A lightweight agent test harness demonstrating context propagation, tool invocation, and modular plugin deployment for integration testing.

Colab-based, memory-aware LLM orchestration with a lightweight demo focused on interactive prompt contexts.

MCP DeanMachines

Reads and analyzes binary files with Unreal Engine .uasset support, auto-detects formats, and is extensible for adding new binary formats.

Real-time weather data integration with modular sources and efficient context caching for seamless environmental insights.

Quantum Market Analysis System using Model Context Protocol - Showcasing advanced AI integration capabilities

TypeScript client enabling secure bidirectional data tool integration through dynamic capability discovery and finely controlled access, leveraging JSON-RPC 2.0 for reliable, typed communication between AI-powered agents and external sources. It emphasizes robust session handling, flexible tool discovery, and configurable security policies.

ag2mcp

Roll customizable dice with any sides and multiple dice in a single request via a dedicated tool.

Web map of current status of regulatory sign conditions at Martial Cottle Park.

Plancky McPlankface

Implementation of MCP Everything Server (test-server) as Zed Extension

Test repository for HTML page

Demonstrates Model Context Protocol capabilities with GitHub-based tool integrations and context-aware modules.

Lightweight MCP server delivering precise current time data (local time, week, day) via a dedicated time tooling interface.

Lightweight Python module exposing resources, callable tools, and prompt templates for flexible, template-driven LLM workflows.

MCP Gateway is a bridge for routing Model Context Protocol messages with Rust-based performance and modular extensibility.

Lightweight, schema-driven converter that outputs TypeScript definitions with validation, version-aware migrations, and a CLI for easy integration.

Lightweight Python toolkit for organizing and routing model context with extensible integrations.

CLI client enabling protocol-level MCP access with dynamic tool and resource exploration across OpenAI and Ollama providers.

Core MCP server for AI assistant

Lightweight Python module aggregating weather sources to deliver context-aware forecasts with extensible adapters.

MCpibes def

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