Best Ops AI Skills & MCP Servers

MCP SSH Manager: Model Context Protocol server for SSH remote server management. Control SSH connections from Claude Code and OpenAI Codex - execute commands, transfer files, database operations, backups, health monitoring, and DevOps automation. NEW: Too

MCP server that detects and prevents infinite agent loops — circuit breakers, pattern detection, and stuck-agent recovery for agentic systems

MCP server that enforces multi-agent scope boundaries — prevents scope drift, work duplication, and infinite delegation loops in agentic systems

Codify how you work. Every AI tool obeys. Markdown rules + cross-tool companion files (AGENTS.md/CLAUDE.md/.cursor/rules/.gemini) + Compliance Receipts for protocol-level enforcement of destructive ops. Reference implementation of CRP 1.0. Works on every

MCP server for Runframe incident management — any agent, any IDE, one system of record

QA STLC Agents — six MCP servers + skills for AI-powered test case, Gherkin, self-healing Playwright generation, Helix-QA file writing, and existing-framework migration against Azure DevOps and Jira Cloud. Includes an 8-strategy LocatorHealer with a live

Low-level CLI to manage Mozilla Thunderbird email from the shell. 38 commands for search, read, compose, reply, attachments, folders, bulk ops. Designed for AI agents.

MCP server to automate DSers product import from AliExpress/Alibaba/Accio to Shopify & Wix

MCP server for Azure DevOps integration with wikis, test plans, and work items

Seamlessly integrate ZenTao with OpenClaw. A powerful MCP server and CLI tool providing intelligent ChatOps capabilities for ZenTao project management.

Complete filesystem operations — loads fileread, filewrite, filelist, fileops, filesearch.

File operations — move, copy, delete, rename.

Local-first MCP memory server for operational project state: decisions, blockers, plans, patterns, and next moves. The persistent memory layer that stops agent amnesia.

SemanticOps MCP - Power BI MCP Server providing programmatic access to Power BI models via Model Context Protocol

TypeScript MCP server for Cinema 4D with generic entity CRUD, parameter-level access, undo-grouped batch ops, and security controls.

A secure and scalable Git MCP server enabling AI agents to perform comprehensive Git version control operations via STDIO and Streamable HTTP.

MCP server for SSH operations with built-in diagnostics

Query stops, routes, real-time arrivals, vehicle positions, and schedules from OneBusAway transit APIs via MCP. STDIO or Streamable HTTP.

MCP server for Contextium — pipe team SOPs, coding standards, and AI context directly into Claude, Cursor, and other AI coding assistants

KR: Mattermost 사용자, 팀, 채널, 게시글 관리와 조회를 MCP 도구로 제공하는 서버. EN: MCP server for Mattermost user, team, channel, and post management over stdio and Streamable HTTP.

MCP server for n8n (workflows, credentials, nodes, executions, variables, tags)

MCP server for Docker — manage containers, images, volumes, and compose services from your IDE

Product Maker MCP server — connect Claude Desktop, Claude Code, ChatGPT, or Gemini to Product Maker AI to generate dropshipping landing pages, UGC videos, and ad creatives, and publish to Shopify and Meta Ads from your AI assistant.

MCP server for Jenkins (jobs, builds, folders, nodes, views, plugins, credentials)