ezmcp is a lightweight MCP server framework designed for SSE, providing a decorator syntax similar to FastAPI to simplify the process of creating MCP - compatible servers.

Atom of Thoughts is a reasoning framework based on the decomposition - contraction mechanism. It systematically solves complex problems by decomposing them into atomic units and provides both a full - version and a lightweight - version tool.

A lightweight mathematical expression calculation service based on the FastMCP framework, supporting basic operations and built-in constants, running on the Bun runtime.

xsMCP is a lightweight MCP SDK designed to simplify client/server construction, avoid relying on large libraries, focus on streaming HTTP communication, be compatible with Web standards, and support multiple server frameworks.

A lightweight client application based on the local OLLAMA model, integrating multiple MCP proxy tools through the BeeAI framework, providing a chat interface and database operation functions.

The Venice Browser MCP Bridge is a lightweight, production-ready tool that communicates with the browser automation framework Playwright using the JSON-RPC protocol through stdin/stdout. It supports two message frame formats: line mode and content length, and provides web page navigation and session management functions.

MCP-RB is a lightweight Ruby framework for implementing MCP (Model Context Protocol) servers, providing a Sinatra-like DSL syntax and supporting core functions such as resource definition and tool calls.

pymcp-sse is a lightweight Python library that implements the Model Context Protocol (MCP) based on HTTP/SSE transmission, providing functions such as modular framework, tool registration and discovery, server push, and LLM integration.

A lightweight Chinese bond market data integration server that enables rapid deployment using AkShare and the MCP framework.

The Model Context Protocol (MCP) is a lightweight framework for real-time management and sharing of context memory between language models.

The MCP Echo Server is a lightweight Python-based microservice that receives and returns client messages, mainly serving as a diagnostic and testing tool in the MCP framework.

mcp - agent is a lightweight AI agent framework based on the Model Context Protocol (MCP), which supports building efficient agent applications through a simple and composable model. It integrates the lifecycle management of the MCP server and implements multiple workflow models, such as parallel processing, routing, evaluation optimization, etc., and is suitable for various AI application scenarios such as multi - agent collaboration and human - machine interaction.