"Discussing Application Architectures and Server Costing" matching MCP servers:

Enables AI assistants to interact with Databricks workspaces, running SQL queries, managing jobs, and exploring schemas via the Model Context Protocol.

Enables interaction with Google Cloud services including billing cost analysis, log querying, and metrics monitoring through natural language commands. Provides comprehensive tools for managing GCP resources, analyzing costs, detecting anomalies, and retrieving operational insights.

Enables AI assistants to monitor and troubleshoot AWS Application Signals services by tracking service health, analyzing SLO compliance, querying CloudWatch metrics, and investigating issues using distributed tracing with AWS X-Ray.

Stateless Streamable HTTP MCP endpoint with OAuth 2.1 authentication via Cloudflare Workers, supporting PKCE, DCR, and token introspection.

Provides tools for accessing Alibaba Cloud observability products including SLS (Log Service) and ARMS (Application Real-time Monitoring Service), allowing any MCP-compatible AI assistants to quickly interact with these services.

A Model Context Protocol (MCP) server that interfaces with the Apache YuniKorn Scheduler, allowing AI agents to observe and reason about Kubernetes batch workload resource management, queue hierarchies, and application states.

An MCP server that enables AI agents to safely operate multi-cluster Kubernetes fleets through an Open Cluster Management hub, with policy enforcement, human approval, and audit tracing.

Enables interaction with Coolify applications and resources through the Coolify API via a standardized interface, supporting application management operations such as listing, starting, stopping, restarting, and deploying.

Provides seamless integration with the XO platform for container deployment, application lifecycle management, and knowledge base operations. Enables AI assistants to deploy, manage, and interact with applications on XO infrastructure through natural language commands.

Enables comprehensive management of self-hosted Supabase instances on Coolify, including database migrations, edge functions deployment, storage management, auth configuration, and full application lifecycle control through AI agents.

An MCP server that allows users to deploy Python scripts to Modal directly from Claude, providing a link to the deployed application that can be shared with others.

MCP server providing tools for AI-agents to interact with Enapter EMS.

Enables AI agents to discover and invoke backend tools over MCP JSON-RPC while enforcing 3-legged OAuth 2.0 identity propagation, role-based access control, and protocol transcoding to REST APIs.

Official MCP server for interacting with Bandwidth APIs (messaging, voice, number lookup, etc.) via AI agents. Supports configurable tool filtering and multiple deployment modes.

A Model Context Protocol server for Microsoft 365 administration using Graph API application permissions, enabling security monitoring, identity audits, incident response, and service health management.

An MCP server for interacting with Azure. Contains some common Compute and Networking actions, and extensible to add many more.

A local MCP server for read-only SQL Server / MS Fabric queries. It authenticates as the user via Entra ID and runs one server process per tenant.

Wraps the Google Sheets API for reading, appending, updating ranges and adding dropdowns, with an optional Gmail monitor to automate job application tracking.

Wraps Okta's stdio MCP server to be accessible remotely via Streamable HTTP with OAuth authentication, and adds native Okta Admin API tools for application management.

A minimal stateless MCP server for Cloudflare Workers that provides a greeting tool, demonstrating the use of createMcpHandler from the Agents SDK.