FastMCP 2.0 demo server with minimal boilerplate, showcasing system metrics, mock data, and ready-made templates for prompts and reports.

Research Model Context Protocol

Model Context Protocol

MCP presentation

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.

Lightweight MCP server enabling AI assistants to read, summarize, and engage with BlueSky using public data and simple tools.

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.

Context compression with zlib and SQLite persistence enable scalable, searchable, metadata-rich context management with thread-safety.

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

MCP-compliant gateway delivering Vienna's Wiener Linien real-time transfer data to LLMs with extensible deployment.

Databricks-native hybrid PDF processing with external AI integration, Unity Catalog access, and spark-powered scalability.

Modern integration enabling AI assistants to manage orders, products, inventory, and analytics in WooCommerce with smart prompts.

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