriptionDefault
idYesRequired Product Hunt product slug, e.g. openai.
pageNo1-based result page, default 1.
orderNoCustomer order: customers (default) or latest_launch.
page_sizeNoCustomer products per page, default 10.

Output Schema

NameRequiredDescriptionDefault
dataYesThe tool result payload (shape varies per tool; see each tool's docs resource).

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed3 schema fields changed
    • changedInput schema / properties / id / description
      Previous value: -"Product Hunt product slug or id (required)."New value: +"Required Product Hunt product slug, e.g. openai."
    • changedInput schema / properties / order / description
      Previous value: -"Sort order, default most_relevant."New value: +"Customer order: customers (default) or latest_launch."
    • changedInput schema / properties / page_size / description
      Previous value: -"Customers per page."New value: +"Customer products per page, default 10."
  2. First observed

TDQS

A4.3/5.0
Behavior4/5

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

Annotations already declare readOnlyHint and openWorldHint, so the safety profile is covered. The description adds genuinely useful behavior beyond that: pagination continuation via has_next_page and distinct error outcomes (not found for a missing product, upstream error for missing connections/blocked payloads). It stops short of describing return fields, but the output schema covers those.

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

Conciseness4/5

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

Front-loads the purpose, then pagination, then error semantics, then routing. Efficient overall, though a couple of sentences partially duplicate schema-declared defaults.

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?

An output schema exists, so return values need not be explained, and the description covers pagination continuation and error outcomes. A read-only, open-world list tool is adequately specified; little an agent needs to call it correctly is missing.

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 description coverage is 100%, so the schema already documents id, page, order, and page_size with defaults. The description's restatement of the order/page/page_size defaults adds little beyond the schema, so the baseline 3 is appropriate.

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 (List) and resource (public customer-product rows) scoped to a Product Hunt product slug passed as id. It explicitly names sibling tools (producthunt_product, producthunt_alternatives) so an agent can distinguish it without opening any schema.

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

Usage Guidelines5/5

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

Provides explicit routing: use producthunt_product for the seed product's overview and producthunt_alternatives for competing products. It also documents the order options and defaults, giving clear conditions for selecting this tool over its neighbors.

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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