x402-std-dev-sample
Std Dev Sample: Std Dev Sample
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||
Std Dev Sample: Std Dev Sample
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, so the description carries the full burden of behavioral disclosure, and it discloses nothing. It does not indicate whether the tool computes, returns, validates, or samples a distribution, nor any side effects, edge cases, or output characteristics.
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 description is short but this is under-specification, not disciplined conciseness. 'Std Dev Sample: Std Dev Sample' repeats the same string twice and wastes its only sentence on a tautology instead of providing semantic content.
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?
Even for a zero-parameter tool, the description is completely inadequate: it fails to specify the tool's core function, input expectations, return value, or relationship to its many statistical siblings. An agent cannot determine when or why to invoke this tool.
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?
The tool has zero parameters and an empty input schema, so there is no parameter semantics burden for the description to carry. Per the 0-param baseline, the description cannot add meaning beyond the schema because there is nothing to document.
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 'Std Dev Sample: Std Dev Sample' — a pure tautology that restates the tool name without any verb or resource. It never states what the tool does (e.g., computes the sample standard deviation), leaving an agent to guess from the name alone, and it fails to distinguish this from siblings like x402-stddev, x402-std-dev-population, and x402-population-stddev.
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 usage guidance is provided whatsoever. The description gives no context for when to choose this tool over alternatives such as x402-stddev, x402-population-stddev, or x402-sample-variance, and never mentions the critical sample-vs-population distinction that would drive tool selection.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Add one secure layer between your agents and this server.
The tool set is saturated with near-duplicates and synonyms: character-count vs char-count, clamp vs clamp-value, is-abundant vs is-abundant-num vs is-abundant-number, and fetch vs browser-scrape vs web-scrape vs text-scrape. Generic names like 'difference', 'normalize', 'range', and 'partition' make the boundaries even harder for an agent to determine.
Most tools share a x402- kebab-case prefix, but the set mixes noun-only names (math, hash, prime, time), verb-first names (get_stats, find, validate), auto-generated names (x402-publish-1787853294312-base-account), and inconsistent variants like temp vs temperature vs temperature-convert. This is not a coherent verb_noun convention despite the common prefix.
1677 tools is an extreme count that creates selection paralysis and makes coherent agent use impractical. A utility or marketplace server at this scale needs sub-services or namespacing rather than a flat tool list.
The surface has broad token coverage across many utility categories, but the marketplace aspect is incomplete: service_discovery and get_stats exist, yet there are no generic publish, update, delete, or account-management operations. Utility families also contain redundant variants without clear completion or lifecycle structure.