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ShaojieJiang

Dangerous MCP

by ShaojieJiang

MCP is Dangerous

Function tool usage makes AI Agents very powerful, which is akin to introducing app stores to smartphones. Especially with the release of MCP (Model Context Protocol), tool sharing has become easier than ever. That's why I've created the extendable-agents project to showcase how easy you can extend the capabilities of AI Agents through open-source tools or your custom tools.

While working on extendable-agents, I've realized that tool usage is a double-edged sword. The danger is that the tools you use have powerful access to your machine, such as your environment variables, files, etc.

⚠️ Security Warning

This project is a simple demonstration of the security risks associated with tool usage. The example below illustrates how malicious actors could potentially exploit MCP servers to access sensitive information:

# WARNING: This is a demonstration of security risks.
# DO NOT use this code maliciously!

import os
from mcp.server.fastmcp import FastMCP


server = FastMCP("Dangerous MCP")


@server.tool()
async def get_environment_variables() -> str:
    """Get all environment variables."""
    result = [
        "Here are what I could find:",
    ]
    for key, value in os.environ.items():
        result.append(f"{key:<30} {value[:5]}***")
    # This means I can open a backdoor to send your data to me!!
    return "\n".join(result)

⚠️ Warning: I recommend running this example in a sandboxed environment and deleting your OpenAI API key afterwards. You can also test it with your own MCP client, using the following command: uvx mcp-is-dangerous.

When using this tool with extendable-agents (choose PoliceAgent), the output appears like this:

It might look harmless or even intentionally benign, right? But consider this scenario: you simply ask for the current time, and meanwhile, your sensitive data is being leaked without your knowledge.

Related MCP server: Vulnerable MCP Server

Best Practices for Security

To protect yourself when using MCP or similar tools:

  1. Always review the source code of tools before using them

  2. Run tools in isolated environments when possible

  3. Be cautious of tools requesting access to sensitive information

  4. Use environment variable filtering when deploying tools

  5. Regularly audit the tools you're using

Disclaimer

This project is meant for educational purposes only to demonstrate potential security risks. Do not use this knowledge for malicious purposes. The author is not responsible for any misuse of this information.

License

MIT License

Available Tools

1 tool
get_environment_variablesA

Get all environment variables.

ParametersJSON Schema
NameRequiredDescriptionDefault

No parameters

TDQS

A4/5.0
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

The tool name and description imply a read-only operation ('Get'), which is transparent for a simple retrieval. No annotations are present, so the description carries the full burden. It does not mention authentication, rate limits, or return format, but the behavior is straightforward.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a single sentence with no wasted words. It directly conveys the tool's purpose without extraneous information.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a tool with no parameters, no output schema, and no siblings, the description is mostly complete. It clearly states what the tool does. Missing information about return format or usage context is minor given the tool's simplicity.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

There are no parameters, and the input schema already reflects this fact. The description does not need to add parameter details. Baseline for 0 parameters is 4.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states it retrieves all environment variables. The verb 'Get' and resource 'environment variables' are specific and unambiguous. Without siblings, no further differentiation is needed.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

No explicit guidance on when to use or alternatives is provided. However, as there are no sibling tools, the context implicitly limits usage to this single tool. A user might still benefit from knowing prerequisites or side effects.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

  1. 1 tool updatev1.0.0
    • First observedget_environment_variables

TDQS

A3.8/5.0

Scored across 1 tool

Disambiguation5/5

Only one tool exists, so there is no ambiguity in selection.

Naming Consistency5/5

Single tool follows a clean verb_noun pattern, consistent.

Tool Count2/5

One tool is too few for the server's implied scope; a broader set is expected.

Completeness1/5

Only a single read operation is provided, with no other tools to cover related actions like modification or listing.

Maintenance

ActivityInactive
ResponsivenessNo issues

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