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Crawlora MCP

producthunt_customers

Read-only

Product Hunt product customers.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
idYesProduct Hunt product slug or id (required).
pageNo1-based result page, default 1.
orderNoSort order, default most_relevant.
page_sizeNoCustomers per page.

Output Schema

TableJSON 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. First observed

TDQS

C2.1/5.0
Behavior2/5

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

Annotations already declare readOnlyHint=true and openWorldHint=true, so the safety profile is covered. The description adds no behavioral context at all — no pagination behavior, no scoping, no note about what a 'customer' means on Product Hunt — so it earns little credit beyond the annotations.

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?

It is a single short fragment with no wasted words, but it is under-specified rather than truly concise — the brevity reflects missing content, not efficient front-loading.

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?

An output schema exists, so return values need not be explained. However, a list-of-related-entities tool with a required product id and no stated relationship to sibling tools leaves the agent guessing about both intent and differentiation.

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. The description adds no syntax or format detail beyond the schema, which is the baseline 3 case when the schema carries the full parameter burden.

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

Purpose2/5

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

The description 'Product Hunt product customers' essentially restates the tool name without a verb or scope. It implies a listing of customers for a given Product Hunt product, but does not distinguish itself from siblings like producthunt_product, producthunt_makers, or producthunt_reviews.

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

Usage Guidelines1/5

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

No guidance whatsoever on when to use this tool versus alternatives. Nothing tells the agent whether this is for makers, backers, or buyers, nor when producthunt_product would be a better choice.

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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