Meta Observer
Track skill performance and emerging patterns
Install
$ agentstack add skill-mshadmanrahman-pm-pilot-meta-observer ✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.
Security review
✓ PassedNo issues found. Passed automated security review. · v0.1.0 How review works →
- ✓ Prompt-injection patterns
- ✓ Secret / credential exfiltration
- ✓ Dangerous shell & filesystem operations
- ✓ Untrusted network calls
- ✓ Known-malicious package signatures
What it can access
- ✓ Network access No
- ✓ Filesystem access No
- ✓ Shell / process execution No
- ✓ Environment & secrets No
- ✓ Dynamic code execution No
From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.
Verified badge
Passed review? Show it. Paste this badge into your README, it links to the public security report.
Links to your public security report.[](https://agentstack.voostack.com/security/report/skill-mshadmanrahman-pm-pilot-meta-observer) Reliability & compatibility
Declared compatibility
Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.
We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.
How agent discovery & health will work →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
- Log Observation
Append to .claude/logs/skill-observations.md: ```markdown ## {date}
| Skill | Trigger | Outcome | Corrections | Notes | |-------|---------|---------|-------------|-------| | {name} | {trigger} | {outcome} | {yes/no} | {brief note} | ```
- 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)
- Surface Insights
When patterns emerge: ``` Skill Observations:
- {skill} triggered {count} times, corrected {count} times
- Pattern: {description of recurring issue}
- Suggestion: {improvement recommendation}
```
- 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 triggerRules
- 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
- Source: mshadmanrahman/pm-pilot
- License: MIT
- Homepage: https://github.com/mshadmanrahman/pm-pilot#readme
Install and usage instructions live in the source repository linked above.
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Versions
- v0.1.0 Imported from the upstream source.