evolution-report

name	evolution-report
description	进化报告 — 分析系统运行趋势，识别改进机会，生成周度进化建议
version	1.0.0
license	MIT
metadata	{"author":"blackplume233","actant-tags":"evolution,analytics,improvement,maintainer","layer":"kernel","agent":"maintainer"}

Evolution Report

Overview

Analyze system operation trends, identify improvement opportunities, and generate weekly evolution recommendations.

Trend Analysis

• Performance: Latency percentiles, throughput over time
• Stability: Error rate, crash frequency, recovery time
• Usage: Agent invocations, skill usage, template adoption
• Resource: Disk growth, memory patterns, temp file accumulation

Performance Benchmarks

• Compare current week vs prior week for key metrics
• Flag regressions: "Latency p99 increased 2x vs last week"
• Highlight improvements: "Error rate down 30% after config fix"

Error Pattern Aggregation

• Group errors by type, Agent, and time window
• Identify top N recurring issues
• Correlate with deployments or config changes

Improvement Proposals

• Quick wins: Low-effort fixes with high impact
• Technical debt: Areas needing refactor or cleanup
• Capacity: Scaling or resource limits to consider
• Skills: Underused or overused skills; suggest additions/removals

Skill Effectiveness Scoring

• Track: skill invocation count, success rate, user satisfaction (if available)
• Recommend: deprecate low-value skills, promote high-value ones
• Report: "Skill X used 50x, 95% success; Skill Y used 2x, 30% success — consider deprecating Y"