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x402-odds-ratio

Odds Ratio: Ratio of odds.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
exposedCasesNoExposedCases to process
unexposedCasesNoUnexposedCases to process
exposedControlsNoExposedControls to process
unexposedControlsNoUnexposedControls to process

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed4 schema fields changed
    • addedInput schema / properties / exposedCases
      Added value: +{
      +  "description": "ExposedCases to process",
      +  "type": "string"
      +}
    • addedInput schema / properties / exposedControls
      Added value: +{
      +  "description": "ExposedControls to process",
      +  "type": "string"
      +}
    • addedInput schema / properties / unexposedCases
      Added value: +{
      +  "description": "UnexposedCases to process",
      +  "type": "string"
      +}
    • addedInput schema / properties / unexposedControls
      Added value: +{
      +  "description": "UnexposedControls to process",
      +  "type": "string"
      +}
  2. First observed

TDQS

D1.7/5.0
Behavior1/5

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, yet it discloses nothing: not the expected input form (counts, rates, probabilities), not the mapping of the four fields to the contingency table cells, not the return shape. 'Ratio of odds' conveys no operational behavior.

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 very short, but the brevity reflects under-specification rather than efficiency: five words carry no actionable information and no structure beyond a term and its gloss.

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 computation tool with no annotations, no output schema, and placeholder parameter docs, the description omits everything an agent needs: input units, aggregation vs. per-string behavior, and expected output. It is wholly inadequate for the tool's complexity.

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?

Schema coverage is nominally 100%, but every field is described with the placeholder 'X to process', which adds no meaning, and the tool description does not compensate by explaining that exposedCases/unexposedCases/exposedControls/unexposedControls form the four cells of a 2x2 table. The description adds zero parameter semantics beyond the schema.

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 'Odds Ratio: Ratio of odds' restates the tool's name and gives a dictionary definition of the statistic rather than saying what the tool does with its inputs. It never states that it computes an odds ratio from a 2x2 exposure/outcome table, nor distinguishes it from close siblings such as x402-relative-risk or x402-effect-size.

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 guidance, no mention of prerequisites, and no pointer to alternative statistics tools. An agent must infer everything from the name alone.

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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