DevOps & CI/CD MCP servers

Helps agents write and test Storybook stories for UI components.

Indexes a repo into a persistent local knowledge graph of functions, classes, call chains, HTTP routes and cross-service links, using tree-sitter and LSP.

Official PostHog MCP Server for product analytics, feature flags, experiments, and more.

Task management for AI-driven development: PRD parsing, task expansion, multi-provider support and selective tool loading to save context.

Give your coding agent access to your Figma data. Implement designs in any framework in one-shot.

Real-time Kubernetes network traffic visibility and API analysis for HTTP, gRPC, Redis, Kafka, DNS.

Android and iOS app and device automation, development and app scraping on simulators, emulators and physical devices.

Generic remote server that provides documentation for any GitHub repository or project.

Codebase intelligence: indexes a repo into a dependency graph, git history, defect-risk code health, generated docs and architectural decisions. Runs locally.

Duplicate code detection with jscpd: check snippets and files for copy/paste duplication against a scanned project before committing.

Create crafted UI components inspired by the best 21st.dev design engineers.

Discovery router for the agent-device CLI: status, install guidance, version-matched help and prompts for iOS, Android, tvOS, macOS and Linux automation.

Excel manipulation including data reading/writing, worksheet management, formatting, charts, and pivot table

Kubernetes bulk port forwarding with service discovery, /etc/hosts management, traffic monitoring and pod log streaming.

Query Kubernetes cluster topology, resources, events, logs and Helm/GitOps state across clusters via Radar, a Kubernetes visibility tool.

Access shadcn/ui v4 components, blocks, demos and metadata.

Interact with iOS simulators: get simulator information, control UI interactions and inspect UI elements.

A Model Context Protocol (MCP) server for Kubernetes and OpenShift

Kubernetes and OpenShift management: CRUD operations on any resource plus specialized cluster tools.

Task management for coding agents with task memory, self-reflection and dependency management.

The MCP server for Azure DevOps, bringing the power of Azure DevOps directly to your agents.

Draw cloud architecture diagrams with official AWS, Azure and GCP icons from a prompt or Terraform.

MCP Language Server gives MCP enabled clients access to semantic tools like get definition, references, rename, and diagnostics.

Connect to Kubernetes cluster and manage pods, deployments, services.

Terraform ecosystem integration: provider discovery, module analysis and Terraform Registry API access for infrastructure-as-code workflows.

Control robots by converting natural language commands into ROS or ROS2 control commands.

Valkey and Redis observability: query real-time metrics, analyze slow commands, detect hot keys and investigate performance issues.

Structural code intelligence: navigate and edit code by symbol, with dependency graphs, call chains, dead code detection and structural diffs.

Interact with Kubernetes clusters through natural language.

Work with JetBrains IDEs such as IntelliJ, PyCharm, WebStorm and Android Studio.

AI-powered developer assistant that enables advanced research, analysis and discovery and code generation across GitHub and NPM realms in realtime.

Browser agent with human takeover via noVNC, reusable auth profiles, approval and audit controls, and isolated Docker sessions.

Connect to any HTTP/REST API server using an OpenAPI v3 spec.

Multi-cluster Kubernetes management and operations with a management UI and logging, covering common DevOps tasks for standard and CRD resources.

Information on NixOS packages, system options, Home Manager configurations and nix-darwin macOS settings.

Browser automation with browser-use, including a Dockerfile to run Chromium in Docker with a VNC server.

Next.js runtime diagnostics, route inspection, dev server logs, docs search and upgrade guides for coding agents.

Automate the Excel app on Windows: Power Query, DAX, VBA, PivotTables, tables, charts, ranges and formatting.

Manage Docker containers, images, volumes and networks.

Create and manage public HTTP, TCP and UDP tunnels to local services with custom subdomains, regions and load-balanced pools, managed cloud or self-hosted.

Integrate any API with AI agents using its OpenAPI schema.

Figma control: create shapes, text and components, and set styles, auto-layout, variables and exports.

Visual DOM element selector for coding agents: a Chrome extension and server bridge to capture page elements with Option+Click.

MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, and plain text, with other formats like PDF, csv and docx in development.

Token optimization through caching and compression, with tools for API optimization, code analysis and real-time monitoring.

VS Code extension and MCP server for language-agnostic automatic debugging via breakpoints and expression evaluation.

Run and manage docker containers, docker compose, and logs

Deterministic agent execution engine (browser, file, Docker, data, crypto, scheduling modules) with execution traces, evidence snapshots and step replay.