MCP - MonsterAPI Blog

MCP

A collection of 2 posts

MCP vs Toolformer: Two Approaches to Enabling Tool Capabilities in LLMs

MCP vs Toolformer: Two Approaches to Enabling Tool Capabilities in LLMs

Toolformer and MCP are two different approaches to enable tool-use in LLMs—one through self-supervised training, the other through runtime protocols. This blog explains how each approach works, their core designs, and where they fit in real-world LLM-powered applications.

Model Context Protocol (MCP) - A Deep Dive

Model context protocol

Model Context Protocol (MCP) - A Deep Dive

The Model Context Protocol (MCP) is an open, standardized protocol that defines how AI models can interact with external tools, data sources, and memory systems in a structured, controlled, and context-aware manner. This blog breaks down its architecture, flow, and practical challenges.