Embedded sandbox with MCP proxy

mcp-probe-kit is a protocol-level toolkit designed for developers who want AI to truly understand their project's intent. It's not just a collection of 22 tools—it's a context-aware system that helps AI agents grasp what you're building.

Lightweight, self-hosted bridge enabling natural-language queries to Red Hat Lightspeed services with read-only by default and RBAC control.

A Model Context Protocol (MCP) server that enables LLMs to run ANY code safely in isolated Docker containers.

mcp_agent

This Streamlit application provides a user interface for connecting to MCP (Model Context Protocol) servers and interacting with them using different LLM providers (OpenAI, Anthropic, Google, Ollama).

Human-driven multi-agent dashboard for Claude Code, Codex, Gemini & OpenCode. Web UI, project wiki, shared content, and MCP-based agent messaging — see every agent, coordinate manually, intervene instantly.

Go-based templating engine for dynamic prompts with reusable partials, JSON args, hot reload, and Docker deployment.

Your AI Coding Assistant's Long-Term Memory

MCP server for converting Figma designs to React components

一个完整的 AI Agent 自动化 XBOW 解题方案，结合 MCP 服务器和智能 CLI 客户端，实现自主XBOW 挑战

Backported Model Context Protocol SDK for Java 8

Yeoman Generator to quickly create a new MCP Server

B2C CLI, MCP, and Tooling SDK for Salesforce Agentforce Commerce B2C

Tools for building modern & secure MCP integrations across the client and server side

Incubating annotation support for MCP. Built on top of the MCP Java SDK: https://github.com/modelcontextprotocol/java-sdk

Python REPL with a persistent session, enabling on-the-fly code execution, variable inspection, and on-demand package installation via built-in tools.

A universal plugin framework for development tools that enables seamless browser-server communication and MCP (Model Context Protocol) integration with AI/LLM systems.

Flexible tool to manage Shadcn UI components and blocks, with docs access, installation, and multi-package-manager support.

可视化的配置和管理，给xiaozhi接入mcp

A FastMCP tool to search and retrieve Polars API documentation.

MCP server for minecraft

WinDbg-ext-MCP bridges your favorite LLM client (like Cursor, Claude, or VS Code) with WinDbg, enabling real-time, AI assisted kernel debugging. Write prompts in your AI coding assistant and receive instant, context-aware analysis and insights from your live kernel debugging session.

MCP-UI on TanStack code