x402-correlation-coefficient
Correlation Coefficient: Correlation Coefficient
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| a | No | A to process | |
| b | No | B to process | |
| x | No | X to process | |
| y | No | Y to process |
Correlation Coefficient: Correlation Coefficient
| Name | Required | Description | Default |
|---|---|---|---|
| a | No | A to process | |
| b | No | B to process | |
| x | No | X to process | |
| y | No | Y to process |
Changes observed during successful MCP inspections.
Input schema / properties / aAdded value: +{
+ "description": "A to process",
+ "type": "string"
+}Input schema / properties / bAdded value: +{
+ "description": "B to process",
+ "type": "string"
+}Input schema / properties / xAdded value: +{
+ "description": "X to process",
+ "type": "string"
+}Input schema / properties / yAdded value: +{
+ "description": "Y to process",
+ "type": "string"
+}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 what is computed, not whether inputs are arrays or scalars, not whether the a/b pair or the x/y pair is used, not the output range, and not any error behavior. The definition is behaviourally opaque.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
It is short, but brevity here reflects under-specification rather than economy: the single sentence is a duplication of the tool name and contains no information. Nothing is front-loaded because there is no substance to order.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
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, the description should at minimum identify the inputs and the returned statistic. It supplies none of that, leaving the agent unable to invoke the tool correctly.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Although schema description coverage is nominally 100%, the four field descriptions are placeholders ('A to process', 'B to process', 'X to process', 'Y to process') that carry no meaning, and the description adds nothing. An agent cannot tell whether a,b,x,y are two data series, two points, or coordinates, so parameter semantics are effectively undocumented despite the coverage figure.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description is the tool name repeated verbatim ('Correlation Coefficient: Correlation Coefficient'), which is a tautology rather than a statement of what the tool computes. It does convey the bare topic (correlation), but gives no verb, input form, or distinction from sibling tools such as x402-correlation, x402-covariance, or x402-spearman-rank.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
There is no when-to-use guidance, no prerequisites, and no mention of alternatives. Given many near-neighbour siblings (x402-correlation, x402-covariance, x402-spearman-rank, x402-r-squared), an agent has no basis for choosing this tool over any of them.
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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