MCP server giving AI assistants 17 weather tools with zero API keys: global forecasts, current conditions, alerts, air quality, marine conditions, lightning detection, radar imagery, river levels, wildfire tracking, and historical weather back to 1940. Bu

A high-performance CLI tool and visualization dashboard for tracking AI coding assistant token usage and costs across multiple platforms.

Arcane Docker and Compose management over MCP and CLI with authenticated stdio and HTTP.

yt-dlp search, download, metadata, delivery, and Plex workflows over MCP and CLI.

Unified execution environment for Python code, shell commands, and programmatic MCP tool calls.

AI job search CLI + hosted MCP server with OAuth. 170K+ jobs, 3,800+ companies, 40+ ATS. Works with Claude, ChatGPT, Cursor, Windsurf, Codex via hosted streamable-http or local stdio.

The official C# SDK for Model Context Protocol servers and clients. Maintained in collaboration with Microsoft.

Mobile-game ad creative intelligence across SDK ad networks: search, rankings, AI hook analysis.

Permission-aware retrieval for AI systems: policy-enforced access to organizational knowledge.

Provides read-only access to normalized Amazon marketplace data, including product details, search, offers, reviews, sellers, categories, deals, best sellers, identifiers, stock, and sales estimates across 13 marketplaces.

dsh-IDE 把 DeepSeek Harness（DSH）网页版升级成一站式 IDE：JupyterLab 式文件树、带语法高亮的代码编辑、多格式预览、Trae 风格红绿 diff 和内置终端，再加上「本地大脑、远程手脚」的 SSH 远程工作区，让 AI 直接在本机操控远程服务器，全程零配置文件改动。

This open-source curriculum introduces the fundamentals of Model Context Protocol (MCP) through real-world, cross-language examples in .NET, Java, TypeScript, JavaScript, Rust and Python. Designed for developers, it focuses on practical techniques for building modular, scalable, and secure AI workflows from session setup to service orchestration.

Self-hosted homelab log intelligence over MCP, CLI, and REST with SQLite/FTS.

Rust MCP gateway with Code Mode, authentication, setup, logs, CLI, HTTP API, and operator web UI.

45% cost reduction measured. The only Claude Code plugin built from CC source analysis — cache expiry prevention, SubTask auto-delegation, zero-cost context restoration, real-time dashboard. Max Plan + API pay-per-use.

Affiliate network reporting in your AI client. Bring your own keys. Most adapters experimental.

Apprise notifications over MCP and CLI with authenticated stdio and HTTP transports.

Self-hosted media fleet operations across Sonarr, Radarr, Plex, and related apps over MCP and CLI.

The official Java SDK for Model Context Protocol servers and clients. Maintained in collaboration with Spring AI

MCP Aggregator, Orchestrator, Middleware, Gateway in one docker

Gotify notifications and app, client, and message management over MCP and CLI.

Rust MCP server and CLI for UniFi Network controller operations.

Host, Docker, Compose, SSH, logs, ZFS, and file operations over MCP and CLI.

Rust MCP server and CLI for Arcane Docker and container management.