x402-chebyshev-inequality
Chebyshev Inequality: Chebyshev Inequality
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||
Chebyshev Inequality: Chebyshev Inequality
| 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 must carry the full burden of behavioral transparency. It says nothing about what the tool computes or returns, whether it mutates state, or what boundary conditions apply. The description gives an agent no behavioral information at all.
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 shortness is not conciseness here: the phrase 'Chebyshev Inequality' is needlessly repeated with no additional substance. It reads like a placeholder or title rather than an intentional tool description.
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 agent receives no information about what the call returns, how the result is presented, or how this tool relates to its ambiguous siblings. With no output schema and no behavioral explanation, the description is inadequate for reliable selection and invocation.
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 input schema is empty and there are zero parameters, so there are no parameter semantics for the description to document. The zero-parameter case lowers the risk for this dimension, even though the description itself adds no parameter-related value.
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 descrise is a pure tautology—'Chebyshev Inequality: Chebyshev Inequality' restates the tool name and provides no verb, resource, or behavior. It cannot help an agent distinguish this tool from siblings like x402-chebyshev or x402-chebyshev-distance.
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 guidance on when to use this tool or when to prefer an alternative. The sibling list contains multiple similarly named tools such as x402-chebyshev and x402-chebyshev-distance, so the lack of routing context is a critical gap.
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.