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append_insight

Add business insights to memos by analyzing data variations, enabling structured logging of unusual events in conversations for efficient review and decision-making.

Instructions

Add a business insight to the memo

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
insightYesBusiness insight discovered from data analysis

Implementation Reference

  • The handler function for the 'append_insight' tool. It validates the input, appends the insight to the database's insights list, synthesizes a memo, notifies clients of the update, and returns a success message.
    elif name == "append_insight": if not arguments or "insight" not in arguments: raise ValueError("Missing insight argument") db.insights.append(arguments["insight"]) _ = db._synthesize_memo() # Notify clients that the memo resource has changed await server.request_context.session.send_resource_updated(AnyUrl("memo://insights")) return [types.TextContent(type="text", text="Insight added to memo")]
  • Registration of the 'append_insight' tool in the list_tools handler, including name, description, and input schema.
    types.Tool( name="append_insight", description="Add a business insight to the memo", inputSchema={ "type": "object", "properties": { "insight": {"type": "string", "description": "Business insight discovered from data analysis"}, }, "required": ["insight"], }, ),
  • JSON schema defining the input for the 'append_insight' tool: requires a string 'insight'.
    inputSchema={ "type": "object", "properties": { "insight": {"type": "string", "description": "Business insight discovered from data analysis"}, }, "required": ["insight"], },
  • Initialization of the insights list in LogDatabase class, used by the append_insight handler.
    self.insights: list[str] = []
  • Helper method to synthesize the insights list into a formatted business memo, called after appending an insight.
    def _synthesize_memo(self) -> str: """Synthesizes business insights into a formatted memo""" logger.debug(f"Synthesizing memo with {len(self.insights)} insights") if not self.insights: return "No business insights have been discovered yet." insights = "\n".join(f"- {insight}" for insight in self.insights) memo = "📊 Business Intelligence Memo 📊\n\n" memo += "Key Insights Discovered:\n\n" memo += insights if len(self.insights) > 1: memo += "\nSummary:\n" memo += f"Analysis has revealed {len(self.insights)} key business insights that suggest opportunities for strategic optimization and growth." logger.debug("Generated basic memo format") return memo

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