Request Analyzer

This skill proactively analyzes user requests to determine the task type, assess prompt quality, and intelligently recommend which other skills should be activated to best serve the user's needs.

Purpose

Act as an intelligent coordinator that:

1. Analyzes every user request systematically
2. Assesses prompt quality (clarity, specificity, completeness)
3. Identifies the task type and appropriate workflow
4. Recommends activating specific skills when beneficial
5. Ensures users get the best possible assistance

When to Use This Skill

This skill should activate for EVERY user request at the start of conversations to ensure optimal workflow orchestration.

Specifically activate when:

• A new conversation begins
• User submits a new request or question
• User asks for help with a task
• Any coding, design, or technical request is made
• User's intent needs clarification

Core Analysis Process

Step 1: Quick Assessment

Immediately evaluate the request on three dimensions:

Clarity (0-100%):

• Is the request unambiguous?
• Are terms clearly defined?
• Is there only one reasonable interpretation?

Specificity (0-100%):

• Is sufficient context provided?
• Are technical requirements specified?
• Is the scope well-defined?

Completeness (0-100%):

• Is all necessary information present?
• Are success criteria defined?
• Are constraints mentioned?

Step 2: Task Type Identification

Classify the request into one of these categories:

1. Code Implementation - Creating new code
2. Debugging/Fixing - Resolving bugs or errors
3. Analysis/Review - Examining code or systems
4. Design Implementation - Building UI from designs
5. Refactoring - Improving existing code
6. Explanation/Learning - Understanding concepts
7. General Question - Non-technical queries

Reference references/skill-activation-guide.md for detailed classification criteria.

Step 3: Skill Recommendation

Based on assessment and t...