# Meta Observer

> Track skill performance and emerging patterns

- **Type:** Skill
- **Install:** `agentstack add skill-mshadmanrahman-pm-pilot-meta-observer`
- **Verified:** Yes — security-reviewed for prompt injection and unsafe behavior
- **Seller:** [mshadmanrahman](https://agentstack.voostack.com/s/mshadmanrahman)
- **Installs:** 0
- **Category:** [AI & ML](https://agentstack.voostack.com/c/ai-and-ml)
- **Latest version:** 0.1.0
- **License:** MIT
- **Upstream author:** [mshadmanrahman](https://github.com/mshadmanrahman)
- **Source:** https://github.com/mshadmanrahman/pm-pilot/tree/main/skills/productivity/meta-observer
- **Website:** https://github.com/mshadmanrahman/pm-pilot#readme

## Install

```sh
agentstack add skill-mshadmanrahman-pm-pilot-meta-observer
```

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

## About

# Meta Observer

Track which skills are used, how well they work, and what patterns emerge.

## When to Use

- Explicitly: "observe skills", "skill performance"
- Passively: after any session with 3+ skill invocations
- Periodically: weekly review of skill usage

## What to Track

For each skill invocation:
- **Skill name**: which skill was triggered
- **Trigger**: what phrase or condition activated it
- **Outcome**: success, partial, failed
- **Corrections**: did the user correct the output
- **Duration**: rough time spent (fast/medium/slow)

## Procedure

1. **Log Observation**
   Append to `.claude/logs/skill-observations.md`:
   ```markdown
   ## {date}

   | Skill | Trigger | Outcome | Corrections | Notes |
   |-------|---------|---------|-------------|-------|
   | {name} | {trigger} | {outcome} | {yes/no} | {brief note} |
   ```

2. **Detect Patterns**
   After logging, scan for:
   - Skills never used (candidates for removal)
   - Skills frequently corrected (need refinement)
   - Missing skills (user repeatedly does something manually)
   - Trigger mismatches (wrong skill activates)

3. **Surface Insights**
   When patterns emerge:
   ```
   Skill Observations:
   - {skill} triggered {count} times, corrected {count} times
   - Pattern: {description of recurring issue}
   - Suggestion: {improvement recommendation}
   ```

4. **Update Lessons**
   Write significant findings to `tasks/lessons.md`:
   - Skill gaps discovered
   - Trigger improvements needed
   - Workflow optimizations found

## Output Format

```
Skill Observations (last 7 days):
  Most used: orchestrator (8x), tdd-workflow (5x)
  Corrected: handoff-doc (2x) - missing file paths
  Unused: meta-observer, strategic-compact
  Pattern: Users trigger "verify" but mean "tdd-workflow"
  Suggestion: Add "verify" as tdd-workflow trigger
```

## Rules

- Never block workflow to observe; logging is lightweight
- Keep observation log append-only (never delete entries)
- Surface insights only when explicitly asked or patterns are strong
- Create `.claude/logs/` directory if it does not exist
- Observations are internal; never include in external docs

## Source & license

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

- **Author:** [mshadmanrahman](https://github.com/mshadmanrahman)
- **Source:** [mshadmanrahman/pm-pilot](https://github.com/mshadmanrahman/pm-pilot)
- **License:** MIT
- **Homepage:** https://github.com/mshadmanrahman/pm-pilot#readme

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-mshadmanrahman-pm-pilot-meta-observer
- Seller: https://agentstack.voostack.com/s/mshadmanrahman
- Browse the marketplace: https://agentstack.voostack.com/browse

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Listed on AgentStack — the marketplace for AI agent skills and MCP servers. Every listing is security-reviewed. Creators keep 70%.