How do I install Mendrift?

Mendrift is a local plugin. Install it using PyPI package: mendrift-mcp and add the generated configuration snippet to your AI app's MCP config file. Then restart your AI app.

Is Mendrift safe to use?

Yes. Mendrift passed MCP Marketplace's automated security scan with a score of 7.8/10 (low risk). Every server on MCP Marketplace is security-scanned before it's listed; see the full security report on this page for the findings and permissions.

What AI apps work with Mendrift?

Mendrift uses the Model Context Protocol (MCP) and works with any MCP-compatible AI app, including Claude, ChatGPT / Codex, Gemini, Copilot, Cursor, and more.

Back to Browse

Mendrift MCP Server

by Suneel190700

Developer ToolsModerate7.8MCP RegistryLocal

Free

Server data from the Official MCP Registry

MCP server for ML drift detection, MLflow registry diffing, and HMAC-gated model rollback

About

MCP server for ML drift detection, MLflow registry diffing, and HMAC-gated model rollback

Security Report

7.8

Moderate7.8Low Risk

Mendrift-MCP is a well-architected MLOps incident response server with strong security fundamentals. The approval gate is cryptographically enforced via HMAC tokens that are never exposed over MCP, preventing unauthorized rollbacks even under prompt injection. Code quality is high with proper error handling, input validation, and a comprehensive test suite. Permissions are appropriately scoped to the server's purpose (read tools, gated writes, incident creation). Minor findings around logging practices and environment variable handling do not materially impact the security posture. Package verification found 1 issue.

8 files analyzed · 6 issues found

Security scores are indicators to help you make informed decisions, not guarantees. Always review permissions before connecting any MCP server.

Permissions Required

This plugin requests these system permissions. Most are normal for its category.

env_vars

Check that this permission is expected for this type of plugin.

HTTP Network Access

Connects to external APIs or services over the internet.

File System Read

Reads files on your machine. Normal for tools that analyze or process local data.

File System Write

Writes or modifies files on your machine. Check that this is expected for the tool.

How to Install

Add this to your MCP configuration file:

{
  "mcpServers": {
    "io-github-suneel190700-mendrift-mcp": {
      "args": [
        "mendrift-mcp"
      ],
      "command": "uvx"
    }
  }
}

Reviews

No reviews yet

Be the first to review this server!

More Developer Tools MCP Servers

Fetch

Free

by Modelcontextprotocol · Developer Tools

Web content fetching and conversion for efficient LLM usage

Toleno

Free

by Toleno · Developer Tools

Toleno Network MCP Server — Manage your Toleno mining account with Claude AI using natural language.

mcp-creator-python

Free

by mcp-marketplace · Developer Tools

Create, build, and publish Python MCP servers to PyPI — conversationally.

Mendrift MCP Server

About

Security Report

Findings (6)

Permissions Required

How to Install

Reviews

No reviews yet

More Developer Tools MCP Servers

Fetch

Toleno

mcp-creator-python

MarkItDown

MCP Marketplace

FinAgent