Model Context Protocol (MCP) Security
An exploration of common MCP server vulnerabilities, along with a deep dive into MCP server prompt injection (+demonstrations for each!).
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Azure CLI
Enables direct management of Azure resources through the Azure CLI, allowing users to list resources, fix configuration issues, and create new services using…
A Template MCP Server
A Template MCP Server is an example implementation of a Model Context Protocol (MCP) server that demonstrates how to connect AI agents and services (like…
mcp-python-sdk-inmemory-server-tests
# mcp-python-sdk-inmemory-server-tests This repository provides example code and tests for developing robust MCP tools. It demonstrates how unit tests on…
HexaGO (A simple ports & adapter architecture example)
HexaGO is a simple example of a calculator app using the ports and adapter (hexagonal) architecture in Go. It demonstrates how to separate business logic…
github-server MCP Server
# github-server MCP Server A Model Context Protocol server This is a TypeScript-based MCP server that implements a simple notes system. It demonstrates core…
MCP Server - FastAPI on Azure App Service
MCP Server - FastAPI on Azure App Service is a Python implementation of the Model Context Protocol (MCP) server built with FastAPI. It provides multiplication…
SystemPrompt MCP Server
This TypeScript-based server implements a simple notes system, allowing users to create and manage text notes and generate summaries, showcasing core MCP…
TSG Indexer
A library for indexing code repositories using Tree-sitter Stack Graphs, designed to be used in MCP servers and other tools.
Shell MCP Server
# Shell MCP Server A Model Context Protocol server that provides shell command execution capabilities. This server enables LLMs to execute shell commands and…
Github
# SSE-based Server and Client for [MCP](https://modelcontextprotocol.io/introduction) [
Higress API Gateway
Enables DevOps teams to manage Higress API gateway configurations through natural language commands with human-in-the-loop validation for sensitive operations
AWS CLI
Provides a lightweight bridge to AWS CLI, enabling command documentation retrieval and execution with Unix pipe support using existing AWS credentials on the…
mcp_auto_builder
Final unified interface for global users. Just describe your server, paste your API key (Claude/OpenAI/Grok), and this library will build, test, and deploy the…
StackSherpa
Intelligent API recommendation engine that silently picks the best APIs for your stack. Analyzes your project profile, compliance requirements, past decisions…
Model Context Protocol (MCP) Server + Github OAuth
# Model Context Protocol (MCP) Server + Github OAuth This is a [Model Context Protocol (MCP)](https://modelcontextprotocol.io/introduction) server that…
Roam Research MCP Server
Integrates with Roam Research to enable searching, creating, and manipulating graph content for automated note-taking and intelligent information retrieval.
XcodeMCP
MCP server for Xcode that wraps its AppleScript interface & uses XCLogParser to return clear build results
JExchange
Provides a lightweight, asynchronous Python server for connecting AI models with external services through a simple, deployable foundation built on asyncio.
Token Pilot
Save 60-80% tokens when AI reads code — MCP server for token-efficient code navigation with AST-aware structural reading
math-mcp-server
# math-mcp-server [](https://smithery.ai/server/@swaroopkasaraneni/math-mcp-serve…
Alibabacloud Observability Mcp Server
# 阿里云可观测 MCP Server（Go 版） <p align="center"> <a href="./README.md"><img alt="中文" src="https://img.shields.io/badge/简体中文-d9d9d9"></a> <a…
AIR Blackbox MCP Server
EU AI Act compliance scanning for Python AI agents. 10 tools that scan, analyze, and fix compliance gaps across LangChain, CrewAI, AutoGen, OpenAI, and RAG…
Alpaca MCP Server
# Alpaca MCP Server This is a Model Context Protocol (MCP) server for Alpaca, allowing LLMs like Claude to interact with the Alpaca trading API. It enables…