The inspector is a diagnostic and validation tool for the Model Context Protocol. It provides an interactive interface and a transport proxy to discover, inspect, and execute the tools, prompts, and resources provided by an MCP server. The project serves as a debugger and compliance tester to verify that server implementations adhere to the protocol specification and JSON-RPC standards. It allows for real-time monitoring of message exchanges and logs between clients and servers across various transport layers, such as standard input/output and Server-Sent Events. The tool covers a broad rang
Model Context Protocol is a standardized framework for connecting large language models to external data sources and executable tools. It enables the creation of a universal interface where servers expose tools, resources, and prompts that can be discovered and utilized by various AI clients. The protocol utilizes a JSON-RPC message system that is transport-agnostic, supporting both standard input/output for local processes and HTTP with server-sent events for remote connections. It emphasizes security and control by delegating model sampling to the client to keep API keys secure from servers
mcp-use is a development framework designed for building, deploying, and managing servers, clients, and autonomous agents using the Model Context Protocol. It provides a comprehensive toolkit for creating servers that expose custom tools, data resources, and prompts to compatible AI agents. The project distinguishes itself by offering a complete lifecycle for protocol-based applications, including a dedicated hosting platform for production servers and a compliance validator to ensure servers meet marketplace publishing requirements. It also features an observability suite for tracing protoco
The Model Context Protocol C# SDK is a library for building clients and servers that implement the Model Context Protocol to integrate AI tools and resources. It provides an AI tool integration framework and a multi-modal content handler to exchange text, images, and binary resources between AI models and external context providers. The SDK utilizes a JSON-RPC communication library to manage bidirectional data exchange. It features a transport-agnostic communication layer that supports standard input and output, HTTP, and in-memory pipes, with specific integration for ASP.NET Core hosting. T
mcp-go is a Go implementation of the Model Context Protocol (MCP) providing an SDK and framework for building servers that connect large language model applications to external tools and data sources. It serves as a developer kit for implementing bidirectional communication and structured data exchange between AI clients and servers.
The main features of mark3labs/mcp-go are: Model Context Protocol, Model Context Protocol Implementations, Agent Context Management, LLM Tooling Integrations, MCP Servers, Resource Exposure, Transport Layer Connectivity, Model Context Protocol Servers.
Open-source alternatives to mark3labs/mcp-go include: modelcontextprotocol/inspector — The inspector is a diagnostic and validation tool for the Model Context Protocol. It provides an interactive interface… modelcontextprotocol/modelcontextprotocol — Model Context Protocol is a standardized framework for connecting large language models to external data sources and… mcp-use/mcp-use — mcp-use is a development framework designed for building, deploying, and managing servers, clients, and autonomous… modelcontextprotocol/csharp-sdk — The Model Context Protocol C# SDK is a library for building clients and servers that implement the Model Context… modelcontextprotocol/java-sdk — This is a software development kit for integrating the Model Context Protocol into Java applications. It serves as a… modelcontextprotocol/go-sdk — This is a software development kit and framework for implementing the Model Context Protocol in Go. It provides a…