# error-driven-evolution

> error-driven-evolution — marsnavi-error-driven-evolution. Use this tool when you need to improve AI agent performance by learning from errors and exceptions, enabling the system to evolve and adapt to new situations. It solves problems of suboptimal decision-making and incomplete knowledge by generating new rules from error analysis. The tool takes in error data and outputs updated rules and decision-making frameworks, ideal for use in dynamic or uncertain environments.

Canonical page: https://skillsregistry.net/skills/marsnavi-error-driven-evolution  
JSON: https://api.skillsregistry.net/v1/skills/marsnavi-error-driven-evolution

## Description

Structured error-to-rule learning system for AI agents.

## 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:** 2026-09-26

## Source

- **Source listing:** [ClawHub](https://clawskills.sh/skills/marsnavi-error-driven-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": "marsnavi-error-driven-evolution"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/marsnavi-error-driven-evolution` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/marsnavi-error-driven-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