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Python Best Practices Launchpad

Python MCP server with CI/CD tooling and testability built-in

MediaWiki MCP adapter

A custom Model Context Protocol (MCP) adapter for interacting with MediaWiki and WikiBase APIs. This adapter allows you to fetch and edit MediaWiki pages programmatically using the MCP framework.

langchain-box-mcp-adapter

This sample implements the Langchain MCP adapter to the Box MCP server.

mcp-agent-tool-adapter

Transforms MCP tools into collaborative, reasoning agents using modern agent frameworks.

MCP Middleware Adapter for Express Servers

Run multiple MCP clients on a NodeJS Express server (adapter/middleware)

MCP + LangGraph Agent

LangGraph agent tutorial adapted to use MCP servers.

🦙 ollama-mcpo-adapter

Adapter to expose MCPO, the MCP-to-OpenAPI proxy server, tools in Ollama-compatible format

Model Context Protocol (MCP) Tips and Best Practices

A collection of tips and best practices for working with Model Context Protocol (MCP) servers

Claude MCP Protocol Practice

MCP server example practice

MCP to LangChain/LangGraph Adapter

Addapter that turns MCP server tools into langchain usable tools

MCP Server Template (

This template helps you quickly bootstrap a new Model Context Protocol (MCP) server project based on recommended practices.

mcptesting

Test repository created via MCP server

AWS MCP Servers

AWS MCP Servers — specialized MCP servers that bring AWS best practices directly to your development workflow

LangChain Agent with MCP Servers

LangChain Agent with MCP Servers: Using LangChain MCP Adapters for tool integration.

Mcp Server

practice mcp server with typescript(GPT 내용)

MCP Chat Adapter

MCP server for using OpenAI compatible chat endpoints

MCP Server Practices

MCP TapData Server

This is an MCP-Server adapter provided by TapData for use with LLM's

MCP Server for Transcripter

Model Context Protocol (MCP) Server

an MCP server for the services I like to use with AI agents, which you should probably fork and modify for your own use. No PRs accepted, this is just for me. Not private because you or a bot might ge

Coding Standards MCP Server

MCP Server for Coding Standards - providing standardized coding guidelines and best practices

MCP2HTTP

MCP2HTTP is a minimal transport adapter that bridges MCP clients using stdio with stateless HTTP servers.

MCP Actions Adapter

A simple adapter to convert a MCP server to a GPT actions compatible API

mcpterm

An MCP tool server that provides stateful, TUI-compatible terminal sessions.