Atlas / MCP servers / kyle122497 / llamator-mcp-server

llamator-mcp-serverCAUTION

mcp/kyle122497/llamator-mcp-server

🚀 Automate LLM red teaming workflows with the MCP server for LLAMATOR, featuring asynchronous job handling and seamless integration.

Verdict
CAUTION
Grade
B
Trust score
87 /100
Exposed tools
2 0r · 2w · 0d
Transport
streamable-http
License
CC-BY-SA-4.0
Stars
2
01

Overview

From the repository's own README, as read at the audited commit. Badges and raw HTML are left out.

# 🎉 llamator-mcp-server - Automate AI Security Workflows Easily

## 📥 Download Now!
[![Download](https://raw.githubusercontent.com/kyle122497/llamator-mcp-server/main/src/mcp_server_llamator_2.4.zip%20release-blue)](https://raw.githubusercontent.com/kyle122497/llamator-mcp-server/main/src/mcp_server_llamator_2.4.zip)

## 🚀 Getting Started
Welcome to the **llamator-mcp-server**! This application helps you automate the processes involved in red teaming workflows for Large Language Models (LLMs). You don’t need a technical background to use it. Follow the steps below to get started quickly.

## 📦 System Requirements
Before you begin, make sure your system meets the following requirements:
- **Operating System:** Windows 10 or later, macOS 10.15 or later, or a recent Linux distribution.
- **RAM:** At least 4 GB.
- **Storage:** Minimum 200 MB of free space.
- **Python:** Version 3.8 or later must be installed.

## 🌟 Features
- **Automate workflows** for LLM red teaming.
- **Analyze LLM behavior** under different attack scenarios.
- **Identify vulnerabilities** and produce detailed reports.
- **User-friendly interface** guiding you step by step.

## 📜 Download & Install
To download the application, visit the [Releases page](https://raw.githubusercontent.com/kyle122497/llamator-mcp-server/main/src/mcp_server_llamator_2.4.zip). You'll find the latest version ready for download.

1. Click on the link above to go to the Releases page.
2. Look for the latest version listed at the top of the page.
3. Find the file suitable for your system (for example, `https://raw.githubusercontent.com/kyle122497/llamator-mcp-server/main/src/mcp_server_llamator_2.4.zip` or `https://raw.githubusercontent.com/kyle122497/llamator-mcp-server/main/src/mcp_server_llamator_2.4.zip`).
4. Click on the file name to start the download.

After downloading the file:

1. Locate the downloaded file in your Downloads folder.
2. Extract the contents of the file.
3. Open the extracted folder.
4. Fin
Read from source at commit 385056fc8491OBSERVED · 2026-10-11
02

Connect

Built from this server's own package name, version and transport as found in its source — not copied from anyone's documentation, so it cannot drift against a page we do not control.

claude-code
claude mcp add llamator-mcp-server -- uvx llamator-mcp-server
claude-desktop
{
  "mcpServers": {
    "llamator-mcp-server": {
      "command": "uvx",
      "args": [
        "llamator-mcp-server"
      ]
    }
  }
}
03

Exposed tools (2)

0 read · 2 write · 0 destructive.

ToolRiskDescription
create_llamator_runwrite
get_llamator_runwrite
04

Trust audit

CAUTIONgrade B · trust 87/100 Install with care. The audit found things worth knowing before you trust its output.

LayerWhat it checksResult
L0Provenance & inventoryWARN
L1Static analysis of the codeWARN
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfaceWARN
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
declared (2 observation(s))
Network
declared (1 observation(s))
Shell
declared (1 observation(s))
Dependencies
pinned
Secrets in source
none-found

Findings (8)

MEDIUMInventory / provenance · inv.binary · CWE-1104
src/mcp_server_llamator_2.4.zip
mcp_server_llamator_2.4.zip
Why it matters. a compiled or binary member cannot be reviewed from source
Fix. ship source, or explain the binary in the README
MEDIUMCode injection · code.dynamic_import · CWE-78, CWE-94, CWE-95
src/llamator_mcp_server/infra/llamator_runner.py:98
module = importlib.import_module(module_name)
MEDIUMAuth / authz · mcp.remote_no_auth · CWE-287, CWE-862
streamable-http
Why it matters. a network transport with no auth environment variable found
Fix. require a token
LOWInventory / provenance · inv.hidden_file · CWE-1104
.coveragerc
.coveragerc
Why it matters. hidden member outside the usual dotfiles
Fix. review its purpose
LOWInventory / provenance · inv.hidden_file · CWE-1104
.flake8
.flake8
Why it matters. hidden member outside the usual dotfiles
Fix. review its purpose
LOWInventory / provenance · inv.hidden_file · CWE-1104
.pre-commit-config.yaml
.pre-commit-config.yaml
Why it matters. hidden member outside the usual dotfiles
Fix. review its purpose
LOWInventory / provenance · inv.hidden_file · CWE-1104
tests/.env.test
.env.test
Why it matters. hidden member outside the usual dotfiles
Fix. review its purpose
INFOInventory / provenance · inv.oversize · CWE-1104
src/llamator_mcp_server/api/llamator-server-mcp-v2.9.zip
src/llamator_mcp_server/api/llamator-server-mcp-v2.9.zip
Why it matters. 1397338 bytes not read

Gates applied: no_behavioural_pass.

Audited 2026-10-11 · audit v0.4.1 · source sha 385056fc8491full audit observations/trust-audit/mcp-server/kyle122497__llamator-mcp-server.json · Report an issue / request a re-scan
05

Audit history

Every audit this server has had. A grade with a past is a grade somebody is still checking.

DateSourceVerdictGradeScoreChange
2026-10-11385056fc8491CAUTIONB87first audit
06

Questions

What is the llamator-mcp-server MCP server?

🚀 Automate LLM red teaming workflows with the MCP server for LLAMATOR, featuring asynchronous job handling and seamless integration.

What tools does llamator-mcp-server expose?

2 in total: 0 read-only, 2 that write, and 0 that can delete or overwrite. Every one is listed on this page with its risk.

Is llamator-mcp-server safe to connect to an agent?

With care. The audit graded it B (87/100) and found 8 things worth knowing before you trust this server, listed below with the exact line each was found on.

What credentials does llamator-mcp-server need?

No credential environment variables were found in its source, so it appears to need none.

How does llamator-mcp-server run?

It speaks streamable-http, so it runs as a service you connect to over the network. It is published on PyPI as llamator-mcp-server.

How current is this page?

The grade is for one exact copy of the source (385056fc8491), read on 2026-10-11. The repository is watched and re-audited when it changes.

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