Delivering unstructured file content over MCP introduces various challenges in performance, efficiency, and security. We will explore the questions that arise when building an MCP server for content management and some of the approaches that can be used to tackle them. As enterprise environments require a more conservative security posture, we’ll also break down strategies for mitigating data exfiltration risks and prompt injection attacks through granular, configurable guardrails.
- Why large content operations can fail: latency, data corruption
- Techniques for managing context efficiently and minimizing LLM token usage
- The benefits of programmatic tool calling for MCP tool composability
- Tradeoffs between MCP and CLI for content operations
- Handling safety risks when untrusted content becomes a data exfiltration vector
- Balancing functionality and security when designing tool guardrails
By starting from first principles and reviewing specific examples attendees will leave with techniques for building MCP servers that process unstructured content efficiently and securely in enterprise environments.
