Deployment & DevOps MCP Servers

Github Workflow Debugger

Diagnoses and fixes GitHub Actions workflow failures through a structured decision tree using the GitHub API.

Multipass

Transforms any Python library or code into a robust, scalable, and production-ready API with automatic service discovery.

Adversary

Provides enterprise-grade security analysis with dynamic rule management and hot-reload capabilities.

Cloudeka Cldkctl

Provides access to Cloudeka's cldkctl CLI functionalities as Model Context Protocol (MCP) tools for AI clients like Claude Desktop and Cursor.

Docker

Enables AI assistants to manage Docker containers, view logs, monitor resources, and troubleshoot issues without requiring manual Docker commands.

Ambari API

Integrates with Apache Ambari to provide comprehensive management of Hadoop clusters, encompassing service operations, configuration, and monitoring.

Playwright Manager

Establishes a reliable bridge for Playwright browser automation by managing persistent MCP servers on a host machine for containerized development environments.

Patch

Enables AI assistants to securely apply unified diff patches to files, offering comprehensive security validation and error recovery workflows.

ArchiveBox

Provides a Python wrapper for the ArchiveBox API and operates as a Model Context Protocol (MCP) server for Agentic AI.

Hey Sanka

Streamlines the builder workflow into a conversational interface for rapid code scaffolding, GitHub pushing, and Vercel deployments, enabling movement from idea to live MVPs without terminal interaction.

Databricks Integration Tester

Provides a custom Databricks server to test Model Context Protocol (MCP) integrations and On-Behalf-Of (OBO) authentication.

GeoGuessr

Analyzes GeoGuessr game statistics, offering multi-user support, automatic API monitoring, and dynamic schema adaptation for data retrieval.

Algorand

Provides a comprehensive suite of over 50 tools for interacting with the Algorand blockchain via AI assistants and a native macOS Raycast extension.

Secret

Provides unified secrets management for HashiCorp Vault and Mozilla SOPS via Model Context Protocol.

Airbrake

Integrates Airbrake error tracking and deploy management into your Model Context Protocol client.

GitHub Auditor

Automates secret audits, sanitizes Git history, and intelligently squashes noise commits to professionalize legacy codebases.

Re-Garden

Publishes a personalized digital garden and knowledge vault as a public website.

Galaxium Travels Infrastructure

Provides modular and easy-to-deploy infrastructure and demo applications for an imaginary space travel company, showcasing agentic and generative AI capabilities.

ServiceNow DevTools

Provides 36 specialized tools for ServiceNow platform introspection, debugging, change intelligence, investigations, and documentation generation, enabling AI agents to interact directly with an instance.

ToolTrust Scanner

Scans AI agent tool definitions and Model Context Protocol (MCP) servers for security vulnerabilities before execution.