DevOps & CI/CD MCP servers let an AI assistant inspect running systems, read deployment signals, execute build and test commands, and work directly with the tools your team already uses to ship software. Instead of pasting logs into chat or manually jumping between dashboards, terminals, browsers, and test runners, you can give the assistant access to the right MCP server and have it pull metrics, trace failures, run checks, inspect live pages, or trigger automation in place.
This category is most useful for platform engineers, SREs, backend teams, mobile release engineers, and anyone responsible for keeping builds green and services healthy. These servers are especially practical when the work spans multiple systems: reproducing a flaky CI failure, checking cluster traffic after a rollout, validating an alert against live metrics, or running a targeted test suite before merging a change. The best DevOps MCP servers reduce context switching and make the assistant useful during real operational work, not just code generation.
“Investigate why CPU and memory spiked on the API node in the last 30 minutes and summarize the likely bottleneck using mcp-server-netdata.”
viamcp-server-netdata“Open the staging checkout flow, capture console errors and failed network requests, and explain what is breaking in the browser with chrome-devtools-mcp.”
viachrome-devtools-mcp“Trace traffic between the payments service and Redis in the cluster and show which requests started failing after the last deploy using mcp-kubeshark.”
viamcp-kubeshark“Run the failing test command from the repository root, inspect the error output, and patch the CI script so it passes on Linux with desktop-commander.”
viadesktop-commander| # | Server | Stars |
|---|---|---|
| 1 | Netdata Netdata is an open-source, real-time infrastructure monitoring platform that provides per-second metrics and visualizations for various system components. | 78.4k |
| 2 | Chrome Devtools Mcp `chrome-devtools-mcp` allows AI coding assistants to control and inspect a live Chrome browser, providing access to Chrome DevTools for automation, debugging, and performance analysis. |
It gives the assistant direct access to operational tools like terminals, metrics systems, dashboards, test runners, browsers, and build tooling. That means the assistant can inspect live state, run commands, fetch logs and metrics, and report back with concrete findings instead of guessing from pasted snippets.
No. They are just as useful in local development, preview environments, and staging. Many of the best workflows involve reproducing a build failure locally, checking pre-production metrics after a change, or running targeted tests before a merge.
Use scoped credentials, prefer read-only access where possible, and separate servers by environment. A monitoring server can be read-only, while command execution servers should run with limited filesystem and shell permissions so the assistant only has access to the systems you intend.
Start with the tool that removes the most manual debugging in your current workflow. For most teams that is either a metrics/dashboard server for incident triage, a terminal/file server for CI failure investigation, or a test orchestration server for running and analyzing automated checks.
727 servers
netdata
Real-time infrastructure monitoring with metrics, logs, alerts, and ML-based anomaly detection.
ChromeDevTools
MCP server for Chrome DevTools
jandedobbeleer
Validate oh-my-posh configurations and segment snippets against the official schema.
kubeshark
Real-time Kubernetes network traffic visibility and API analysis for HTTP, gRPC, Redis, Kafka, DNS.
wonderwhy-er
MCP server for terminal commands, file operations, and process management
cameroncooke
XcodeBuildMCP provides tools for Xcode project management, simulator management, and app utilities.
getsentry
XcodeBuildMCP provides tools for Xcode project management, simulator management, and app utilities.
mobile-next
MCP server for iOS and Android Mobile Development, Automation and Testing
grafana
An MCP server giving access to Grafana dashboards, data and more.
kubeshop
MCP server for Testkube - Manage test workflows, executions, and artifacts via AI assistants
jgravelle
Token-efficient code exploration via tree-sitter AST parsing. 25+ languages, 95%+ token savings.
nuget
A Model Context Protocol (MCP) server for NuGet.
DeusData
Persistent codebase knowledge graph. Survives session restarts and context compaction.
nrwl
A Model Context Protocol server implementation for Nx
nrwl
A Model Context Protocol server implementation for Nx
hashicorp
Generate more accurate Terraform and automate workflows for HCP Terraform and Terraform Enterprise
blitzdotdev
Give AI agents full control over iOS/macOS development via a native macOS app with 30+ MCP tools.
svnscha
A Model Context Protocol server for Windows crash dump analysis using WinDbg/CDB
web-infra-dev
An MCP server that provides build analysis and optimization recommendations for Rspack projects.
ref-tools
Token efficient search for coding agents over public and private documentation.
giancarloerra
MCP server for local codebase indexing, semantic search, and code dependency graphs.
bgauryy
AI code research platform. Search, analyze, and extract insights from any GitHub repository.
taybenlor
MCP Server for the Runno Sandbox
vercel
Next.js development tools MCP server with stdio transport
getsentry
MCP server for Sentry - error monitoring, issue tracking, and debugging for AI assistants
sonarsource
An MCP server that enables integration with SonarQube Server or Cloud for code quality and security.
ui5
MCP server for UI5 Web Components for React - Developer documentation and API assistance
ai.smithery
A comprehensive Model Context Protocol (MCP) server that enables AI assistants to control Unreal E…
abelljs
AI tools related to Abell. Currently includes MCP of Abell
formulahendry
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
pab1it0
MCP server providing Prometheus metrics access and PromQL query execution for AI assistants
indragiek
Universal CPU profiler designed for humans and AI agents
levnikolaevich
Token-efficient SSH MCP server with hash-verified remote file operations. 8 tools.
levnikolaevich
Deterministic layered code graph MCP server with framework overlays and SCIP interop.
duriantaco
Dead code, security, secrets detection and code quality for Python, TypeScript, Go.
vfarcic
AI-powered development platform for Kubernetes deployments and intelligent automation
stumason
38 optimized tools for managing Coolify infrastructure, diagnostics, and docs search
betterdb-inc
BetterDB MCP server - Valkey observability for Claude Code and other MCP clients
packmindhub
Packmind captures, scales, and enforces your organization's technical decisions.
Mibayy
Structural codebase MCP server — navigate and edit code by symbol name, not raw text.
formulahendry
Code Runner MCP Server which can run code in various programming languages.
estruyf
Enables AI assistants to interact with Demo Time and helps build presentations and demos.
“Pull the Grafana dashboard for the worker queue, compare error rate and latency before and after today's release, and identify the panel that explains the alert with mcp-grafana.”
viamcp-grafana“Start the smoke test suite for the staging namespace, wait for results, and summarize the failed assertions with testkube-mcp.”
viatestkube-mcp“Build the iOS app for the current branch, surface the signing or test failure, and point to the exact target that broke using xcodebuildmcp.”
viaxcodebuildmcp| 3 | Oh My Posh Validator This MCP server is a cross-platform, highly customizable prompt theme engine for various shell environments. It allows users to configure and extend their command line prompts efficiently. | 22.2k |
| 4 | Mcp Kubeshark indexes cluster-wide network traffic at the kernel level using eBPF, providing insights into network, API, and Kubernetes semantics. | 11.9k |
| 5 | Desktop Commander Desktop Commander MCP allows users to search, update, manage files, and run terminal commands using AI, leveraging host client subscriptions instead of API token costs. | 5.9k |
| 6 | Xcodebuildmcp XcodeBuildMCP is a Model Context Protocol (MCP) server and CLI designed for agent use in iOS and macOS projects. | 5.2k |
| 7 | Xcodebuildmcp XcodeBuildMCP is a Model Context Protocol (MCP) server and CLI designed for agent use in iOS and macOS projects. | 5.2k |
| 8 | Mobile Mcp This MCP server enables scalable mobile automation and development through a platform-agnostic interface for iOS and Android, allowing interaction with native applications and devices via structured accessibility snapshots or coordinate-based taps. | 4.5k |
| 9 | Mcp Grafana The Grafana MCP server provides access to a Grafana instance and its ecosystem, enabling various operations such as querying dashboards, managing datasources, and handling alerts. | 2.8k |
| 10 | Testkube Mcp Testkube is a Test Orchestration Platform for Cloud-Native Applications that allows users to define, run, and analyze test executions using existing testing tools and scripts in their infrastructure. | 1.6k |