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List launches

list_launches
Read-onlyIdempotent

List live product launches on FastDrop, ranked by votes. Each product may include an MCP endpoint URL, mcpVerified (whether FastDrop probe succeeded), and mcpAuthRequired when the endpoint answered 401/403.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNoMax results, 1-50, default 20
windowNoRank by votes cast in this window (UTC). Default all-time.

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
productsYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • addedOutput schema / properties / products / items / properties / maker
      Added value: +{
      +  "description": "Who built the product. label is their own description of themselves (e.g. \"Indie hacker\"), \"Builder\" when unset. handle and profile are present once they have a public FastDrop profile.",
      +  "properties": {
      +    "handle": {
      +      "type": "string"
      +    },
      +    "label": {
      +      "type": "string"
      +    },
      +    "name": {
      +      "type": "string"
      +    },
      +    "profile": {
      +      "description": "Public profile URL",
      +      "type": "string"
      +    }
      +  },
      +  "required": [
      +    "name",
      +    "label"
      +  ],
      +  "type": "object"
      +}
  2. First observed

TDQS

B3.2/5.0
Behavior3/5

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

Annotations already declare readOnly, idempotent, openWorld and non-destructive, so the safety profile is covered. The description adds payload semantics (MCP endpoint URL, mcpVerified from the probe, mcpAuthRequired on 401/403), which is genuinely useful context, but it says nothing about pagination or how 'live' is determined.

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?

Two tight sentences, front-loaded with the core action and ordering. The second sentence is a compact field enumeration that earns its place, though it could be trimmed given an output schema exists.

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 an output schema present, return values need not be explained, yet the description still clarifies the MCP-related fields, which helps interpretation. What is missing is guidance on scope/filtering relative to sibling list tools, a minor gap for a zero-required-parameter read tool.

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 both parameters (limit, window) are already documented, including the enum and default. The description only indirectly hints at 'window' via 'ranked by votes' and adds no format or range detail beyond the schema, so the baseline 3 applies.

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?

States a specific verb and resource ('List live product launches on FastDrop') plus the ordering rule ('ranked by votes'). This is distinguishable from siblings like search_products or get_product, though it never names an alternative to route between them.

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 when-to-use / when-not-to-use guidance and no mention of the sibling tools that overlap (search_products, find_tools). The listing intent is self-evident from the name, but the description leaves all routing to inference.

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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