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

Monetize your AI agent with contextual product recommendations

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.

Onchain affiliate distribution for AI agents on Base — agents discover products, earn USDC commissions via smart contracts, and settle instantly.

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

An MCP server for accessing and interacting with LINE Bot messages.

An interactive Python REPL environment with persistent session history.

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

A Python MCP server for Microsoft SQL Server, enabling schema inspection and SQL query execution.

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

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

A SSH MCP Server written in python. Which builds upon a sophisticated tools and permission layer. Including Skills, Docker and Systemctl toolset and some runbooks.

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.

MCP server that tells your agent which files to test first — git churn, coverage gaps, and test mapping as per-file risk scores.

Code intelligence MCP server - PageRank, blast radius, co-change, hotspots, clone detection across 34 languages in a single Rust binary.

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.

Qasper gives AI agents the tools to discover local service businesses, check availability, and book appointments in real time.

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

Provides comprehensive browser automation for QA testing capabilities.

Implement semantic memory layer on top of the Qdrant vector search engine

A toolkit for loading data into the Qdrant vector database, supporting AI-powered development workflows.

Semantic search using the Qdrant vector database.

Semantic code search using the Qdrant vector database and OpenAI embeddings.

A knowledge graph implementation with semantic search powered by the Qdrant vector database.

A semantic search server for codebases using Qdrant, featuring intelligent GitHub issue and project management.

Semantic search using the Qdrant vector database.

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