Subcog Integrator Skill

Analyze and enhance AI prompts, skills, commands, hooks, and system configurations to leverage Subcog's persistent memory system effectively.

Trigger Phrases

• "enhance my prompts with subcog", "integrate subcog"
• "improve memory usage", "optimize for subcog"
• "add memory support", "memory-aware prompts"
• "review my CLAUDE.md", "analyze my hooks"
• "help me use subcog better", "subcog best practices"

Quick Reference

Mode	What It Does	Example Trigger
Analyze	Audit existing configs for integration gaps	"review my CLAUDE.md"
Enhance	Add memory integration to existing artifacts	"add subcog to my skill"
Create	Generate new memory-aware artifacts	"create a memory-aware skill"

Execution Strategy

<strategy> **MCP-First Approach:** 1. Use `mcp__subcog__subcog_status` to verify memory system health 2. Use `mcp__subcog__subcog_recall` to surface existing patterns 3. Use `mcp__subcog__subcog_capture` to store new patterns discovered 4. Fall back to CLI: `subcog integrate --analyze` if MCP unavailable

Interactive Workflow:

1. Discover current integration state (CLAUDE.md, hooks, skills)
2. Ask user what to analyze/enhance via AskUserQuestion
3. Generate recommendations with code snippets
4. Offer to apply changes </strategy>

Workflow

<workflow> When invoked:

1. Discover current state

   • Read project and user CLAUDE.md files
   • Check for hooks configuration
   • Scan skills/ and commands/ directories
   • Call subcog_status for health check

2. Surface existing patterns

   • subcog_recall with "subcog integration patterns"

3. Analyze and recommend

   • Check for Memory Protocol section in CLAUDE.md
   • Verify hooks are configured
   • Review skills for recall/capture integration

4. Present report

   • Current state summary
   • Missing integration points
   • Priority-ranked recommendations

5. Apply changes (with user approval)

   </workflow>

Analysis Checklist

<checklist> **CLAUDE.md:** - [ ] Subcog Memory Protocol section exists - [ ] `subcog_init` instruction at session start - [ ] Recall-before-implement pattern documented - [ ] MCP-only access pattern specified

Hooks:

• session_start for context injection
• user_prompt_submit for intent detection

Skills/Commands:

• Include subcog_recall in workflows
• Include subcog_capture for decisions </checklist>

MCP Tool Reference

<mcp> **Tool:** `mcp__subcog__subcog_recall` - Surface existing integration patterns and guidance

Tool: mcp__subcog__subcog_capture

• Store new patterns discovered during analysis

Tool: mcp__subcog__subcog_status

• Verify memory system is healthy before analysis

Other Tools:

• AskUserQuestion - Interactive artifact selection
• Read / Edit / Write - Analyze and modify files
• Glob - Find configuration files </mcp>

Command

Use /subcog:integrate for the full interactive workflow with detailed analysis patterns, templates, and examples.