AI ProtocolEvolution

Snowflake MCP is an official managed Model Context Protocol server that lets AI agents securely discover and invoke tools like Cortex Analyst, Cortex Search, and Cortex Agents directly against your Snowflake data without deploying extra infrastructure.

Bright Data's Web MCP Server provides LLMs and AI agents with reliable, real-time access to the public web. It enables seamless searching, navigation, data extraction, and actions without blocks, rate limits, or CAPTCHAs.

Baidu Map MCP Server is China's first fully MCP-compliant map service, providing powerful geospatial tools for AI agents including geocoding, POI search, route planning, traffic, weather, and more.

Meitu Imaging MCP Server provides powerful AI-driven image creation and editing capabilities, enabling developers to build advanced visual AI agents with production-proven beauty, design, and media tools.

Google Sheets MCP is a Python-based MCP server that connects AI agents and LLMs (like Claude Desktop) to the Google Sheets API, enabling natural language creation, reading, updating, and management of spreadsheets directly from your AI workflows.

WildFly MCP is an official MCP server that bridges Large Language Models with running WildFly application servers, enabling natural language monitoring, management, and interaction with JVM instances, logs, metrics, deployments, and CLI operations.

An MCP server that provides AI agents with access to daily New York Times Wordle puzzle solutions via the official API, enabling LLMs like Claude to play, solve, or analyze the popular word game.

The official Render MCP Server allows AI coding agents and assistants (Claude, Cursor, Codex, etc.) to manage Render cloud infrastructure directly via natural language — including creating services, analyzing metrics, querying logs, and debugging applications.

XMCP is the official MCP server from X (formerly Twitter) that exposes over 200 X API endpoints as discoverable tools. It enables AI agents and assistants (Claude, Cursor, Gemini, etc.) to read tweets, search content, post updates, manage profiles, and more using the Model Context Protocol.

Xiaohongshu MCP (xpzouying/xiaohongshu-mcp) is a powerful Model Context Protocol server that allows AI agents and assistants (Claude, Cursor, etc.) to interact with Xiaohongshu (小红书 / RedNote / XHS) — enabling automated login, content search, note publishing (images & text), feed retrieval, commenting, and more using browser automation.

A production-ready plugin for OpenClaw that implements the A2A (Agent-to-Agent) v0.3.0 protocol, enabling bidirectional communication, task delegation, and automatic peer discovery between OpenClaw agents and other A2A-compatible agents across different servers.

Hermes Agent is an open-source, self-improving autonomous AI agent by Nous Research that learns from experience, builds reusable skills, maintains persistent cross-session memory, and evolves to become more capable over time.

Open SWE is an open-source asynchronous coding agent built by LangChain. It autonomously handles GitHub issues by researching codebases, planning tasks, writing and testing code, self-reviewing, and opening pull requests — acting like a full-time software engineer on your team.

Andrej Karpathy's open-source AI agent that autonomously runs LLM training experiments overnight on a single GPU, editing code, evaluating improvements, and iterating while you sleep.

OpenClaw's powerful Chrome DevTools MCP integration. Attach your local AI agent to your real signed-in Chrome browser (with cookies, tabs, and logins intact) for full web control — click, type, read pages, take snapshots, and automate any task directly in your live browser.

Skywork AI is a unified AI‑powered workspace featuring agentic capabilities to research, generate, and produce professional content across documents, presentations, spreadsheets, webpages, audio, and more.

Lovart AI Agent is a next‑generation autonomous creative AI that turns natural language prompts into professional visual designs, videos, and brand assets with an intuitive conversational workflow.

Simular AI provides advanced, research-driven autonomous AI agents that control your computer like a human, automating complex workflows on Mac, with Windows support coming soon, and open-source frameworks like Agent S for building computer-use agents.

Fully open-source generalist AI agent by Kortix. Autonomously completes complex real-world tasks using natural language, with web browsing, research, data extraction, document generation, and workflow automation capabilities.

The official C# SDK for the Model Context Protocol (MCP), maintained in collaboration with Microsoft. It enables .NET developers to easily build MCP servers and clients, exposing tools, resources, and prompts to AI agents like Claude, Cursor, and Gemini.

OpenViking is an open-source context database for AI agents that organizes memory, resources, and skills using a filesystem paradigm (viking:// URIs), enabling hierarchical context delivery, layered loading, and self-evolving agents.

Hindsight is an open-source agent memory system that enables AI agents to truly learn over time by retaining facts, recalling with hybrid strategies, and reflecting to form mental models.

Cloudflare's Dynamic Worker Loader API enables Workers to spawn new, isolated Workers at runtime with arbitrary code, providing lightweight sandboxing ideal for executing AI-generated code securely and efficiently.

The fast, Pythonic framework for building MCP (Model Context Protocol) servers and clients. Turn any Python function into production-ready LLM tools with zero boilerplate.

Microsoft A2A (Agent‑to‑Agent) is Microsoft’s implementation and support of the open Agent2Agent (A2A) protocol for interoperable AI agent communication across platforms and services.

Production-ready, easy-to-use multi-agent framework for building transparent, scalable LLM-powered applications with ReAct agents, tools, memory, evaluation, realtime voice, and secure runtime support.

CamoFox Browser is a headless anti-detection browser automation server powered by Camoufox (Firefox fork with C++-level fingerprint spoofing). It enables AI agents to reliably browse sites blocked by Cloudflare, Google, and other bot detection systems.

MCPorter is a TypeScript runtime, CLI, and code-generation toolkit for the Model Context Protocol (MCP). Discover, call, and turn any MCP server into a standalone CLI or typed API with zero-config discovery.

LobeHub is a modern AI agent platform and marketplace for discovering, building, and collaborating with intelligent agent teammates. It features native Model Context Protocol (MCP) integration and the world's largest curated MCP Servers Marketplace with tens of thousands of ready-to-use integrations.