# Learn About Omd

> Analyze your OMC usage patterns and get personalized recommendations

- **Type:** Skill
- **Install:** `agentstack add skill-merozemory-oh-my-droid-learn-about-omd`
- **Verified:** Yes — security-reviewed for prompt injection and unsafe behavior
- **Seller:** [MeroZemory](https://agentstack.voostack.com/s/merozemory)
- **Installs:** 0
- **Category:** [Agent Skills](https://agentstack.voostack.com/c/agent-skills)
- **Latest version:** 0.1.0
- **License:** MIT
- **Upstream author:** [MeroZemory](https://github.com/MeroZemory)
- **Source:** https://github.com/MeroZemory/oh-my-droid/tree/main/skills/learn-about-omd

## Install

```sh
agentstack add skill-merozemory-oh-my-droid-learn-about-omd
```

Requires the [AgentStack CLI](https://agentstack.voostack.com/docs/cli). Works with Claude Code, Cursor, and any MCP-compatible agent.

## About

# Learn About OMC

Analyzes your oh-my-droid usage and provides tailored recommendations to improve your workflow.

## What It Does

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

## Implementation

### Step 1: Gather Data

```bash
# Check for token tracking data
TOKEN_FILE="$HOME/.omd/state/token-tracking.jsonl"
SESSION_FILE=".omd/state/session-history.json"
CONFIG_FILE="$HOME/.factory/.omd-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 /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)

```bash
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 /omd-setup for consistent behavior"

### Step 4: Output Report

Format a nice summary with:
- Token summary (total, by model)
- Top agents used
- Underutilized features
- Personalized recommendations

### Graceful Degradation

If no data found:
```
📊 Limited Usage Data Available

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

Tip: Run /omd-setup to configure OMC properly.
```

## 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
```

## Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

- **Author:** [MeroZemory](https://github.com/MeroZemory)
- **Source:** [MeroZemory/oh-my-droid](https://github.com/MeroZemory/oh-my-droid)
- **License:** MIT

Install and usage instructions live in the source repository linked above.

## Pricing

- **Free** — Free

## Security capabilities

Automated source analysis of v0.1.0 — what this tool can access:

- **Network access:** no
- **Filesystem access:** no
- **Shell / process execution:** no
- **Environment & secrets:** no
- **Dynamic code execution:** no

*"Yes" means the capability is present in the source — more access means more to trust, not that it is unsafe.*


## Versions

- **0.1.0** — security scan: passed — Imported from the upstream source.

## Links

- Listing page: https://agentstack.voostack.com/l/skill-merozemory-oh-my-droid-learn-about-omd
- Seller: https://agentstack.voostack.com/s/merozemory
- Browse the marketplace: https://agentstack.voostack.com/browse

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