Breaking Down 8 Open Source AI Security Tools at Black Hat Europe 2025 Arsenal

AI and security are starting to converge in more practical ways. This year’s Black Hat Europe Arsenal shows that trend clearly, and this article introduces 8 open-source tools that reflect the main areas of focus. Here’s a preview of the 8 tools mentioned in the article: Name (Sorted by Official Website) Positioning Features & Core Functions Source Code A.I.G. (AI-Infra-Guard) AI Security Risk Self-Assessment Rapidly scans AI infrastructure and MCP service vulnerabilities, performs large model security check-ups (LLM jailbreak evaluation), features a comprehensive front-end interface, and has 1800+ GitHub Stars. https://github.com/Tencent/AI-Infra-Guard Harbinger AI-Driven Red Team Platform Leverages AI for automated operations, decision support, and report generation to enhance red team efficiency. 100+ GitHub Stars. https://github.com/mandiant/harbinger MIPSEval LLM Conversational Security Evaluation Focuses on evaluating the security of LLMs in multi-turn conversations, detecting vulnerabilities and unsafe behaviors that may arise during sustained interaction. https://github.com/stratosphereips/MIPSEval Patch Wednesday AI-Assisted Vulnerability Remediation Uses a privately deployed LLM to automatically generate patches based on CVE descriptions and code context, accelerating the vulnerability remediation process. Pending Open Source Red AI Range (RAR) AI Security Cyber Range Provides a deployable virtual environment for practicing and evaluating attack and defense techniques against AI/ML systems. https://github.com/ErdemOzgen/RedAiRange OpenSource Security LLM Open Source Security LLM Application How to train (fine-tune) small-parameter open-source LLMs to perform security tasks such as threat modeling and code review. Pending Open Source SPIKEE Prompt Injection Evaluation Toolkit A simple, modular tool for evaluating and exploiting prompt injection vulnerabilities in Large Language Models (LLMs). https://github.com/ReversecLabs/spikee SQL Data Guard LLM Database Interaction Security Deployed inline or via MCP (Model-in-the-Middle Context Protocol) to protect the security of LLM-database interactions and prevent data leakage. https://github.com/ThalesGroup/sql-data-guard submitted by /u/No-Emotion9668 [link] [comments]Technical Information Security Content & DiscussionRead More