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x402-hallucination-check

Hallucination Check: Hallucination Check

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
textNoText to process
inputNoInput to process
labelNoLabel to process
labelsNoLabels to process
contentNoContent to process

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed1 schema field changed
    • addedInput schema / properties / text
      Added value: +{
      +  "description": "Text to process",
      +  "type": "string"
      +}
  2. First observed

TDQS

D1.1/5.0
Behavior1/5

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

No annotations are provided, so the description carries the full behavioral burden, and it discloses nothing: not whether this is a read-only or mutating operation, not the auth/payment model implied by the x402 prefix, not rate limits, not what a result looks like. Zero behavioral content beyond the name.

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

Conciseness2/5

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

It is very short, but the brevity stems from under-specification rather than economy: the title is duplicated verbatim, so not a single word earns its place. There is no front-loaded statement of purpose to structure.

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

Completeness1/5

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

For a five-parameter tool with no annotations, no output schema, and no enum constraints, the description supplies none of the missing context. An agent cannot determine the input contract, the expected output form, or the operation's semantics from anything provided.

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

Parameters1/5

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

Five parameters are declared (text, input, label, labels, content), all optional, and the schema 'descriptions' are generic placeholders ('Text to process', 'Input to process') that convey no semantics. The near-duplicate parameters (text/input/content) are unexplained, so the description fails to clarify which to supply or how they differ.

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

Purpose1/5

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

The description is 'Hallucination Check: Hallucination Check' – a bare restatement of the tool name with no verb, no object of action, and no description of what the tool actually does (detect? score? verify? extract claims?). It distinguishes nothing from the hundreds of x402-* siblings and gives an agent no basis for selection.

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

Usage Guidelines1/5

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

There is no guidance whatsoever on when to use this tool versus alternatives like x402-fact-check, x402-ai-audit, x402-content-score, or x402-bias-detect. No preconditions, no inputs context, no exclusions.

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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