Tools15 May 2026

MCPMAP: Static Attack Surface Analyzer for AI Agents Released on PyPI

The `mcpmap` tool has been released on PyPI, providing a static attack surface analyzer for AI agents, MCP servers, and LLM tool definitions. This new utility is crucial for identifying potential security vulnerabilities in AI systems. It aims to enhance the security posture of complex AI architectures.

MCPMAP: Static Attack Surface Analyzer for AI Agents Released on PyPI

A new security tool, mcpmap, has been published on PyPI, offering a static attack surface analyzer specifically designed for the burgeoning field of AI. This utility targets AI agents, Master Control Program (MCP) servers, and the definitions of tools used by Large Language Models (LLMs).

The advent of mcpmap is a timely response to the increasing complexity and deployment of AI systems, which often present novel security challenges. By performing static analysis, the tool can identify potential vulnerabilities and weaknesses in the design and implementation of AI components before they are exploited in production environments.

This analyzer is particularly valuable for developers and security professionals working with AI. It enables them to proactively assess the security posture of their AI architectures, from the core agent logic to the interfaces and tools it interacts with. Understanding and mitigating the attack surface is paramount for building secure and trustworthy AI applications.

The availability of mcpmap on PyPI makes it easily accessible for integration into AI development and security workflows. It represents a significant step towards standardizing security audits for AI systems, helping to foster a more secure AI ecosystem.

Is AI reshaping your industry?

Your competitors are already adapting. Is your website?

We build AI-ready platforms for established businesses. Get a free audit — see exactly where your website is falling behind and what it would cost to fix it.

AI SecurityPyPIAttack SurfaceLLM ToolsAI AgentsStatic Analysis
Source: Pypi.org
Ready to act on what you've read?

Turn AI insights into a competitive advantage for your business.

We build AI-ready websites and platforms for established businesses. Start with a free audit — no obligation, results in 30 seconds.