Starting point for using the awslabs MCP servers.

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

Docker Hub official MCP server.

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

Heroku Platform MCP Server using the Heroku CLI.

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

Playwright MCP server.

Azure Kubernetes Service (AKS) official MCP server.

Provide LLMs hosted, clean markdown documentation of libraries and frameworks.

Audiense Insights MCP Server is a server based on the Model Context Protocol (MCP) that allows Claude and other MCP-compatible clients to interact with your Audiense Insights account.

Comprehensive AWS API support with command validation and access to all services.

Manage applications powered by AWS AppSync.

AWS Cloud Development Kit (CDK) best practices, infrastructure as code patterns, and security compliance with CDK Nag.

Seamlessly create diagrams using the Python diagrams package DSL. This server allows you to generate AWS diagrams, sequence diagrams, flow diagrams, and class diagrams using Python code.

Tools to access AWS documentation, search for content, and get recommendations.

An MCP server implementation for retrieving information from the AWS Knowledge Base using the Bedrock Agent Runtime.

Terraform on AWS best practices, infrastructure as code patterns, and security compliance with Checkov.

Direct resource management with security scanning.

CloudFormation resource management via Cloud Control API.

Catalog of official Microsoft MCP (Model Context Protocol) server implementations for AI-powered data access and tool integration.

Connects with the Beagle Security backend using a user token to manage applications, run automated security tests, track vulnerabilities across environments, and gain intelligence from Application and API vulnerability data.

A Model Context Protocol Server connector for Bitrefill public API, to enable AI agents to search and shop on Bitrefill.

An MCP server capable of interacting with the Box API.

Allow LLMs to control a browser with Browserbase and Stagehand for AI-powered web automation, intelligent data extraction, and screenshot capture.

Buildkite MCP lets agents interact with Buildkite Builds, Jobs, Logs, Packages and Test Suites.

A Model Context Protocol (MCP) server implementation that provides database capabilities for Chroma.

Connect AI agents to CircleCI's hosted MCP server to diagnose pipeline failures, pull build and test logs, detect flaky tests, and answer CI/CD questions in natural language, with zero local install and centralized OAuth authentication.