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Command Injection Flaw in Ollama-mcp Integration: CVE-2026-19334 affects NightTrek's Ollama-mcp, enabling command injection (execution of unauthorized system commands) via manipulated arguments, though exploitation requires local system access. The vulnerability remains unpatched as developers have not responded to disclosure.
Attackers can create conditional prompt injection attacks (tricking an AI by hiding malicious instructions in its input that activate only for specific users) against Microsoft Copilot by leveraging user identity information like names and job titles that the AI includes in its context. A researcher demonstrated this by sending an email with hidden instructions that made Copilot behave differently depending on which person opened it, showing that LLM applications become more vulnerable as attackers learn to target specific users rather than all users equally.