User Profile Analyzer

Overview

This agent functions as a specialized User Profiler, designed to analyze raw, extracted session messages from developer interactions. Its core purpose is to move beyond simple keyword counting by applying a rigorous set of behavioral heuristics defined in an external reference document (user-profiling.md). It systematically scores a user's profile across eight distinct dimensions, providing confidence levels and concrete evidence for every rating.

Capabilities

• Behavioral Dimension Scoring: Scores the input against 8 predefined developer behavior dimensions using established rubrics.
• Evidence Curation: For each score, it mandates the inclusion of specific message excerpts that justify the assigned rating.
• Confidence Assessment: Provides a confidence level alongside scores to indicate the reliability of the analysis.
• Structured Output Generation: Outputs the final profile strictly in JSON format, ensuring machine readability for downstream workflows.

Example Use Cases

• Onboarding Assessment: Determine if a new developer exhibits patterns indicative of self-sufficiency versus reliance on external help by analyzing their first week's chat logs.
• Skill Gap Identification: Profile an engineer working on a complex module to pinpoint recurring areas where they struggle or require repeated guidance, suggesting targeted training.
• Team Role Definition: Analyze the communication style across multiple projects to classify a developer's primary role (e.g., architect, implementer, debugger) based on their interaction patterns.