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x402-hallucination-check

Hallucination Check: Sends text to a DeepSeek chat model with a prompt asking for unsupported claims and returns its raw reply 🆓 5 free trial calls per signed wallet

Input Schema

NameRequiredDescriptionDefault
textNo
inputNo
labelNo
labelsNo
contentNo

Schema Changelog

Changes observed during successful MCP inspections.

  1. Changed5 schema fields changed
    • removedInput schema / properties / content / description
      Removed value: -"Content to process"
    • removedInput schema / properties / input / description
      Removed value: -"Input to process"
    • removedInput schema / properties / label / description
      Removed value: -"Label to process"
    • removedInput schema / properties / labels / description
      Removed value: -"Labels to process"
    • removedInput schema / properties / text / description
      Removed value: -"Text to process"
  2. Changed1 schema field changed
    • addedInput schema / properties / text
      Added value: +{
      +  "description": "Text to process",
      +  "type": "string"
      +}
  3. First observed

TDQS

C2.9/5.0
Behavior3/5

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

With no annotations, the description carries the full burden, but it does disclose meaningful behavior beyond the name: the backing model (DeepSeek), that the output is a raw unparsed reply, and a billing/trial limit tied to a signed wallet. What it omits is whether a wallet signature is mandatory, what happens after the free calls, and any nondeterminism/latency expectations for an LLM call.

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 single sentence is front-loaded with the purpose and has little waste; the trailing emoji and trial note are compact additions. It is appropriately sized for the operation, though the pricing clause could arguably be separated from the functional statement.

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

Completeness2/5

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

There is no output schema, so the description's 'returns its raw reply' is a necessary and helpful return-value hint. But for a tool with five undocumented, overlapping parameters and zero annotations, the description leaves too much unresolved about which field to populate and under what conditions.

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 description coverage is 0% across five parameters, and the schema itself is confusing: text, input, and content all plausibly denote the text to check, while label/labels are opaque. The description only implicitly points at 'text' and provides no disambiguation, so it fails to compensate for the coverage gap on a genuinely ambiguous parameter set.

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?

The description gives a specific verb+resource: it sends text to a DeepSeek chat model with a prompt for unsupported claims. An agent can form a clear mental model of the operation. However, it never distinguishes itself from near-neighbors in the catalog such as x402-fact-check or x402-bias-detect, so the reader must infer the boundary themselves.

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 or when-not-to-use guidance and no mention of alternatives such as x402-fact-check. The only routing-adjacent information is the pricing note ('5 free trial calls per signed wallet'), which is commercial context rather than invocation 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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