Does this skill analyze my project's business logic?

No, the Evolution Monitor focuses on the meta-level of the agent's internal evolution and execution patterns rather than specific business domain data.

How does this skill assist with capability management?

It monitors the 'capability tree,' identifying new node growth, node optimization, and providing usage statistics to help decide when to prune or refine specific skills.

Can I generate manual reports with the Evolution Monitor?

Yes, while the skill supports automatic and event-based triggers, you can manually trigger specific reports for defined timeframes or dimensions.

What is PCEC monitoring in the context of this skill?

It involves tracking the Plan-Control-Execute-Check cycle of the agent to analyze execution status, evolution products, and overall resource efficiency.

What report formats does it support?

The skill generates structured Markdown reports and includes analytical data suitable for visualizing growth and efficiency trends.

Evolution Monitor

Name: Evolution Monitor
Author: xiaxingxiaowei1983

byxiaxingxiaowei1983

0•

Analytics & Monitoring

Monitors and evaluates AI agent evolution cycles to ensure transparency, capability growth, and execution efficiency.

Evolution Monitor is a specialized observability skill designed to provide complete transparency into the development and refinement process of AI agents. It tracks the execution of evolutionary cycles (PCEC), monitors the structural growth of capability trees, and performs rigorous efficiency assessments to quantify how an agent's performance improves over time. By providing structured reports and trend analysis, it allows developers to objectively measure an agent's learning progress and identify specific areas for optimization or pruning within the capability hierarchy.

Key Features

010 GitHub stars

02Quantitative growth and stability assessment metrics

03Automated daily and weekly evolution performance reports

04Trend analysis for long-term agent behavioral evolution

05Capability tree growth monitoring and structural analysis

06PCEC execution tracking and efficiency auditing

Use Cases

01Visualizing the expansion and usage frequency of complex capability trees

02Identifying execution bottlenecks in agent capability cycles for optimization

03Auditing the learning progress and behavioral shifts of autonomous agents

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add xiaxingxiaowei1983/openclaw evolution-monitor

For use in Claude.ai and ChatGPT

Key Features

010 GitHub stars

02Quantitative growth and stability assessment metrics

03Automated daily and weekly evolution performance reports

04Trend analysis for long-term agent behavioral evolution

05Capability tree growth monitoring and structural analysis

06PCEC execution tracking and efficiency auditing

Use Cases

01Visualizing the expansion and usage frequency of complex capability trees

02Identifying execution bottlenecks in agent capability cycles for optimization

03Auditing the learning progress and behavioral shifts of autonomous agents

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add xiaxingxiaowei1983/openclaw evolution-monitor

For use in Claude.ai and ChatGPT