sl-agent-native-audit

name	sl-agent-native-audit
description	Run comprehensive agent-native architecture review with scored principles
argument-hint	[optional: specific principle to audit]
disable-model-invocation	true

Agent-Native Architecture Audit

Conduct a comprehensive review of the codebase against agent-native architecture principles, launching parallel sub-agents for each principle and producing a scored report.

Core Principles to Audit

1. Action Parity - "Whatever the user can do, the agent can do"
2. Tools as Primitives - "Tools provide capability, not behavior"
3. Context Injection - "System prompt includes dynamic context about app state"
4. Shared Workspace - "Agent and user work in the same data space"
5. CRUD Completeness - "Every entity has full CRUD (Create, Read, Update, Delete)"
6. UI Integration - "Agent actions immediately reflected in UI"
7. Capability Discovery - "Users can discover what the agent can do"
8. Prompt-Native Features - "Features are prompts defining outcomes, not code"

Workflow

Step 1: Load the Agent-Native Skill

First, invoke the agent-native-architecture skill to understand all principles:

/sl-agent-native-architecture

Select option 7 (action parity) to load the full reference material.

Step 2: Launch Parallel Sub-Agents

Launch 8 parallel sub-agents using Agent with subagent_type: Explore, one for each principle. Read references/audit-agent-prompts.md and send each of its eight prompts verbatim — each fixes the enumeration tasks, the compliance check, the exact scoring format (X out of Y (percentage%)), and the output table shape. Skipping the reference and improvising prompts yields inconsistent, non-comparable scores across principles, defeating the scorecard in Step 3.

Step 3: Compile Summary Report

After all agents complete, read references/summary-scorecard.md and compile the report to that template: the score summary table, the status legend (Excellent/Partial/Needs Work thresholds), the impact-ranked Top 10 recommendations, and the strengths list. Without the template the report loses the comparable per-principle score column and the status thresholds that make it scannable.

Success Criteria

• All 8 sub-agents complete their audits
• Each principle has a specific numeric score (X/Y format)
• Summary table shows all scores and status indicators
• Top 10 recommendations are prioritized by impact
• Report identifies both strengths and gaps

Optional: Single Principle Audit

If $ARGUMENTS specifies a single principle (e.g., "action parity"), only dispatch that one prompt from references/audit-agent-prompts.md and provide detailed findings for that principle alone.

Valid arguments:

• action parity or 1
• tools or primitives or 2
• context or injection or 3
• shared or workspace or 4
• crud or 5
• ui or integration or 6
• discovery or 7
• prompt or features or 8