Lightweight Go library to expose AI-accessible tools via HTTP with a simple, extensible tool API.

Hybrid real-time voice assistant enabling local and remote tool access with Home Assistant on Raspberry Pi.

Proof-of-concept toolchain enabling AI assistants to interact with CockroachDB—querying data, managing schemas, and monitoring clusters via JSON-RPC.

Privacy-first, offline OS control via natural language, with sandboxed execution and no data leaves device.

Practical MCP server starter with tool discovery, capability negotiation, and streaming results across stdio, HTTP, or WebSocket.

Exercise: Integrate Model Context Protocol with GitHub Copilot

Exercise: Integrate Model Context Protocol with GitHub Copilot

Exercise: Integrate Model Context Protocol with GitHub Copilot

Open standard connecting LLMs with tools and data via JSON-RPC 2.0; multi-transport, tooling, and developer-friendly inspector.

Java-based framework enabling modular context sharing and seamless agent collaboration with pluggable memory and a lightweight API.

Cloudflare Workers-based MCP server offering auditable mathematical tools and safe URL extraction for offline or restricted LLM workflows.

Turbocharged memory for Claude Desktop enabling persistent context, safe actions, and intelligent file and project management across conversations.

Bridges AI workflows with NHL data via a fast protocol, offering stats, schedules, and analytics.

REST-to-MCP proxy with multi-transport, JSON-RPC 2.0 compliance, and built-in mock testing for rapid MCP adoption.

Focused WoW Armory data hub enabling character lookups and reputation tracking with Claude Desktop integration.

A comprehensive monorepo offering diverse, interoperable context protocol implementations with shared utilities, standardized deployment, built-in monitoring, and cross-service orchestration.

Spring Boot Kotlin demo showcasing mortgage tools accessible via Claude Desktop, powered by Spring AI to enable seamless model-context workflows.

Lightweight reference for exposing model-context-enabled tools with LangChain, featuring ArXiv data access and multi-source coordination.

AI-native control surface for Google Cloud Platform with 25 tools spanning compute, storage, databases, serverless, and data services across multiple projects.

Telegram-based medical assistant using MCP, Gemini AI, and A2A agents for triage and guidance in Portuguese.

Concise, planner-friendly tool description generator that optimizes MCP tool metadata via LLM-driven rewrites.

Documentation for Model Context Protocol (MCP) server setup attempts, issues, and solutions

A TypeScript framework for building and managing MCP tools with embedded context search and Cursor IDE integration.

Production-ready platform delivering celestial ephemeris, orbital mechanics, and mission analysis with STDIO and HTTP SSE transports, powered by SPICE kernels.