Awesome MCP Servers

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

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

An mcp server for the pybullet library, it supports 20 tools (ex: simulation creation, steps, loading robots urdf, etc)

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

Interact with the GitHub API using PyGithub to manage repositories, issues, and pull requests.

Build custom MCP tools on any datasource and ship them to any agent builder from one control plane—using only SQL and a secure link.

20+ pay-per-request APIs for AI agents — screenshots, web scraping, PDF, OCR, search, QR codes, translation & more. No API keys needed. Pay with USDC via x402. npm: @pylonapi/mcp

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 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 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

Provides comprehensive browser automation for QA testing capabilities.

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.

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.