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ondrsh | 11 months ago
While you usually get tools that work out of the box with MCP (and thus avoid the hassle of prompting + testing to get working tool code), integrating external APIs manually often results in higher accuracy and performance, as you're not limited by the abstractions imposed by MCP.
peab|11 months ago
ondrsh|11 months ago
MCP is basically a trifecta of:
The LLM application is key here. It is doing all the "plumbing", like spawning MCP clients to connect to MCP servers — similar to how your web browser is spawning HTTP clients to connect to HTTP servers. The LLM application thus initiates and receives the actual requests between MCP client and MCP server, manages MCP client/server pairs, injects tool results into the LLM context et cetera. This means the LLM application must be MCP-aware at design-time. But because all of this plumbing can then happen at runtime under the hood, the user (who adds MCP tools while the application is running) does not need to be a developer.As a developer, MCP allows you to write:
MCP-aware LLM applications (like Claude Desktop or Cursor) let their users add arbitrary functionality (i.e. other MCP servers) at runtime.MCP servers can be added by users of MCP-aware LLM applications at runtime.
Both evolve around the concept of giving non-developers a way to add functionality at runtime. Most developers are confused about MCP because they don't need to do neither 1) nor 2), instead they themselves add tools to the applications they write (at design-time) and then ship it.