DevOps & CI/CD MCP servers

Semantic code indexer with a GraphRAG knowledge graph: index a codebase and search it in natural language to understand its architecture.

A CLI for interacting with GitKraken APIs. Includes an MCP server via `gk mcp` that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more.

An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.

Android device control, debugging, system analysis and UI automation, with a security framework.

Azure DevOps integration for repository management, work items and pipelines.

Xcode integration for project management, file operations and build automation.

Golang-based Kubernetes MCP Server. Built to be extensible.

Manage Terraform environments: read configurations, analyze plans, apply configurations and manage state.

JetBrains IDE plugin exposing indexing and refactoring features: rename, safe delete, find references, call and type hierarchy, diagnostics and more.

AI-powered development platform for Kubernetes deployments and intelligent automation

Interact with iOS simulators (iPhone, iPad and more) through natural language commands.

Implements Claude Code-like capabilities for code understanding, modification and project analysis.

Identifies important files in a codebase from dependency relationships, with diagrams and importance scores.

Up-to-date documentation for a specific Rust crate via semantic search and LLM summarization.

Homelab management across multiple servers via SSH: system resource monitoring, Docker containers, Wake-on-LAN, network scans, open-port checks and alerts.

Generate secure smart contracts in multiple languages from OpenZeppelin Wizard templates.

Accessible KoliBri web component samples, specs, docs and scenarios.

Semantic file and code search by description, with local indexes, AST-aware chunking, optional reranking and API-based or fully offline embedding models.

Gives coding agents Figma data to write Flutter code, including asset exports, widgets and full-screen implementations.

AST-aware repository graph for Go codebases: struct embeds, public API surfaces, SQL queries and error mapping, giving agents context without grepping.

Connect to the VS Code IDE and use semantic tools like find usages.

MCP server to talk to your Opik cloud or open-source instance to query and analyze LLM traces, metrics and observability.

Self-hosted homelab dashboard with a built-in read-only MCP server (hosts, Docker, GPU, services).

Render Mermaid diagrams with live reload, themes and SVG, PNG or PDF export.

Line-oriented text file editor with partial file access to minimize token usage.

Framework-aware code intelligence MCP server — 88 framework integrations, 81 languages, 72.7% fewer input tokens to review a pull request, comprehension at parity

Reusable prompt templates with multi-step chains, quality gates and reasoning frameworks, exportable as native skills for coding agents.

MCP server for Dash, the macOS API documentation browser. Search 200+ docsets.

Interact with Kubernetes clusters: API resource discovery, resource management, pod logs, metrics and events.

Open-source tool for collaborative editing, versioning, evaluating, and releasing prompts.

Yunxiao MCP Server provides AI assistants with the ability to interact with the Yunxiao platform.

Extracts essential code structure from large codebases into an AI-digestible format so agents write code that correctly uses existing APIs.

Interact with Docker Hub: repositories, search and Docker Hardened Images.

SDK for creating, managing, and operating Kubernetes clusters and workloads with ease.

Atlassian Bitbucket Cloud: work with repositories, pull requests, workspaces and code.

Stateful layer over real language servers: persistent sessions keep indexes warm, and speculative execution simulates edits in memory before writing to disk.

Run JavaScript snippets in isolated Docker sandboxes with on-the-fly npm dependency installation and clean teardown.

Download entire websites using wget, preserving their structure and converting links to work locally.

Multi-cluster Kubernetes management and operations, embeddable as an SDK, covering common DevOps tasks for standard and CRD resources.

Manage any Kubernetes resource, including native resources and CRDs, through natural language.

Mock HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE and SOAP APIs with chaos engineering, stateful CRUD, spec imports and deterministic seeded responses.

Regression testing for MCP servers: discovers configured servers, checks capabilities, invokes tools, detects schema drift and recommends new servers.

Pare Docker ג€” Structured Docker operations (ps, images, logs, build, compose) as typed JSON.

MCP server for infrastructure — structured Terraform, Vagrant, and Ansible output for AI agents

MCP server for Kubernetes — structured kubectl and Helm output for AI agents

Regression testing for AI agents: save golden baselines, detect behavioral drift and block regressions in CI.

Rust MCP server and CLI for Unraid GraphQL operations across NAS, Docker, VM, and storage workflows.

Up-to-date framework documentation for React, Next.js, Laravel, FastAPI, Tailwind CSS and more.