Starting point for using the awslabs MCP servers.

Search the Web for pages, images, news, videos, and more using the Brave Search API.

Context7 MCP Server -- Up-to-date code documentation for LLMs and AI code editors.

Couchbase is a distributed document database with a powerful search engine and in-built operational and analytical capabilities.

Search, update, manage files and run terminal commands with AI.

Docker Hub official MCP server.

Interact with your Elasticsearch indices through natural language conversations.

Official GitHub MCP Server, by GitHub. Provides seamless integration with GitHub APIs, enabling advanced automation and interaction capabilities for developers and tools.

MCP server for Grafana.

Heroku Platform MCP Server using the Heroku CLI.

A Model Context Protocol server to connect to MongoDB databases and MongoDB Atlas Clusters.

MCP server for interacting with Neon Management API and databases.

Official Notion MCP Server.

Connector for Perplexity API, to enable real-time, web-wide research.

Playwright MCP server.

Interact with Stripe services over the Stripe API.

Provides AI assistants with direct access to Airtable bases, allowing them to read schemas, query records, and interact with your Airtable data. Supports listing bases, retrieving table structures, and searching through records to help automate workflows and answer questions about your organized data.

The AIS Fleet MCP Server provides a unified interface for discovering, querying, and analyzing vessel activity from AIS data. It enables MCP-based agents and tools to answer complex maritime questions such as vessel movements between regions, port activity trends, or traffic patterns over time, empowering developers, researchers, and fleet operators to build intelligent, location-aware marine applications powered by AIS insights.

Azure Kubernetes Service (AKS) official MCP server.

Documentation on AgentCore platform services.

Enterprise search and RAG enhancement.

Graph database queries with Cypher and Gremlin.

AI assistant for ingested content with anonymous access.

Apify is the world's largest marketplace of tools for web scraping, data extraction, and web automation. You can extract structured data from social media, e-commerce, search engines, maps, travel sites, or any other website.

Apify is the world's largest marketplace of tools for web scraping, data extraction, and web automation. You can extract structured data from social media, e-commerce, search engines, maps, travel sites, or any other website.

Provides AI assistants with specialized tools for Arm architecture development, migration, and optimization. Includes knowledge base search, code migration analysis, container architecture inspection, and assembly performance analysis.

The ArXiv MCP Server provides a comprehensive bridge between AI assistants and arXiv's research repository through the Model Context Protocol (MCP). Features: • Search arXiv papers with advanced filtering • Download and store papers locally as markdown • Read and analyze paper content • Deep research analysis prompts • Local paper management and storage • Enhanced tool descriptions optimized for local AI models • Docker MCP Gateway compatible with detailed context Perfect for researchers, academics, and AI assistants conducting literature reviews and research analysis. **Recent Update**: Enhanced tool descriptions specifically designed to resolve local AI model confusion and improve Docker MCP Gateway compatibility.