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by net.crawlora
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producthunt_launches

Read-only

List paginated Product Hunt launch posts for a product slug supplied as id. order defaults to DATE; pass a previous response's end_cursor as cursor to continue. A missing product returns not found, while absent launch connections or blocked payloads return an upstream error. Use producthunt_product for the product's overview.

Input Schema

NameRequiredDescriptionDefault
idYesRequired Product Hunt product slug, e.g. openai.
orderNoProduct Hunt launch order, default DATE.
cursorNoPagination cursor from the previous response's end_cursor.

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 / cursor / description
      Previous value: -"Pagination cursor from a previous response."New value: +"Pagination cursor from the previous response's end_cursor."
    • 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: +"Product Hunt launch order, default DATE."
  2. First observed

TDQS

A4.6/5.0
Behavior4/5

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

Discloses error semantics: missing product yields not found; absent launch connections or blocked payloads yield upstream error. Annotations cover read-only and open-world, but the description adds needed failure-mode context not in annotations. Minor gap: no default page size or max results mentioned.

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?

Three tight sentences covering purpose, pagination, and error behavior; front-loaded with the core action. No redundant restatements.

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?

Given an output schema exists, the description needn't explain return values, and it covers purpose, pagination continuation, error semantics, and alternative tool routing. It could mention pagination limits or ordering semantics, but it is otherwise thorough.

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

Parameters4/5

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

Schema coverage is 100%, so baseline is 3, but the description adds behavioral meaning: order defaults to DATE, and cursor comes from a previous response's end_cursor, which is practical usage guidance beyond the schema's minimal field descriptions.

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), resource (Product Hunt launch posts), and scope (paginated, for a product slug supplied as id). It routes the agent to sibling producthunt_product for overview separately.

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?

Explicitly names the alternative (producthunt_product) and delineates what it covers vs. this listing. Also implies pagination use: pass end_cursor as cursor to continue.

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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