leofratu.github.io WebMCP Tools, Schemas & Agent Capabilities

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leofratu.github.io

live Unverified (seed import) AI & Agents 9 tools imperative implementation

Open website How verification works

Train an online text classifier with human labels and a WebMCP browser agent.

First seen 2026-11-05 · Last seen 2026-11-05 · Source: webmcp.com

Answer 3 · Act 5 · Transact 1 · Score: Not yet scored

Tool inspector

queue_label_review

transact imperative May require confirmation

Queue one to three unlabeled samples for the person. This tool cannot assign labels. The review appears on the shared page and must be completed by the person.

Page: /oai-hackathon/

Input schema

Property	Type	Required	Description
`sampleIds`	array	yes	Unlabeled sample IDs returned by inspect_uncertain_samples.
`note`	string	yes	Why these labels would improve the model.

Raw JSON schema

{
  "type": "object",
  "properties": {
    "sampleIds": {
      "type": "array",
      "minItems": 1,
      "maxItems": 3,
      "uniqueItems": true,
      "items": {
        "type": "string",
        "pattern": "^ticket-[0-9]{3}$"
      },
      "description": "Unlabeled sample IDs returned by inspect_uncertain_samples."
    },
    "note": {
      "type": "string",
      "minLength": 1,
      "maxLength": 180,
      "description": "Why these labels would improve the model."
    }
  },
  "required": [
    "sampleIds",
    "note"
  ],
  "additionalProperties": false
}