Gemini AI Integration: MCP and Hooks Visualized
What MCP architecture looks like when you map it as visual systems - data flow diagrams, comparison matrices, and the decision trees that make integration patterns concrete
Visual framework for understanding MCP and hooks architecture - covering data flow diagrams for the three MCP primitives, comparative analysis matrices for protocol vs callback patterns, integration topology maps, the decision tree for choosing between MCP and hooks, and visualization of the hybrid patterns emerging in 2025.
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The integration patterns that emerge when you combine MCP's cross-system protocol with hooks' event-driven interception - and why the hybrid is more powerful than either alone
The complete technical reference for a production KB Agent REST API - session management, query processing with intent routing, SSE streaming, hybrid retrieval with authority layers, dispute handling, and the observability endpoints that make the difference between debugging in production and guessing in production
A complete MCP integration that lets Claude Desktop users analyze CSV and Excel files through natural language - four tools, one restart, zero command-line knowledge required
How to add MCP standardization to a 430,000-line React application without breaking anything - the hybrid architecture that preserves your investment while opening new integration paths
What happens when you map MCP to an electrical grid - power sources become data repositories, servers become voltage transformers, permission systems become circuit breakers, and the architecture becomes viscerally understandable