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live Unverified (seed import) AI & Agents 3 tools imperative implementation

Type one problem. LaunchPad researches it, recommends one solution, and shows the cited evidence and limitations behind it.

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

Answer 1 · Act 2 · Transact 0 · Score: Not yet scored

Tool inspector

update_problem_brief

act imperative

Create or revise the active structured problem brief. This visibly updates the Problem Hopper and moves the workspace to PROBLEM_DEFINED.

Input schema

Property	Type	Required	Description
`problem_type`	string	no	Kind of decision or opportunity.
`problem_statement`	string	no	Concrete problem statement. Required when the brief is empty.
`target_audience`	string	no	Specific affected audience.
`desired_outcome`	string	no	Observable outcome sought.
`current_behavior`	string	no	What the audience does today.
`constraints`	array	no	Implementation, policy, resource, or timing constraints.
`geography`	string	no	Relevant geography.
`timeframe`	string	no	Decision or delivery timeframe.
`excluded_approaches`	array	no	Approaches that must not be recommended.
`decision_criteria`	array	no	Criteria used to compare recommendations.

Raw JSON schema

{
  "type": "object",
  "properties": {
    "problem_type": {
      "type": "string",
      "description": "Kind of decision or opportunity."
    },
    "problem_statement": {
      "type": "string",
      "description": "Concrete problem statement. Required when the brief is empty."
    },
    "target_audience": {
      "type": "string",
      "description": "Specific affected audience."
    },
    "desired_outcome": {
      "type": "string",
      "description": "Observable outcome sought."
    },
    "current_behavior": {
      "type": "string",
      "description": "What the audience does today."
    },
    "constraints": {
      "type": "array",
      "description": "Implementation, policy, resource, or timing constraints.",
      "items": {
        "type": "string"
      },
      "uniqueItems": true
    },
    "geography": {
      "type": "string",
      "description": "Relevant geography."
    },
    "timeframe": {
      "type": "string",
      "description": "Decision or delivery timeframe."
    },
    "excluded_approaches": {
      "type": "array",
      "description": "Approaches that must not be recommended.",
      "items": {
        "type": "string"
      },
      "uniqueItems": true
    },
    "decision_criteria": {
      "type": "array",
      "description": "Criteria used to compare recommendations.",
      "items": {
        "type": "string"
      },
      "uniqueItems": true
    }
  },
  "additionalProperties": false
}