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x402-winsorized-mean

Winsorized Mean: Mean of winsorized. 🆓 5 free trial calls per signed wallet

Input Schema

NameRequiredDescriptionDefault
kNo
valuesNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed2 schema fields changed
    • removedInput schema / properties / k / description
      Removed value: -"K to process"
    • removedInput schema / properties / values / description
      Removed value: -"Values to process"
  2. Changed2 schema fields changed
    • addedInput schema / properties / k
      Added value: +{
      +  "description": "K to process",
      +  "type": "string"
      +}
    • addedInput schema / properties / values
      Added value: +{
      +  "description": "Values to process",
      +  "type": "string"
      +}
  3. First observed

TDQS

D1.8/5.0
Behavior2/5

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

No annotations are supplied, so the description carries the full behavioral burden, and it discloses almost nothing: not the output shape, not error behavior, not how values are parsed. The one piece of genuine behavioral information is the paid/trial access model (5 free calls per signed wallet), which is useful but far from sufficient.

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

Conciseness2/5

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

It is short, but short by omission rather than efficiency; the second sentence is promotional boilerplate ahead of any functional detail. There is no front-loaded explanation of inputs or behavior.

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

Completeness1/5

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

A two-parameter statistical tool with no annotations, no output schema, and 0% parameter documentation needs the description to explain inputs and results, and this one explains neither. Nothing an agent needs in order to call it correctly is present.

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

Parameters1/5

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

Schema description coverage is 0% for both parameters. 'k' (presumably the winsorization fraction or count) and 'values' (presumably a string of numbers) are completely undocumented in both schema and description, leaving an agent to guess at format and semantics.

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?

"Winsorized Mean: Mean of winsorized" restates the tool name in circular form; it never says what winsorizing does or what the tool returns. The name alone carries the meaning, and it is not distinguished from siblings such as x402-trimmed-mean or x402-winsorized-variance.

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 guidance on when to pick this over x402-trimmed-mean or x402-mean-of, and no prerequisites stated. The only extra sentence concerns free trial credits, which is billing context rather than usage 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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