# agent-evolver

> agent-evolver — lilei0311-agent-evolver. Use this tool when you need to enhance AI agent performance and adaptability through self-evolution, enabling them to learn from experience and extract insights to solve complex problems. It accepts inputs such as agent experiences, performance data, and problem statements, and outputs optimized agent configurations and insightful recommendations. Ideal for use cases where autonomous improvement and continuous learning are crucial, such as dynamic environments and uncertain systems.

Canonical page: https://skillsregistry.net/skills/lilei0311-agent-evolver  
JSON: https://api.skillsregistry.net/v1/skills/lilei0311-agent-evolver

## Description

AI Agent self-evolution engine that enables agents to learn from experience, detect problems, extract insights.

## Trust

- **Trust score (0–1):** 1.00
- **Verification tier:** scanned
- **Last scanned:** 2026-09-19

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** instructions
- **Runtime environment:** llm
- **Category:** ai-ml
- **Updated:** 2026-09-19

## Source

- **Source listing:** [ClawHub](https://clawskills.sh/skills/lilei0311-agent-evolver)

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "lilei0311-agent-evolver"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/lilei0311-agent-evolver` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/lilei0311-agent-evolver/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt