Deployment & DevOps MCP Servers

Coolify

Enables interaction with a Coolify server from Claude desktop.

Backstage

Enables interaction with Backstage templates via a command-line interface using Goose.

Goose

Facilitates the creation of MCP servers for the Goose framework.

Bucket

Implement B2B feature flagging with a built-in feedback loop using these JavaScript and TypeScript SDKs.

SVN

Enables AI agents to efficiently manage Subversion (SVN) repositories through a comprehensive Model Context Protocol server.

TeamCity

Exposes JetBrains TeamCity as structured AI-ready resources and tools for large language model (LLM) agents and integrated development environment (IDE) plugins.

Signoz

Connects Signoz instances with AI assistants and other MCP-compatible clients to enable programmatic data access and analysis.

Coroot

Integrates the Coroot observability platform, enabling AI agents and MCP clients to access monitoring, troubleshooting, and configuration capabilities.

Delphi Build Tools

Provides a Model Context Protocol (MCP) server for building and cleaning Delphi, Free Pascal, and Lazarus projects.

Code Execution Server

Provides a basic framework for executing code remotely, integrated with a network search tool and API proxy services.

Frappe

Provides a robust Python implementation for programmatic interaction with Frappe Framework, offering comprehensive API coverage, advanced filtering, and a custom filter language to overcome JSON validation limits.

Ignition

Provides AI assistants with seamless integration to the Ignition SCADA/MES platform for automation, monitoring, and management.

Prometheus

Exposes Prometheus discovery and query tools to Model Context Protocol (MCP) compatible applications.

Movie Context Provider

Manages a personal movie watchlist, provides AI-powered recommendations, and integrates interactive widgets directly into ChatGPT.

Xdebug

Facilitates PHP debugging for AI assistants by acting as a Model Context Protocol (MCP) server for Xdebug's DBGp protocol.

Cypress POM Ready To Use

Provides a production-ready Cypress automation framework for modern web application testing, integrating UI, API, accessibility, and visual regression capabilities.

OpenAPI Proxy

Transforms any OpenAPI/Swagger-described HTTP API into an MCP server, generating a distinct MCP tool for each endpoint.

Medha

Provides persistent, git-versioned memory storage for large language model applications, enabling long-term memory capabilities.

PPM

Provides a next-generation Python package manager for fast, deterministic, and hackable dependency management, virtual environments, and artifact publishing.

Force Fabric

Detect, auto-fix, and optimize issues across your Microsoft Fabric tenant's data items.