Model Context Protocol servers let AI agents reach beyond the codebase. They connect your agent to external APIs, databases, search engines, and services through a standardized protocol, so the agent can actually take action, not just write code.
1084 servers
👋 A way to let LLMs speak Just A production-ready MCP server that provides seamless integration with Just command runner, enabling AI assistants to discover, execute, and introspect Justfile recipes through the standardized MCP protocol. If it isn't immediately obvious, the benefit of having LLMs use Just vs. bash is that running Just commands (via MCP) provides a context-saving abstraction where
A community-driven contribution space where agents and the humans behind them share browser configs so every agent navigates the web faster and cheaper than the last. Every time an agent opens a browser, it starts from zero. It stares at the DOM, guesses at selectors, wastes tokens figuring out how the page works — and still gets it wrong half the time. This happens on every site, for every agent,
A comprehensive Model Context Protocol (MCP) server for managing Netskope Private Access (NPA) infrastructure through AI-powered automation. This project includes extensive documentation organized for easy navigation: 👉 Start with the Complete Documentation - Overview and navigation guide The MCP server provides 84 specialized tools across 10 categories: AI Response: Executes comprehensive deploy
An MCP (Model Context Protocol) server for fetching photos from Unsplash with proper attribution. Designed for LLMs building content pages that need properly credited images. - Search Photos - Find photos by keyword with filters (color, orientation) - Random Photos - Get random photos for variety in content - Download Tracking - Compliant with Unsplash API guidelines - Full Attribution - Every pho
Transform how you manage and access your AWS infrastructure by connecting Claude, Cursor AI, and other AI assistants directly to your AWS accounts through AWS IAM Identity Center (formerly AWS SSO). Get instant access to your cloud resources, execute commands, and manage EC2 instances using natural language. ✅ Ask AI about your AWS accounts: "Show me all my AWS accounts and available roles" ✅ Exec
Transform your CRM workflow with AI! 🤖✨ Connect Claude directly to your CapsuleCRM account for natural language customer and sales management. - 🗣️ Talk to your CRM in plain English - "Show me all VIP customers from last month" - 🔍 Smart search and filtering - Find exactly what you need with powerful queries - 📊 Get instant insights - Query sales pipeline, customer data, and tasks - ⚡ Automate
MCP Server that enables LLMs to interact with the local filesystem. Provides tools for navigation, search, file management, and analysis — all scoped to allowed directories. Filesystem MCP exposes a rich set of tools for reading, writing, searching, and inspecting files and directories. All operations are strictly bounded to the directories you provide at startup, preventing access to any path out
An MCP server that provides access to arXiv papers through their API. This server allows LLM clients (like Claude Desktop) to: - Search for scientific papers on arXiv by title and abstract content - Filter search results by submission date range - Control search result sorting (by submission date, update date, or relevance) - See total matching results count to gauge search specificity - Get paper
A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations. The Multiverse MCP Server creates isolated operational spaces where identical MCP servers can run simultaneously without conflicts. Each "universe" maintains its own configuration, filesystem access, and function naming, enabling developers to run
English | 中文 这是一个基于Model Context Protocol (MCP)构建的YCloud WhatsApp API服务器。它能够自动从YCloud WhatsApp OpenAPI规范中生成工具,让AI模型(如Claude)可以直接与YCloud WhatsApp API交互。 在使用此服务器之前,您需要: 1. 在 YCloud官网 注册一个账户 2. 获取您的API密钥(请参阅下面的说明) 3. 安装必要的软件依赖(请参阅下面的说明) - Node.js v16.0.0 或更高版本 - npm v7.0.0 或更高版本 - Claude 桌面应用(如果要与 Claude 集成) - 自动从OpenAPI规范生成MCP工具 - 支持所有YCloud API端点 - 自动处理参数类型和验证 - 支持HTTP请求和响应处理 要使用YCloud API,您需要一个API
P-Link MCP Server is a server compliant with the MCP (Model Context Protocol), integrating fetch-402 client from coinbase, and HTTP 402 protocol on server side, allowing ChatGPT, Claude, and other MCP-compatible clients to connect to a payment system on Solana. It provides a simple interface to: - Pay 402 links - Create 402 payment links (supporting agent payment on Solana and human payment by car
This is the official MCP (Model Context Protocol) server for LG ThinQ devices. This server provides integrated control capabilities including status monitoring, device control, and profile information for various LG ThinQ devices, built on the LG ThinQ API and Python Open SDK. MCP connection method is stdio. - Prerequisites - Quick Start - Detailed Usage - Tool Reference - Device List Query Retrie
Sentry's MCP service is primarily designed for human-in-the-loop coding agents. Our tool selection and priorities are focused on developer workflows and debugging use cases, rather than providing a general-purpose MCP server for all Sentry functionality. This remote MCP server acts as middleware to the upstream Sentry API, optimized for coding assistants like Cursor, Claude Code, and similar devel
tip.md is a platform that allows developers to receive cryptocurrency tips directly to their wallets via a simple button embeddable in GitHub READMEs, websites, or any markdown content. It supports: - Multiple Blockchains: Ethereum, Base,Solana, and Bitcoin Lightning Network - Direct-to-Wallet Payments: Tips go straight to your wallet, no custody - Simple Integration: One button, works everywhere
This repository is an example of how to create a MCP server for Qdrant, a vector search engine. An official Model Context Protocol server for keeping and retrieving memories in the Qdrant vector search engine. It acts as a semantic memory layer on top of the Qdrant database. 1. qdrant-store - Store some information in the Qdrant database - information (string): Information to store - metadata (JSO
An MCP server that executes SQL via ConnectorX and streams the result to CSV or Parquet in PyArrow RecordBatch chunks. Output formats: csv or parquet CSV: UTF-8, header row is always written Parquet: PyArrow defaults; schema mismatch across batches raises an error Return value: the string "OK" on success, or "Error: " on failure On failure the partially written output file is deleted CSV token cou
This MCP (Model Context Protocol) server provides various tools to interact with dbt. You can use this MCP server to provide AI agents with context of your project in dbt Core, dbt Fusion, and dbt Platform. Read our documentation here to learn more. This blog post provides more details for what is possible with the dbt MCP server. We publish an experimental Model Context Protocol Bundle (dbt-mcp.m
An MCP (Model Context Protocol) server that enables AI applications to outsource tasks to various model providers through a unified interface. Compatible with any AI tool that supports the Model Context Protocol, including Claude Desktop, Cline, and other MCP-enabled applications. Built with FastMCP for the MCP server implementation and Agno for AI agent capabilities. - 🤖 Multi-Provider Support:
Remote voice via VoiceMode Connect. Use when users want to add voice to Claude Code using their phone or web app, without local STT/TTS setup.
A Model Context Protocol (MCP) server for detecting, monitoring, and analyzing potential wildfires globally using multiple data sources including NASA FIRMS, OpenWeatherMap, and Google Earth Engine. This MCP server provides AI assistants with tools to detect and analyze wildfire activity anywhere in the world by integrating real-time satellite data, weather forecasts, air pollution metrics, and ge
Spreadsheet automation for AI agents. Read, profile, edit, and recalculate .xlsx workbooks with tooling designed to be token-efficient, structurally aware, and agent-friendly. spreadsheet-kit ships two surfaces: Both share the same core engine and support .xlsx / .xlsm (read + write) and .xls / .xlsb (discovery only). Downloads a prebuilt native binary for your platform. No Rust toolchain required
Stop fumbling with GUI apps to debug Bluetooth Low Energy devices. blew gives you full BLE control from the macOS command line: scan the airwaves, drill into any device's GATT tree, read and write characteristics, stream live notifications, and even spin up a virtual peripheral that other devices can connect to. - One tool, zero ceremony. Scan, connect, inspect, read, write, subscribe -- each is a
Claude Code forgets everything between sessions. CogmemAi fixes that. One command. Claude Code remembers your architecture, patterns, decisions, bugs, and preferences — permanently. That's it. The setup wizard verifies your API key, configures Claude Code, and you're ready. Start Claude Code by typing claude and your memories are ready. Don't have an API key yet? Get one free at hifriendbot.com/de
Copilot MCP Tool is an open‑source Model Context Protocol (MCP) server that connects your IDE or AI assistant (Claude, Cursor, etc.) to GitHub Copilot CLI. It enables non‑interactive automation, safe tool execution with permissions, and large‑scale code analysis via @ file references. Built for reliability and speed, it streams progress updates, and integrates cleanly with standard MCP clients for