The Model Context Protocol (MCP) is a new protocol that allows large-language models to hit live APIs, query fresh data, and trigger CI/CD pipelines. This shift changes the game by introducing risk, as every outbound call from an MCP server carries credentials such as API keys, database passwords, OAuth tokens, and more. If these secrets leak, the blast radius extends far beyond the LLM demo. To secure MCP servers, it's essential to treat every secret like a live grenade, handle them sparingly, store them safely, and rotate them often. Key best practices include eliminating hard-coding of secrets, preferring dynamic, short-lived credentials, applying least privilege with Role-Based Access Control (RBAC), enforcing end-to-end encryption, rotating and revoking automatically, and logging, alerting, and repeating. By implementing these strategies, developers can preserve user trust, keep auditors happy, and sleep better knowing their LLM won't accidentally leak sensitive data.