A tool for querying AWS cloud spending through the MCP protocol, integrating the Claude model to provide a natural language interaction interface.

A service implementation for retrieving data such as PDF from AWS S3 via the MCP protocol

Model Context Protocol (MCP) .NET sample library, demonstrating how to use the MCP protocol to standardize the context interaction of large language models (LLMs) in .NET applications. It includes examples such as a YouTube subtitle extractor, supports flexible switching of LLM providers, and enables the construction of AI workflows.

The MCP server for the 1000 Genomes Project dataset provides real - time natural language access to 3202 samples, 138 million variants, and approximately 442 billion genotypes in the Dnaerys variant storage, supporting screening and analysis based on coordinates, annotations, and genetic patterns.

An MCP server for generating drum kit configurations for Decent Sampler, providing functions such as WAV file analysis and XML generation.

This is a development template for the Model Context Protocol (MCP) based on TypeScript, providing a complete foundation for building MCP clients and servers, including production-grade tools, sample code, and clear documentation, supporting rapid development and expansion.

A TypeScript-based MCP server template that provides sample operations and an addition tool for communication between AI models and external tools.

The Multiverse MCP Server is a middleware server that supports running multiple MCP server instances of the same type simultaneously. Each instance has an independent namespace and configuration, achieving a completely isolated operating environment.

A comprehensive AWS cost analysis and optimization recommendation MCP server that integrates AWS core services such as Cost Explorer and Compute Optimizer, providing resource optimization solutions and cost - saving suggestions.

A data comparison tool that determines whether two sets of data come from the same entity through text normalization and semantic analysis.

The project involves documentation, sample code repositories, and community resources for the LangChain framework, including technical content such as Python programming, AI agent development, FastAPI integration, and LLM fine-tuning.

The SQL Stream Builder MCP Server is a comprehensive SSB management platform that provides full access to SSB functions through more than 80 MCP tools. It supports independent deployment and CDP deployment, covering functions such as job management, real-time data sampling, system monitoring, and user management.

An AI-driven MCP server that automatically connects to the Malware Bazaar platform, providing real-time threat intelligence and malware sample metadata for authorized network security research.

A serverless implementation of the Model Context Protocol (MCP) based on AWS Lambda and SAM, providing two interfaces for system configuration and client usage.

A sample project demonstrating how to use Microsoft Semantic Kernel with OpenAI and the Model Context Protocol C# SDK, including email sending functionality.

This project provides a set of toolkits for crawling website content and generating Markdown documents. At the same time, it realizes the semantic search function of documents through the MCP server and supports integration with tools such as Cursor.

A simple MCP server based on SSE, providing sample tools, resources, and tips, supporting multiple transport methods, and containing practical application cases of PostgreSQL and NATS.

This is a project for quickly starting and running the MCP server development environment, providing TypeScript sample code and generation tools.

MCP-Forge is a scaffolding tool for quickly creating MCP server projects, providing project structure generation, sample code, and testing tools, and supporting two transport modes, SSE and stdio.

This project demonstrates how to create an MCP server that enables LLMs to communicate with Backstage instances, including a sample agent based on the Bee Agent Framework.

The MCP Secure Installer is an automated tool used to install and containerize the MCP server from a GitHub repository. It utilizes the MCP sampling function to analyze the repository and create the corresponding Docker image.

mirror-mcp is a server based on the Model Context Protocol (MCP). It provides a'reflect' tool that enables large language models to conduct self-reflection and introspection through recursive questioning and MCP sampling, thereby achieving self-analysis, reasoning verification, and iterative problem-solving.

A sample chat application demonstrating integration with the Model Context Protocol (MCP) server

This is a Salesforce integration sample project that demonstrates how to interact with Salesforce using the Model Context Protocol (MCP), including functions such as sending emails and deploying Apex code.

This is a sample project of an MCP service based on Spring AI, which implements CRUD operations for personnel data using in-memory storage for demonstration and experimentation purposes.

An MCP server implemented in TypeScript that provides access and operation support for shadcn/ui components to AI assistants, including obtaining source code, sample code, and installation guides.

This project demonstrates how to integrate the conversational AI capabilities of AWS Bedrock with relational databases through the MCP server architecture to achieve the function of querying databases in natural language.

The MCP-Express-Adapter is a lightweight middleware for creating MCP (Model Context Protocol) servers on Express.js servers. It supports SSE communication, tool implementation, header-based authorization verification, and allows hosting multiple MCP client endpoints on the same Express server.

This is an example project demonstrating the SSE implementation of the MCP protocol, including various tool functions such as message echoing, mathematical calculations, long - task progress notifications, and LLM sampling, supporting local operation and integration with Claude Desktop.

A data comparison tool that evaluates whether two sets of data come from the same entity through text normalization and a language model, supporting JSON format comparison and semantic analysis.

This project provides a series of example modules using the AWS Model Context Protocol (MCP), covering multiple languages and technology stacks, including TypeScript, Python, Spring AI, etc., demonstrating the application of MCP in scenarios such as client-server communication, ECS deployment, and RAG integration.

A server implementing the MCP protocol, supporting multiple AI agents to share and read responses to the same prompt.

A TOS data service implementation based on the MCP protocol, providing functions such as bucket listing, object querying, and file retrieval

An NPX wrapper tool for the MarkItDown MCP service without Docker, providing the same functions as the official Docker version and simplifying the installation process

An experimental project exploring the combination of the MCP sampling protocol and LangGraph4j

This project demonstrates the use of an SQLite database with asynchronous operations in a FastMCP application, including automatic initialization, type-safe connection management, and sample data insertion.

Official tutorial: Create an MCP server using the TypeScript SDK

This project is an MCP server based on the Scenario.com platform, providing text - to - image generation and image background removal functions, including a complete development environment configuration, sample code, and test scripts.

A simple MCP server based on SSE, including sample tools, resources, and prompts, supporting PostgreSQL reading and NATS writing functions.

Java sample project