Awesome MCP Servers

Discover, extract, and interact with the web - one interface powering automated access across the public internet.

Access financial market data: realtime & historical stock, ETF, options, forex, crypto, commodities, fundamentals, technical indicators, & more

simple mcp server for Airflow 3 (API version 2)

Visual Studio extension with 20 Roslyn-powered MCP tools for AI assistants. Semantic code navigation, symbol search, inheritance, call graphs, safe rename, build/test.

Lightweight MCP server for native desktop notifications with action buttons, text replies, and LLM-aware icons.

Explore, query, and analyze SQLAlchemy-compatible databases directly from your desktop.

A collection of reference implementations for the Model Context Protocol (MCP), showcasing servers built with TypeScript and Python SDKs.

Reads Allure test reports and returns them in LLM-friendly formats for better test analysis and insights.

Automate Apache Ambari operations with AI/LLM: Natural language commands for Hadoop cluster management, service control, configuration monitoring, and real-time status tracking via Model Context Protocol (MCP) tools.

A remote MCP server with GitHub OAuth authentication and built-in analytics tracking.

Automate Android devices using the uiautomator2 library, requiring adb and a connected device.

A server that bridges Google Sheets, Azure AI, and MQTT APIs.

A Google Apps Script-based MCP network that allows AI to securely access Google Workspace data like Gmail and Calendar.

Perform semantic search and retrieval augmented generation over your Apple Notes.

Manage and query custom knowledge bases using webhook endpoints.

An MCP server for the Arduino CLI, offering tools to manage sketches, boards, libraries, and files.

An MCP server for integrating with the Ashby Applicant Tracking System (ATS).

Interact with Atlassian products like Confluence and Jira, supporting both Cloud and Server/Data Center deployments.

Integrate Atlassian products like Confluence and Jira with the Model Context Protocol.

An MCP-compatible server providing atomistic simulation capabilities through ASE, pymatgen, etc.

A server for storing and retrieving personalized coding patterns from a local JSONL file.

Analyzes audio files and extracts metadata, tailored for game audio development workflows.

Batch audio processing and optimization using FFmpeg. Modify sample rate, bitrate, volume, channels, and apply effects.

Backpressure and concurrency control middleware for FastMCP. Prevents server overload from LLM tool-call storms with configurable limits and JSON-RPC errors.

A server for backing up and restoring data for AI agents and code editing tools.

MCP (Model Context Protocol) Server for integration with the Banco Inter Business (PJ) API. It allows checking balances, statements, and managing billings via AI assistants.

A base template for creating new MCP servers, designed for easy containerized deployment with Docker.

Claude Code sucks at design. Let it delegate it's tasks to better models. Claude will use the MCP to get leaderboard of best design models and query specific code changes using OpenRouter.

Securely access BigQuery datasets with intelligent caching, schema tracking, and query analytics via Supabase integration.

Uploads local images to Bilibili's image hosting service and returns a permanent HTTPS link.

MCP server for Bitrix24 Tasks, Workgroups, and Users. Implements MCP/JSON-RPC over STDIO.

An MCP server with CoConuT (Continuous Chain of Thought) for use with the Cursor IDE, distributed as a global NPM package.