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Connects AI agents to industrial IoT devices via an MCP gateway, enabling agents to act on physical devices, collect data, and manage them safely.

This MCP server and CLI tool prevents AI agents from hallucinating by verifying every claim against ground truth with evidence, preserving context across sessions.

An open-source AI agent harness in native Rust, offering GUI, CLI, and webapp, supporting MCP, skills, plugins, and agent teams.

This experimental system enables temporary collaboration rooms where humans and AI agents can exchange context and tasks, then disappear without requiring permanent workspaces.

A Game Boy/Color emulator with an embedded MCP server, enabling AI agents to debug and develop for these classic systems.

This MCP server and Zotero plugin allow your AI assistants like Claude to deeply integrate with Zotero, enabling smart search, content extraction, and semantic analysis of your literature library.

This MCP server enables your AI agent to compare products from various sources, provide detailed analysis, and seek user approval before making purchases.

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polterguy

This tool generates instant, secure full-stack applications and AI agents from plain English, running on your hardware, and functions as an MCP server exposing endpoints to agents like Claude and Cursor.

This open-source AI workspace, inspired by leading LLMs, supports multiple AI providers and powerful tools like MCP protocol, web search, and code execution for various tasks.

This self-hosted notes app stores Markdown notes in SQLite with full-text search and offers an experimental MCP interface for AI agents to search, list, and read your notes.

This MCP server provides a model-neutral coding runtime for any AI agent, enabling safe execution of code, file management, and Git operations within a confined workspace.

An MCP server that gives AI coding agents efficient access to up-to-date documentation for APIs, services, and libraries.

A local MCP server and CLI providing coding agents with a persistent, Git-versioned map of the entire codebase for long-term context.

A markdown editor with a bundled MCP server, enabling Claude Code, Codex, and Cursor agents to directly manage your knowledge vault.

A secure MCP runtime that enables AI agents to operate local machines, remote servers, and containers with multi-device orchestration.

This desktop MCP client allows AI agents to orchestrate and integrate various LLM APIs from different vendors.

This MCP server enables AI agents to connect and interact with MongoDB databases and MongoDB Atlas Clusters, offering both direct marketplace plugins and local server setup options.

MassGen is an open-source multi-agent scaling system that allows AI agents to collaborate, reason, and iteratively refine complex tasks, installable as a skill for various coding agents.

RedNote-MCP is an MCP server allowing AI agents to access content from XiaoHongShu (RedNote), supporting keyword search, URL access, and cookie-based authentication.

Lightswind UI is an AI-native, CLI-first React component library with over 160 animated, production-ready components and MCP Server support for AI coding agents.

A config-driven backtesting framework for algorithmic trading with an integrated MCP server, allowing AI agents to test and optimize strategies across various markets.

A curated list of open-source AI projects with an MCP server, allowing agents to find projects for income generation.

An AI skill and MCP toolkit for agent-driven desktop CAD automation, enabling AI agents to control SolidWorks and verify execution results.

A No-Code FinOps automation platform with an MCP server that helps organizations reduce cloud costs and streamline financial operations.