Provisions in-browser WebContainer instances on demand via MCP, enabling isolated, API-driven code execution and seamless browser IDE integration.

Customizable, modular Model Context Protocol hub with efficient context handling and plugin integration.

mcp server agent

MCP server which provides IBM Cloud as a tool for use by LLM's, eg. via Anthopic Claude Desktop or map-cli (open source).

Python-based toolkit consolidating protocol-oriented utilities into a single package for fast development and testing.

Python-based example demonstrating a prompt-driven client workflow with a minimal interface and runnable commands.

Programmatic access to Canvas announcements via MCP with formatting, summarization, pagination, and LLM-friendly workflows.

Rust-based tool discovery for GitHub via JSON-RPC, enabling fast enumeration and access to repository tooling with seamless integration.

Kafka-backed integration enabling real-time event processing and seamless model interactions via the Model Context Protocol.

Create an MCP server with one command

Swift-based client that orchestrates multiple tool processes with automated discovery, lifecycle management, and robust error handling.

Report on Stagehand and MCP Server

mcp server

A Python framework enabling modular, context-aware AI components with standardized interfaces and plugin-driven customization for scalable workflows.

mcp servers

MCP GITLAB

MCP server implementation of FinRobot for Claude Desktop

Minimal end-to-end protocol demo with Python backend and TypeScript frontend for quick experimentation.

Python-based framework to test and host context-aware AI agents with OpenAI integration and client testing.

ClaudeMCP

Testing MCP Protocol Capabilities

mcp servers

A TypeScript toolkit that assembles and runs a Model Context Protocol host with modular components and automated setup.

MCP