amcos-performance-tracking

name	amcos-performance-tracking
description	Use when tracking team performance or generating reports. Trigger with metrics collection or performance analysis requests. Loaded by ai-maestro-chief-of-staff-main-agent
user-invocable	false
license	Apache-2.0
compatibility	Requires AI Maestro (agent metrics, session memory, reporting).
metadata	{"author":"Emasoft","version":"1.0.0"}
context	fork
agent	ai-maestro-chief-of-staff-main-agent

AI Maestro Chief of Staff Performance Tracking Skill

Overview

Track agent team performance, identify strengths/weaknesses, and make data-driven decisions about team composition and task assignment.

Prerequisites

1. Agent metrics are being collected
2. Performance baselines are established
3. Reporting templates are available

Instructions

1. Identify performance metrics needed
2. Query agent activity logs
3. Calculate performance indicators
4. Generate performance report

Checklist

Copy this checklist and track your progress:

• Metrics category identified (completion, quality, efficiency, communication)
• Agent activity logs queried for target time period
• Performance indicators calculated and compared to baselines
• Report generated and saved to .amcos-logs/

Output

Metric Type	Output
Task completion	Completion rate, average time
Resource usage	Memory, CPU, API calls
Quality metrics	Error rate, rework rate

Core Procedures

PROCEDURE 1: Collect Performance Metrics

PROCEDURE 2: Analyze Strengths and Weaknesses

PROCEDURE 3: Generate Performance Reports

Operational Procedures

• op-collect-performance-metrics — Metric collection steps, templates, aggregation, validation
  • Purpose
  • When To Use This Operation
  • Metric Categories
  • Steps
    • Step 1: Define Metrics to Track
  • Agent Metrics Template
    • Task Metrics
    • Quality Metrics
    • Efficiency Metrics
    • Communication Metrics
    • Step 2: Capture Data at Task Completion
    • Step 3: Aggregate Over Time Periods
    • Step 4: Validate Data Quality
  • Data Quality Check
    • Step 5: Store Metrics
  • Checklist
  • Metric Collection Automation
  • Output
  • Related References
  • Next Operation

Examples

Input: "Generate weekly performance report for agent libs-svg-svgbbox"

Output:

libs-svg-svgbbox weekly report (Mar 1-7):
  Tasks completed: 12/14 (86%)  Avg time: 25min
  Error rate: 7%  Rework: 1 task
  Strength: Fast SVG parsing  Weakness: Error handling coverage
[DONE] Report saved to .amcos-logs/perf-libs-svg-svgbbox-2026-03-07.md

See examples-and-checklists in Resources for more examples.

Error Handling

Issue	Solution
Metrics incomplete	Automate collection, validate, backfill from logs
Unfair comparison	Normalize by complexity, compare similar tasks
Reports not actionable	Add action items, assign owners, track follow-up

Resources

• examples-and-checklists — Performance tracking examples and task checklists
  • Task Checklist
  • Example 1: Recording Task Completion Metric
  • Example 2: Agent Strength-Weakness Summary
  • Example 3: Weekly Performance Summary