Best & Trending MCP Servers
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AI Team OS is a shared operating layer for . Keep tasks, project memory, reports and team messages in one place, and follow work across sessions in one Dashboard.
Composable AI Agents & Realtime Data Interfaces Powered by Model Context Protocol CA:0x7bfdb47ab24b6cb7017865431179e150d4bc4444
Correct your agent once. It remembers next session — and we measure whether it actually stopped.
Drop a .pcap file, ask questions in plain English — get answers backed by real tshark data.
By converting the MCP protocol to the MQTT protocol, this project enables us to leverage powerful large language models (LLMs) to easily control your smart home, robots, or other hardware devices.
⚠️ This project includes production-ready security features but is still under active development. While the security system provides robust protection, please review all operations carefully in...
The package provides two ways to connect AI applications to MCP servers on AWS:
This project provides an MCP server acting as an interface to the Meta Ads, enabling programmatic access to Meta Ads data and management features.
Connect AI agents to Autodesk 3ds Max through the Model Context Protocol.
Tableau's official MCP Server. Helping agents see and understand data.
This is a Model Context Protocol (MCP) server that provides comprehensive financial data from Yahoo Finance.
This package provides a PHP SDK for the Model Context Protocol. The primary goal of this project is to provide both an MCP server and an MCP client using pure PHP, making it easy to use in...
Most MCP integrations for Unreal register every action as a separate tool. That floods the AI's context window with hundreds of tool names before you've asked a single question — and the actually...
Mapbox Model Context Protocol (MCP) server
An MCP server that provides fast file searching capabilities across Windows, macOS, and Linux. On Windows, it uses the Everything SDK. On macOS, it uses the built-in mdfind command.
mcpsnoop sits between your AI client and your MCP server and records every JSON-RPC frame they exchange, with no change to either side.
SAF-MCP is a comprehensive security framework for documenting and mitigating threats in the AI Agent ecosystem.
ClaudeR - The Modern Researcher's Toolkit Connect a live R or Python session, in RStudio or Positron, to Claude Code, Codex, or any MCP-based LLM agent.
Your agents forget everything between sessions. MemMesh gives them durable, typed, searchable memory that lives on your machine — no vector database, no search cluster, no mandatory LLM calls.
Model Context Protocol server for DeepSeek's advanced language models
AI-driven semantic code search as an MCP tool — powered by Windsurf's reverse-engineered SWE-grep protocol.
Acemcp is a high-performance MCP (Model Context Protocol) server designed to provide codebase indexing and semantic search capabilities for AI assistants such as Claude, GPT, etc. With Acemcp, AI assistants can: 🔍 quickly search and understand large codebases 📊, obtain precise code snippets 🤖 with line numbers, automatically update 🌐 indexes incrementally, and manage and debug via a web interface
Connect Claude Code and other AI tools to your Obsidian notes using Model Context Protocol (MCP)
Connect your coding agent directly to Roblox Studio. It can edit places, run Luau in live server and client contexts, start and stop playtests, and collect logs, screenshots, memory reports, and...