Data → Machine Learning & AI
MCP
A protocol pattern for connecting AI applications and models to external tools, data sources, and capabilities through a standard interface.
Motivation
MCP solves the problem of connecting AI models to external tools and data sources without every application inventing a custom integration layer.
Mental model
MCP is like a common adapter contract between an AI application and the outside capabilities it can use.
Where it fits
MCP belongs to the Product track, inside AI Applications. It relates to LLMs, AI agents, APIs, and tool integration.
Common mistakes
- Thinking MCP is itself an AI model.
- Confusing a protocol with a specific product implementation.
- Ignoring authorization and data exposure risks when connecting tools.
Related concepts
Use the metadata panel or return to the graph to explore LLM, AI Agent, and API.