MCP Server: Design and Implementation16 days ago
The Problem | Design Principles | Compute where compute belongs | Visualization: interactive HTML first, static PNG fallback | Outcome-oriented tools | Progressive disclosure | Server instructions | Architecture | Persistent workspace | Output directory | Smart result formatting | Column summary helper | Response helpers | Size guard | Defensive execution | Tool Reference | Discovery tools | Analysis tools | Types of Analysis | Enrollment analytics | Grade performance | Student engagement | Course health | Cross-dataset joins | Reporting and dashboards | Typical Conversation Flow | PII Field Policy | Policy file | Default policy | Custom policy | Where filtering happens | ID Pseudonymisation | How it works | Which columns are hashed | Where it runs | Combined effect with field policy | Audit Logging | Security Considerations
