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x402-population-mean

Population Mean: Mean of population.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
valuesNoValues to process

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • addedInput schema / properties / values
      Added value: +{
      +  "description": "Values to process",
      +  "type": "string"
      +}
  2. First observed

TDQS

C2.3/5.0
Behavior2/5

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

No annotations are provided, so the description carries the full behavioral burden. It does not state input format (the 'values' param is a string, suggesting a delimiter or list syntax), what happens with empty input, or how the result is returned. For a math tool with no annotations this is thin.

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?

Extremely short – arguably too short. It is front-loaded and free of waste, but the brevity is under-specification rather than efficient communication.

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?

For a stats tool with no annotations, no output schema, and an ambiguous string input, the description does not explain input format, edge cases (empty list, non-numeric values), or result semantics. An agent would need to guess call conventions.

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 coverage is 100% but the single parameter's description is merely 'Values to process', which is uninformative. The tool description adds nothing about expected format (comma-separated numbers? JSON array?), and since there is only one param with a placeholder schema description, the baseline of 3 applies.

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 'Population Mean: Mean of population' is essentially a tautology that restates the tool name. While it does identify the operation (computing a population mean), it provides no differentiating detail from siblings like x402-mean-of, x402-sample-mean, x402-harmonic-mean, or x402-geometric-mean that crowd this namespace.

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?

No when-to-use guidance, no exclusions, and no mention of the sibling tools that compute related statistics. An agent choosing among mean-of, sample-mean, weighted-mean, and population-mean has no signal about which is appropriate.

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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