Solving Tool Integration and Orchestration in AI Agents with MCP

Once you move beyond simple LLM demos, the complexity shifts from the model to everything around it. The real problem becomes how your system interacts with tools, APIs, and data in a way the model can reliably use. Most implementations handle this by wiring tools directly into the application layer. That usually leads to duplicated definitions, hardcoded execution paths, and tightly coupled logic. It works at small scale, but breaks down as the number of tools and use cases grows. This is the g