Awesome MCP Servers

Put performance and error data directly in the hands of your AI assistant.

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

A server for quantum physics simulation and animation, using QuTip for computations and Manim for visualizations.

An experimental MCP server to control the Pulsar editor, enabling LLM assistance for software development.

MCP server for browser automation via Puppeteer

An MCP server offering PureScript development tools for AI assistants. Requires Node.js and the PureScript compiler for full functionality.

Interact with network devices using Cisco's pyATS and Genie libraries for model-driven automation.

An MCP server for PyAutoGUI that enables automated GUI testing and control, including mouse and keyboard actions, screenshots, and screen information.

A Python library for building gRPC/ConnectRPC services with Pydantic models, featuring automatic protobuf generation and AI assistant tool exposure.

Retrieves relevant code snippets and documents to assist in generating PyMilvus code, requiring a running Milvus instance.

Enables conversational structural biology, molecular visualization, and analysis in PyMOL through natural language.

Search and access Python package metadata, version history, and download statistics from the PyPI repository.

A server to query the Python Package Index (PyPI) for package information, dependencies, and compatibility.

An MCP server that provides Python code execution capabilities through a REST API interface.

An interactive Python REPL environment with persistent session history.

Extracts and analyzes Python code structures, focusing on import/export relationships.

Enables AI assistants to interact with local Jupyter notebooks (.ipynb).

A Python REPL with persistent sessions and automatic dependency management using uv.

A FastAPI-based server that provides weather information from the National Weather Service API, secured with OAuth 2.1.

An MCP server for 3D visualization and data analysis using the PyVista library.

Integration with QA Sphere test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs

Interact with the Qase API for test management. Requires a QASE_API_TOKEN for authentication.

An MCP server for interacting with the Qase test management platform.

An MCP server for interacting with the Qase test management platform.

connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.

A server for local interactions with the QuantConnect API.

A server for validating quantum computing library code, with support for PennyLane.

Perform quantum computations using OpenAI and IBM Quantum APIs.

A quantum circuit simulator with noise models and OpenQASM 2.0 support, accessible via the Model Context Protocol (MCP).

Quarkus-based MCP servers for interacting with JDBC databases, filesystems, and Docker containers.

A server for creating charts and visualizations using the Quick Chart API.

Generate chart images and URLs using the QuickChart.io API with Chart.js configurations.