Lightweight MuleSoft MCP test harness for local model-context simulation and validation.

Unofficial PHP Model Context Protocol SDK

Learning-focused Python collection showing weather data and educational patterns with multi-transport options.

LangGraph-powered orchestration for Azure resources with Cosmos DB, memory management, and REST APIs enabling natural language access to data.

Seamless Claude AI integration with desktop apps using MCP for real-time, context-aware automation and control.

Lightweight Python implementation enabling modular context exchanges with pluggable backends and low latency.

Python-powered mediator enabling modular cross-model context flows with extensible plugins for safe routing and streamlined AI workflows.

Python-based MCP samples showcasing practical context handling, memory integration, and dynamic prompt orchestration.

model context protocol mcp with vercel functions

Vercel-based template with Redis-backed state and Fluid Compute for fast, scalable prototyping with MCP tooling.

Versatile context orchestration for efficient, cross-tool model context management.

Model Context Protocol

Lightweight Node.js interface to fetch Google Calendar events via chat-style endpoints with minimal authentication.

Go-based reference implementation standardizing context delivery from apps to LLMs with modular data/tool adapters.

MCP_Model_Context_Protocol

MCP MODEL CONTEXT PROTOCOL

AI-powered natural language file operations with isolated workspaces, confidence scoring, and real-time actions.

model context protocol demo

In-memory MTG deck management with Scryfall data, cross-source imports, and advanced analysis for opening hands and deck optimization.

Lightweight, async Python server for dynamic model context management and efficient orchestration.

Demonstrates practical integration patterns for context-aware tool orchestration and autonomous agent workflows.

Model Context Protocol

Modular, context-aware agents coordinating across tools for adaptive, auditable workflows with interoperability and secure execution.

Specification-driven JavaScript wrapper offering external AI services with source-first execution and multi-environment testability.