DevOps & CI/CD MCP servers

Give any LLM its own computer — Docker sandboxes with bash, browser, docs, and sub-agents

MCP for semantic code search & navigation that reduces token waste

SQL validation, formatting, parsing, linting, security scanning and metadata extraction across multiple SQL dialects.

LLDB integration for binary and core file analysis, debugging and disassembly.

Code intelligence via SCIP indexing for Go, TypeScript, Python, Rust and Java: semantic search, impact analysis, call graphs and ownership detection.

JetBrains IDE plugin giving coding agents programmatic control of the debugger.

Run shell commands securely, auditably and on demand in isolated environments such as Docker.

Go code analysis via gopls, the Go language server.

Subscription-aware LLM router for Claude Code: routes tasks to providers like OpenAI, Gemini, Groq and Ollama by complexity, subscription usage and cost.

Enable AI Agents to fix build failures from CircleCI.

Test URLs and HTML for WCAG 2.0/2.1/2.2 compliance using axe-core, including color contrast, ARIA validation and orientation lock detection.

PHP static analysis: code quality metrics, problem detection, refactoring priorities, dependency graphs, git hotspots, test coverage and impact analysis.

Manage Apache Kafka on Kubernetes via Strimzi. Clusters, topics, users, connectors, MM2.

Visualize code, architecture and other concepts as Mermaid diagrams in a locally hosted web app.

Discover and explain OpenAPI specifications and generate code or mock data from them.

ROS 2 integration for AI-driven robotics applications and services.

Query multiple Ollama models and combine their responses for diverse perspectives on a single question.

Control the Unitree Go2 robot with natural language commands interpreted by an LLM.

Build iOS Xcode workspaces or projects and feed errors back to the LLM.

Zero-configuration Go library that exposes existing Gin web framework APIs as MCP tools.

A Model Context Protocol (MCP) server for container runtimes (Podman and Docker)

Middleware that runs multiple isolated instances of the same MCP servers side by side with unique namespaces and configurations.

MCP server for managing Fly.io machines, apps, logs, and Docker images.

Android automation tool suite for developer workflows and testing.

Atlassian Jira Cloud: work with projects, issues, comments and related development information.

Converts OpenAPI/Swagger specifications to MCP format so AI assistants can call REST APIs.

Build and maintain Altium Designer component libraries: read and write .PcbLib footprints and .SchLib symbols, with IPC-7351B footprints and STEP models.

An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents (supports secure token auth & more - use with npx or docker!)

Token-efficient access to OpenAPI/Swagger specs via MCP Resources.

Manage App Store Connect apps, builds, TestFlight, subscriptions, reviews and more via its API.

An ntfy MCP server for sending ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)

An ntfy MCP server for sending ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)

An ntfy MCP server for sending ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)

An ntfy MCP server for sending ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)

Organize and search chat history with AI-generated summaries and secure memory.

AWS security scanner with attack chain detection, breach cost estimation and remediation snippets for CLI and Terraform.

Android device control via ADB: screenshots, UI tree inspection, touch automation, logcat and compound actions like tap-and-wait.

Extract component information from Storybook design systems: HTML, styles, props, dependencies, theme tokens and metadata.

Exposes the MDMA spec (interactive Markdown applications with mounted components), authoring prompts, package metadata and live docs.

Model Context Protocol server for AI Canvas: search, inspect, and install components from the aicanvas.me registry directly from your AI editor.

Shows agents which patterns a codebase actually uses, which files a change will affect and when there is too little context to trust an edit. Runs locally.

Interact with a global network measurement platform.Run network commands from any point in the world

Control Neovim instances via msgpack-RPC: read and edit buffers, run commands, send keys, query LSP diagnostics and annotate code with highlights.

Atlassian Confluence Cloud: work with spaces, pages and content, with automatic ADF-to-Markdown conversion.

Structural codebase indexer for querying functions, classes, imports, dependency graphs and change impact.

Server security auditing and hardening (SSH, firewall, Docker, TLS) with CIS/PCI-DSS/HIPAA mapping, fleet management and forensic evidence collection.

Justfile integration: run CLI or script commands with parameters and environment variable support.

Model Kontext Protocol Server for Kubernetes that allows LLM-powered applications to interact with Kubernetes clusters through native Go implementation with direct API integration and comprehensive resource management.