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x402-t-statistic

T Statistic: T Statistic

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
aNoA to process
bNoB to process
sample1NoSample1 to process
sample2NoSample2 to process

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed4 schema fields changed
    • addedInput schema / properties / a
      Added value: +{
      +  "description": "A to process",
      +  "type": "string"
      +}
    • addedInput schema / properties / b
      Added value: +{
      +  "description": "B to process",
      +  "type": "string"
      +}
    • addedInput schema / properties / sample1
      Added value: +{
      +  "description": "Sample1 to process",
      +  "type": "string"
      +}
    • addedInput schema / properties / sample2
      Added value: +{
      +  "description": "Sample2 to process",
      +  "type": "string"
      +}
  2. First observed

TDQS

D1.3/5.0
Behavior1/5

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, and it discloses nothing: not whether the result is one- or two-sample, not whether it's a read-only computation, not return format, not what happens with malformed or unequal-length inputs. Zero behavioral information.

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 this is under-specification rather than conciseness. A seven-word tautology is not front-loaded content; there is no content to front-load.

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?

For a four-parameter statistical tool with no annotations and no output schema, an agent cannot determine how to call it at all — which parameters are required (none are marked required), whether to pass JSON arrays or numbers as strings, or what a valid invocation looks like. Completely inadequate.

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

Parameters2/5

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

Although schema_description_coverage is nominally 100%, the schema text is pure placeholder boilerplate ("A to process", "Sample1 to process"), so it conveys no real semantics. The description adds nothing to clarify the key ambiguity: whether `a`/`b` are scalars and `sample1`/`sample2` are datasets, or which combination of the four parameters is even required.

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

Purpose1/5

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

The description is "T Statistic: T Statistic," a verbatim restatement of the tool name with no verb, no resource scope, and no indication of what computation is performed or what inputs it expects. It is a tautology that gives an agent nothing beyond the name itself.

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, when not to, or which alternative among the many nearby statistics tools (x402-stddev, x402-sample-mean, x402-pooled-variance, x402-zscore) it should be preferred over. Nothing distinguishes it from siblings.

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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