# AI Fuzz Testing MCP Server

> Use this tool when you need to test and validate the robustness of large language models (LLMs) through fuzz testing, providing a standardized interface to access multiple AI providers securely. It solves problems related to LLM reliability and security by identifying potential vulnerabilities and weaknesses. The AI Fuzz Testing MCP Server takes in LLM inputs and outputs test results, ideal for use cases requiring thorough model validation and testing.

Canonical page: https://skillsregistry.net/skills/thatonedevguy-basic-mcp-lab  
JSON: https://api.skillsregistry.net/v1/skills/thatonedevguy-basic-mcp-lab

## Description

A Model Context Protocol server for LLM fuzzing and testing, providing secure access to multiple AI providers through a standardized interface.

## Trust

- **Trust score (0–1):** 0.68
- **Verification tier:** scanned
- **Last scanned:** 2026-09-01

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-01

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/j317tcenc6)
- **Repository:** <https://github.com/ThatOneDevGuy/basic_mcp_lab>

## 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": "thatonedevguy-basic-mcp-lab"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/thatonedevguy-basic-mcp-lab` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/thatonedevguy-basic-mcp-lab/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