Lightweight tooling to manage and optimize model context lifecycles, enabling clean prompts, context binding, and workflow automation.

Lightweight local harness for Claude's Context Protocol with quick validation and sample intents.

Cross-platform MCP command executor with shell and direct modes, configurable working directory, and robust error reporting.

Demonstrates end-to-end GitHub interactions with a macOS-focused Node.js workflow, emphasizing environment migration, path configuration, and token validation for reliable testing.

Python-based playground showcasing multi-backend patterns with an inspector and flexible run setups.

Python-based, async-first stack for modular context provisioning with plugin hooks, strong validation, and secure routing designed for scalable model workflows.

mcp2.5.1

Python-based modular framework aligned with MSP Faco 2.5 conventions, enabling context-driven task routing with version-controlled interfaces. Designed for seamless integration and scalable automation across AI workflows, it emphasizes plugin extensibility, secure communication, and clear sequencing, differentiating itself through a lightweight core and robust extension ecosystem.

Lightweight, extensible Python framework delivering modular context pipelines with plugin-based customization and robust typing for quick AI agent integrations.

MCP 2.0

Lightweight TypeScript framework enabling flexible, pluggable context management for AI model integration.

Python-based 2.5 protocol implementation designed for modern contexts with a plugin-friendly architecture. It delivers modular context handling, reliable session management, and a suite of developer tooling to streamline integration, testing, and deployment for 2024-era workflows. Built for speed, extensibility, and clean separation of concerns that scales across services and environments.

MCP2.0.5

mcp simu

React-based neurotraining frontend with vision-detection backend integration, modular views, and Docker/AWS-ready deployment for sports analytics.

Extensible Python-based MCP v2 server focused on protocol compliance and pluggable context handlers.

Mirror of https://github.com/TimHolden/figma-mcp-server

Multiple-agent orchestration system using simplified MCP (Model Context Protocol)

Exposes Pacemaker pcs commands as safe, guardrailed tools over SSH, configurable via OpenSSH and JSON/YAML, enabling secure MCP client access.

Local MCP-enabled IIS management server delivering real-time updates and seamless MCP host integration for development, testing, and automation.

Open-source platform to centrally manage MCP services with unified endpoints and cross-protocol support.

Real-time context streaming powered by SSE with FastAPI, docker-ready deployment, and simple startup.

MCP 模板和指南集合，用於快速開發 Model Context Protocol (MCP) 服務器（server）。

Modular Python tool automating Red Hat KB searches with Playwright, enabling login, configurable queries, and Claude Desktop integration.