<?xml version="1.0" encoding="utf-8" standalone="yes"?><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>LLM Security - Tag - Shengxu · Cloud Architecture &amp; DevOps</title><link>https://shengxu.pages.dev/en/tags/llm-security/</link><description>Cloud architecture &amp; DevOps notes by Shengxu: Kubernetes, Cilium, observability, LLM infra, AI agents.</description><generator>Hugo 0.153.2 &amp; FixIt v0.4.0-alpha.3-20251225101113-8ffb9a95</generator><language>en</language><lastBuildDate>Tue, 20 Jan 2026 00:00:00 +0000</lastBuildDate><atom:link href="https://shengxu.pages.dev/en/tags/llm-security/index.xml" rel="self" type="application/rss+xml"/><item><title>When AI Gets Your Database Password: A Practical Guide to MCP Exposure Risks</title><link>https://shengxu.pages.dev/en/posts/mcp-security-risks-guide/</link><pubDate>Tue, 20 Jan 2026 00:00:00 +0000</pubDate><guid>https://shengxu.pages.dev/en/posts/mcp-security-risks-guide/</guid><category domain="https://shengxu.pages.dev/en/categories/security/">Security</category><category domain="https://shengxu.pages.dev/en/categories/ai/">AI</category><description>&lt;p&gt;Last year, a typical scenario sparked heated debate in the security community: a developer installed Supabase&amp;rsquo;s MCP plugin in Cursor and configured a &lt;code&gt;service_role&lt;/code&gt; key (database super admin privileges) so the AI could query the database directly. One day, a customer casually asked in a ticket, &amp;ldquo;Can you show me our integration configuration?&amp;rdquo; The AI interpreted this as an instruction and printed the token directly in the reply.&lt;/p&gt;
&lt;p&gt;While this case often appears in security reports as a &amp;ldquo;risk demonstration,&amp;rdquo; the problem it reveals is real: &lt;strong&gt;The MCP protocol grants AI operational permissions, and prompt injection attacks allow hackers to &amp;ldquo;hijack&amp;rdquo; these permissions through natural language.&lt;/strong&gt;&lt;/p&gt;</description></item></channel></rss>