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.
1088 servers
mcp-name: io.github.henilcalagiya/mcp-apple-notes Apple Notes MCP Server provides seamless integration of Apple Notes with any MCP-compatible client. It enables full note automation — including creating, reading, updating, and deleting notes — through a simple and secure AppleScript API layer. Full CRUD support for Apple Notes (Create, Read, Update, Delete) Works with Continue.dev, Claude Desktop,
The browser for your coding agent. Your real Safari, logged in — no Chrome, no heat, no headless. 97 tools · No Chrome/Puppeteer/Playwright needed · ~5ms per command · 60% less CPU than Chrome Quick Start · All 97 Tools · Examples · Why Safari MCP? · Architecture · Changelog Your AI agent needs to browse. So it either: - Spins up Chromium via Playwright — with no logins, no cookies, no sessions -
Headless IDA Pro binary analysis via Model Context Protocol. Go orchestrates multi-session concurrency while Python workers handle IDA operations. Key features: - Multi-session concurrency via process isolation - 52 MCP tools for binary analysis - Automatic session timeouts (4 hours default, configurable) - Paginated results with configurable limit (default 1000) - Il2CppDumper metadata import for
This is a Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities. - Complete CRUD operations (Create, Read, Update, Delete) - Database exploration and introspection - Execute custom SQL queries Define the command in your IDE's MCP Server settings: e.g. Cursor: e.g. VSCode: Your database path must be provided as an argument. Get detailed information
A TypeScript Model Context Protocol (MCP) server that exposes Google Maps Platform APIs as tools for LLMs. Gives AI assistants real, structured map data — directions, transit routes, place search, address validation, photos, elevation, and more — instead of guessing from training data. Works with Claude Desktop and any other MCP-compatible client. 15 tools across three categories: Transport: HTTP
Comprehensive interactive testing of all Memory MCP features
A Model Context Protocol (MCP) server implementation that provides access to various storage services via Apache OpenDAL™. - Seamless access to multiple storage services including S3, Azure Blob Storage, Google Cloud Storage, and more - List files and directories from storage services - Read file contents with automatic text/binary detection - Environment variable based configuration Add the follo
Disclaimer: Unofficial community project, not affiliated with Arch Linux. A Model Context Protocol (MCP) server that bridges AI assistants with the Arch Linux ecosystem. Enables intelligent, safe, and efficient access to the Arch Wiki, AUR, and official repositories for AI-assisted Arch Linux usage on Arch and non-Arch systems. Leverage AI to get digestible, structured results that are ready for f
A Model Context Protocol (MCP) server implementation for running k6 load tests. - Simple integration with Model Context Protocol framework - Support for custom test durations and virtual users (VUs) - Easy-to-use API for running k6 load tests - Configurable through environment variables - Real-time test execution output Before you begin, ensure you have the following installed: - Python 3.12 or hi
The ArXiv MCP Server provides a bridge between AI assistants and arXiv's research repository through the Model Context Protocol (MCP). It allows AI models to search for papers and access their content in a programmatic way. 🤝 Contribute • 📝 Report Bug - 🔎 Paper Search: Query arXiv papers with filters for date ranges and categories - 📄 Paper Access: Download and read paper content - 📋 Paper Li
A Model Context Protocol (MCP) server that connects to Databricks API, allowing LLMs to run SQL queries, list jobs, and get job status. - Run SQL queries on Databricks SQL warehouses - List all Databricks jobs - Get status of specific Databricks jobs - Get detailed information about Databricks jobs - Python 3.7+ - Databricks workspace with: - Personal access token - SQL warehouse endpoint - Permis
Renders diagram source files to PNG/SVG using Kroki. No runtime dependencies — uses only Node.js built-ins. Two usage modes: - CLI — drop source files into src/, run make render, get images in diagrams/ - MCP server — AI tools (renderdiagram, renderfile) render on demand and return a one-click preview URL Output lands in diagrams/. Format is detected from the file extension. Unsupported extensions
An MCP server for AI agents to automate token swaps on Uniswap DEX across multiple blockchains. - Price Quotes: Get real-time price quotes for token swaps with multi-hop route optimization. - Swap Execution: Execute swaps on Uniswap V3 with configurable slippage tolerance and deadlines. - Swap Suggestions: Generate trading suggestions based on liquidity, fees, and optimal paths. - Multi-Chain Supp
See through your agent's eyes. Visualize legacy code, inspect complex flows, understand everything. - Visualize Anything: Use your coding agent to generate on-demand architecture, code, and process diagrams to view your code from different perspectives. - Vibe Checks: AI-generated code can accumulate unused and redundant constructs. Use visualizations to spot areas that need cleanup. - Local Proce
Use when user requests diagrams, flowcharts, architecture charts, or visualizations. Also use proactively when explaining systems with 3+ components, complex data flows, or relationships that benefit from visual representation. Generates .excalidraw files and exports to PNG/SVG via Kroki API or locally using excalidraw-brute-export-cli.
The whole local AI stack in one executable: it runs and manages the models, and searches everything you own with them. Project site · Tutorial reels · PyPI · Obsidian plugin · REST API · Chat (lilbee) lilbee runs and manages your models: chat, embedding, vision, and rerank, placed across every GPU you have. It puts them to work as a searc
A powerful Model Context Protocol (MCP) integration that provides Claude Desktop with autonomous browser automation capabilities. - Advanced Browser Automation - Navigate to any URL with customizable load strategies - Capture full-page or element-specific screenshots - Perform precise DOM interactions (click, fill, select, hover) - Execute arbitrary JavaScript in browser context with console logs
K8s MCP Server is a Docker-based server implementing Anthropic's Model Context Protocol (MCP) that enables Claude to run Kubernetes CLI tools (kubectl, istioctl, helm, argocd) in a secure, containerized environment. Session 1: Using k8s-mcp-server and Helm CLI to deploy a WordPress application in the claude-demo namespace, then intentionally breaking it by scaling the MariaDB StatefulSet to zero.
A Model Context Protocol (MCP) server for Claude/Cursor that enables searching and exploring OpenAPI specifications through oapis.org. - Demo: https://x.com/janwilmake/status/1903497808134496583 - HN Thread: https://news.ycombinator.com/item?id=43447278 - OpenAPISearch: https://github.com/janwilmake/openapisearch - OAPIS: https://github.com/janwilmake/oapis The MCP works by applying a 3 step proce
An MCP server that integrates with the Freqtrade cryptocurrency trading bot via its REST API, enabling seamless AI agent interaction for automated trading operation. For more crypto-related MCP servers, see the Kukapay MCP servers. - Python 3.13+: Ensure Python is installed on your system. - Freqtrade: A running Freqtrade instance with the REST API enabled (see Freqtrade Docs). - Git: For cloning
An MCP server for JupyterCAD that allows you to control it using LLMs/natural language. Suggestions and contributions are very welcome. The default transport mechanism is stdio. To start the server with stdio, use the following command: To use the streamable-http transport, use this command instead: An example using the OpenAI Agents SDK is available at examples/openaiagentsclient.py. To run it, f
An MCP server designed for AI agents to perform optimal token swaps on the Sui blockchain. - Token Swaps: Execute token swaps on Sui mainnet via the Cetus Aggregator. - Bech32 Private Key Support: Securely load a Sui private key (starting with suiprivkey) from environment variables. - Node.js: Version 18.x or higher. - npm: For dependency management. - Sui Wallet: A Sui private key in bech32 forma
A lightweight Java-based MCP (Model Context Protocol) server for JDBC built with Quakrus. This server is compatible with Virtuoso DBMS and any other DBMS backend that has a JDBC driver. - Get Schemas: Fetch and list all schema names from the connected database. - Get Tables: Retrieve table information for specific schemas or all schemas. - Describe Table: Generate a detailed description of table s
The goal of this MCP is to: - Consolidate ESP-IDF and related project commands in one place. - Simplify getting started using only LLM communication. Simply find a command that is missing from this MCP and create a PR for it! If you want someone to help you with this implementation, just open an issue. This project is currently a Proof of Concept (PoC) for an MCP server tailored for ESP-IDF workfl