# io.github.rotifer-protocol/mcp-server

> Use this tool when you need to optimize AI agent performance by searching, comparing, and installing self-evolving AI Agent Genes ranked by Arena fitness, solving problems of inefficient agent development and deployment. It takes in AI agent genes and fitness criteria as inputs and outputs optimized gene installations, streamlining the development process. Ideal for use cases where continuous AI agent improvement is crucial, such as competitive AI environments or dynamic problem-solving scenarios.

Canonical page: https://skillsregistry.net/skills/io-github-rotifer-protocol-mcp-server  
JSON: https://api.skillsregistry.net/v1/skills/io-github-rotifer-protocol-mcp-server

## Description

Search, compare, and install self-evolving AI Agent Genes ranked by Arena fitness

## Trust

- **Trust score (0–1):** 0.61
- **Verification tier:** scanned
- **Last scanned:** 2026-09-19

## Facts

- **Version:** 0.8.2
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-19

## Source

- **Source listing:** [MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.rotifer-protocol%2Fmcp-server)
- **Repository:** <https://github.com/rotifer-protocol/rotifer-mcp-server>

## 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": "io-github-rotifer-protocol-mcp-server"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/io-github-rotifer-protocol-mcp-server` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/io-github-rotifer-protocol-mcp-server/pull`

---
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