x402-random-normal
Random Normal: Generate a random normal.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| mean | No | Mean to process | |
| sigma | No | Sigma to process | |
| stddev | No | Stddev to process |
Random Normal: Generate a random normal.
| Name | Required | Description | Default |
|---|---|---|---|
| mean | No | Mean to process | |
| sigma | No | Sigma to process | |
| stddev | No | Stddev to process |
Changes observed during successful MCP inspections.
Input schema / properties / meanAdded value: +{
+ "description": "Mean to process",
+ "type": "string"
+}Input schema / properties / nRemoved value: -{
- "description": "N to process",
- "type": "string"
-}Input schema / properties / sigmaAdded value: +{
+ "description": "Sigma to process",
+ "type": "string"
+}Input schema / properties / stddevAdded value: +{
+ "description": "Stddev to process",
+ "type": "string"
+}Input schema / properties / valueRemoved value: -{
- "description": "Value 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 burden and largely fails it. It implies non-deterministic generation, but says nothing about whether output is a single sample or an array, how many samples are drawn, default values when mean/sigma are omitted (0 required parameters), or what happens if both sigma and stddev are supplied.
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?
The single sentence is front-loaded and waste-free, but it is under-specified rather than concise — there is no useful content to trim because almost nothing was said.
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?
A statistical generator with three ambiguous string parameters, zero required fields, no annotations and no output schema needs the description to disambiguate parameter interplay and return shape. The one-line description supplies none of that, so an agent cannot reliably invoke it.
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%, so the baseline of 3 applies. However the description adds nothing, and the schema itself is unhelpful ('Mean to process', 'Sigma to process', 'Stddev to process'), leaving the sigma-vs-stddev redundancy completely unresolved by either source.
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 restates the tool name almost verbatim ('Random Normal: Generate a random normal'), which is a tautology rather than an explanation. It does not distinguish this tool from siblings like x402-random-exponential, x402-random-range, or the distribution helpers x402-normal-pdf/x402-normal-cdf, so an agent gets no help picking the right one.
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 mention of prerequisites, and no pointer to alternatives such as x402-random-exponential or x402-random-range. The 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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