x402-population-stddev
Population Stddev: Population Stddev
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| values | No | Values to process |
Population Stddev: Population Stddev
| Name | Required | Description | Default |
|---|---|---|---|
| values | No | Values to process |
Changes observed during successful MCP inspections.
Input schema / properties / valuesAdded value: +{
+ "description": "Values 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. It is a pure computation with no side effects, which is inferable from the name, but the description never confirms statelessness, input format, or edge-case behavior (e.g. what happens with a single value or empty input).
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 it is duplicated name text rather than substance, so the single "sentence" earns no place. Brevity without content is under-specification, not conciseness.
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 trivial 1-parameter math tool the bar is not high, but with no annotations and no output schema the description should at minimum state that it computes the population (not sample) standard deviation over the supplied values and what form the result takes. It supplies none of this.
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?
Schema description coverage is 100% and there is only one parameter ("values"), so the schema already does the documentation work; baseline 3 applies. The description adds no syntax or format detail beyond the schema's own "Values to process" text.
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?
"Population Stddev: Population Stddev" simply restates the tool name twice with no verb, no explanation of what is computed, and no differentiation from the many statistical siblings. An agent can infer it computes a population standard deviation only from the name itself, not the description.
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?
No when-to-use guidance is given at all, despite the sibling list containing x402-stddev, x402-std-dev-population, x402-std-dev-sample, x402-sample-variance and x402-population-variance. Choosing population vs. sample is exactly the decision this description should arbitrate, and it says nothing.
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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