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x402-exponential-smoothing

Exponential Smoothing: Computes exponential smoothing over a numeric values array with alpha defaulting to 0.3 and returns the series and forecast 🆓 5 free trial calls per signed wallet

Input Schema

NameRequiredDescriptionDefault
alphaNo
valuesNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed2 schema fields changed
    • removedInput schema / properties / alpha / description
      Removed value: -"Alpha to process"
    • removedInput schema / properties / values / description
      Removed value: -"Values to process"
  2. Changed1 schema field changed
    • addedInput schema / properties / values
      Added value: +{
      +  "description": "Values to process",
      +  "type": "string"
      +}
  3. First observed

TDQS

C2.9/5.0
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

With no annotations present, the description carries the full burden. It does disclose a sensible default (alpha=0.3) and the return shape (series and forecast), but omits error behavior, input format requirements, and the fact that both inputs are typed as strings while the text calls values a 'numeric array'.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

A single front-loaded sentence that leads with the action, then defaults, then outputs. The trailing emoji trial-call promo is mild marketing clutter but brief enough not to harm readability.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a simple two-parameter math tool with no output schema and no annotations, the description covers purpose, default, and outputs adequately, but leaves the input encoding and the string-vs-array mismatch unresolved, which an agent would need before invoking correctly.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 0%, so the description must compensate, and it partially does: it calls values a numeric array and gives alpha a default of 0.3. However, it never clarifies the string encoding expected for either parameter, leaving an ambiguity between the schema types and the prose.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb+resource ('Computes exponential smoothing over a numeric values array') and names the key algorithm parameter (alpha defaulting to 0.3) plus the outputs produced. It does not differentiate itself from close siblings like x402-ema or x402-moving-average, so an agent must infer the distinction.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

There is no when-to-use guidance, no exclusion criteria, and no pointer to related smoothing/EMA tools. The only extra context is the promotional '5 free trial calls per signed wallet' line, which is pricing, not usage guidance.

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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