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.

Foundational protocol enabling standardized context exchange and coordination across AI components, promoting interoperability and scalable integrations.

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.

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.

Unified, interoperable context management enabling dynamic, secure sharing and orchestration across AI components.

Client exposed ecosystem that shares tools and data with LLM apps using flexible transports and prompt templates.

A scalable MCP server enabling structured model-context exchange and context-aware routing across AI workloads.

Modular platform for efficient, interoperable context sharing with pluggable stores and extensible tooling.

MCP Client and Servers Implementation

Standardized interface linking LLMs to diverse data sources and tools via a secure, observable gateway.

MCP demos