# iterative-code-evolution

> iterative-code-evolution — aaronjmars-iterative-code-evolution. Use this tool when you need to systematically refine and optimize code through iterative cycles of analysis, mutation, and evaluation. It solves problems of code inefficiency, bugs, and performance issues by providing a structured approach to improvement. The tool takes in existing code as input and outputs refined, optimized code, making it ideal for use cases where code quality and reliability are crucial.

Canonical page: https://skillsregistry.net/skills/aaronjmars-iterative-code-evolution  
JSON: https://api.skillsregistry.net/v1/skills/aaronjmars-iterative-code-evolution

## Description

Systematically improve code through structured analysis-mutation-evaluation loops.

## 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:** other
- **Updated:** 2026-09-19

## Source

- **Source listing:** [ClawHub](https://clawskills.sh/skills/aaronjmars-iterative-code-evolution)

## 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": "aaronjmars-iterative-code-evolution"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/aaronjmars-iterative-code-evolution` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/aaronjmars-iterative-code-evolution/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