mcp-use: mcp-use is a full-stack framework for Model Context Protocol (MCP), enabling the creation of MCP servers, clients, and AI agents. It supports development in both Python and TypeScript with minimal code.; ncp: NCP (Natural Context Provider) is an MCP aggregator that consolidates 50+ disparate MCP servers into a single unified interface for AI agents. Instead of loading every tool definition upfront and burning tokens, agents use three simple tools — find, code, and run — to discover and invoke any capability on demand. Code mode lets the agent write TypeScript workflows combining multiple tools in one step. NCP reports 97% fewer tokens consumed and 5x faster tool selection compared to loading individual MCP servers.
Building intelligent AI agents capable of using tools and reasoning across steps
Reducing token costs when an AI agent needs access to many tools