How OMC Works

You don't need to learn any commands! OMC enhances Codex with intelligent behaviors that activate automatically.

What Happens Automatically

Magic Keywords (Optional Shortcuts)

You can include these words naturally in your request for explicit control:

ralph includes ultrawork: When you activate ralph mode, it automatically includes ultrawork's parallel execution. No need to combine keywords.

Stopping Things

Just say:

• "stop"
• "cancel"
• "abort"

I'll figure out what to stop based on context.

First Time Setup

If you haven't configured OMC yet:

/oh-my-codex:omc-setup

This is the only command you need to know. It downloads the configuration and you're done.

For 2.x Users

Your old commands still work! /ralph, /ultrawork, /plan, etc. all function exactly as before.

But now you don't NEED them - everything is automatic.

Usage Analysis

Analyze your oh-my-codex usage and get tailored recommendations to improve your workflow.

Note: This replaces the former /oh-my-codex:learn-about-omc skill.

What It Does

1. Reads token tracking from ~/.omc/state/token-tracking.jsonl
2. Reads session history from .omc/state/session-history.json
3. Analyzes agent usage patterns
4. Identifies underutilized features
5. Recommends configuration changes

Step 1: Gather Data

# Check for token tracking data
TOKEN_FILE="$HOME/.omc/state/token-tracking.jsonl"
SESSION_FILE=".omc/state/session-history.json"
CONFIG_FILE="$HOME/.codex/.omc-config.json"

echo "Analyzing OMC Usage..."
echo ""

# Check what data is available
HAS_TOKENS=false
HAS_SESSIONS=false
HAS_CONFIG=false

if [[ -f "$TOKEN_FILE" ]]; then
  HAS_TOKENS=true
  TOKEN_COUNT=$(wc -l < "$TOKEN_FILE")
  echo "Token records found: $TOKEN_COUNT"
fi

if [[ -f "$SESSION_FILE" ]]; then
  HAS_SESSIONS=true
  SESSION_COUNT=$(cat "$SESSION_FILE" | jq '.sessions | length' 2>/dev/null || echo "0")
  echo "Sessions found: $SESSION_COUNT"
fi

if [[ -f "$CONFIG_FILE" ]]; then
  HAS_CONFIG=true
  DEFAULT_MODE=$(cat "$CONFIG_FILE" | jq -r '.defaultExecutionMode // "not set"')
  echo "Default execution mode: $DEFAULT_MODE"
fi

Step 2: Analyze Agent Usage (if token data exists)

if [[ "$HAS_TOKENS" == "true" ]]; then
  echo ""
  echo "TOP AGENTS BY USAGE:"
  cat "$TOKEN_FILE" | jq -r '.agentName // "main"' | sort | uniq -c | sort -rn | head -10

  echo ""
  echo "MODEL DISTRIBUTION:"
  cat "$TOKEN_FILE" | jq -r '.modelName' | sort | uniq -c | sort -rn
fi

Step 3: Generate Recommendations

Based on patterns found, output recommendations:

If high Opus usage (>40%) and no ecomode:

• "Consider using ecomode for routine tasks to save tokens"

If no pipeline usage:

• "Try /pipeline for code review workflows"

If no security-reviewer usage:

• "Use security-reviewer after auth/API changes"

If defaultExecutionMode not set:

• "Set defaultExecutionMode in /omc-setup for consistent behavior"

Step 4: Output Report

Format a summary with:

• Token summary (total, by model)
• Top agents used
• Underutilized features
• Personalized recommendations

Example Output

📊 Your OMC Usage Analysis

TOKEN SUMMARY:
- Total records: 1,234
- By Model: opus 45%, sonnet 40%, haiku 15%

TOP AGENTS:
1. executor (234 uses)
2. architect (89 uses)
3. explore (67 uses)

UNDERUTILIZED FEATURES:
- ecomode: 0 uses (could save ~30% on routine tasks)
- pipeline: 0 uses (great for review workflows)

RECOMMENDATIONS:
1. Set defaultExecutionMode: "ecomode" to save tokens
2. Try /pipeline review for PR reviews
3. Use explore agent before architect to save context

Graceful Degradation

If no data found:

📊 Limited Usage Data Available

No token tracking found. To enable tracking:
1. Ensure ~/.omc/state/ directory exists
2. Run any OMC command to start tracking

Tip: Run /omc-setup to configure OMC properly.

Need More Help?

• README: https://github.com/sigridjineth/oh-my-codex
• Issues: https://github.com/sigridjineth/oh-my-codex/issues

Version: 4.2.3