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x402-word-vector

Word Vector: Returns a term-frequency object mapping each lowercased whitespace-separated word in text to its count 🆓 5 free trial calls per signed wallet

Input Schema

NameRequiredDescriptionDefault
textNo
inputNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed2 schema fields changed
    • removedInput schema / properties / input / description
      Removed value: -"Input to process"
    • removedInput schema / properties / text / description
      Removed value: -"Text to process"
  2. Changed2 schema fields changed
    • addedInput schema / properties / input
      Added value: +{
      +  "description": "Input to process",
      +  "type": "string"
      +}
    • addedInput schema / properties / text
      Added value: +{
      +  "description": "Text to process",
      +  "type": "string"
      +}
  3. First observed

TDQS

B3/5.0
Behavior3/5

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

With no annotations, the description carries the full burden, and it does disclose useful behavior: output is a term-frequency object, keys are lowercased and whitespace-tokenized. It does not address edge cases (empty input, punctuation handling) or the auth/payment model beyond a brief trial note. Adequate but shallow given zero annotation coverage.

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?

The core definition is a single front-loaded sentence with no filler, and the operation is described before the pricing tag. The appended trial-call marketing note is slightly extraneous but small.

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 text transform with no output schema, the description usefully describes the return shape, so the agent knows what comes back. But with two parameters at 0% coverage and no annotations, the input contract and the 'text' vs 'input' duplication are left ambiguous, so it is only minimally complete.

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

Parameters2/5

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

Schema coverage is 0% and there are two undocumented parameters ('text' and 'input'). The description implies input flows through 'text' but never explains the redundant 'input' parameter or which is authoritative, leaving the schema's ambiguity unresolved.

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 ('Returns') and resource ('term-frequency object'), and pins down the transformation precisely (lowercased, whitespace-separated words mapped to counts). However, it never distinguishes itself from near-identical siblings like x402-word-frequency, x402-word-count, or x402-tokenize, so an agent cannot tell which word/frequency tool to select.

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?

No when-to-use guidance, no alternatives named, and no conditions under which this tool is preferable to the many sibling word-frequency tools. The only extra context is a pricing note, which is 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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