DevOps & CI/CD MCP servers

Token-efficient spreadsheet analysis and editing (xlsx/xlsm) with region detection, structured reads, formula and style inspection, forking and recalculation.

Structural codebase graph: scans entities, relationships and feature flows across languages so LLMs navigate by structure instead of grepping.

Analyze React code locally and generate docs or llm.txt for a whole project at once.

MCP server for Nora — deploy, monitor, and operate self-hosted OpenClaw and Hermes agent fleets on Docker or Kubernetes.

Roslyn-based .NET code intelligence: type hierarchies, call graphs, DI registrations, diagnostics, code fixes and complexity metrics from pre-built indexes.

Code indexing with SQLite FTS5, tree-sitter and embeddings for symbol search, call graphs, git intelligence and hybrid semantic search.

Apple Icon Composer: create .icon bundles with Liquid Glass effects (iOS 26+), tune glass effects, set dark mode appearances and export for the App Store.

Buildkite: create pipelines, diagnose and fix failures, trigger builds, monitor job queues and more.

Local codebase intelligence backed by SQLite: context packets, indexed code and schema facts, diagnostics and optional Postgres/Supabase awareness.

Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.

Progressive code-intelligence server: lets AI assistants map structure, fuzzy-find symbols, and assess change-impact across Python, JS/TS, and Go codebases (powered by `ast-grep`)

Roslyn-based Visual Studio integration: semantic code navigation, symbol search, inheritance trees, call graphs, safe rename and build/test execution.

Optimizes Manus AI credit usage by 30-75% via intelligent model routing and smart testing.

Query and interact with Kubernetes environments monitored by Metoro.

Checks agent-written code against the repo's git-history patterns, flagging foreign dependencies, reinvented functions, misplaced code and gamed tests.

AI-powered search and querying of the Vercel AI SDK documentation.

MCP server for discovering, reading, and changing ZenML resources with compact generic tools

Record browser pages as GIF or video: AI-driven demo recordings with scroll, click and hover interactions via Playwright and ffmpeg.

Design-system memory for coding agents: UI audits, Tailwind token extraction, shadcn registry workflows, Figma context, design docs and quality diagnostics.

MCP Server for persistent code indexing. Gives AI assistants (Claude, Gemini, Copilot, Cursor) instant access to your codebase. 50x less context than grep.

Troubleshoot Kubernetes agentically: natural-language cluster diagnosis via ask_kubently

Provides TypeScript API information so agents can work with APIs not in their training data.

Incident management, on-call scheduling, and intelligent analysis powered by Rootly.

AI pilot for PTY operations that enables agents to control interactive terminals with stateful sessions, SSH connections, and background process management

Browse and search Hyperiux Vault React/Next.js animation and interaction effects, with dependencies, changelogs, install commands and source code.

Semantic Java analysis via Eclipse JDT: compiler-accurate navigation, refactoring, find references, call hierarchy and code metrics.

Semantic code index that extracts domain concepts, naming conventions and behavioral similarity from codebases.

TypeScript MCP server for AI-powered containerization workflows with Docker and Kubernetes support

MCP server for Komodo - manage Docker containers, servers, stacks, and deployments via AI

Set up & manage mobile CI/CD on Bitrise: build, test, distribute iOS, Android, Flutter, RN apps.

AI assistance for Flowbite, the open-source UI framework based on Tailwind CSS.

Local Excel-compatible spreadsheet engine based on LogiSheets: deterministic formulas, named blocks, column rules, scenario scans, goal-seek and .xlsx export.

Code quality gate for AI-generated code, detecting hallucinated packages, phantom dependencies, stale APIs and AI-specific defects.

Convert source code repositories into searchable knowledge bases using chunking, OpenAI embeddings and GPT-5 search.

Search and get up-to-date information about NPM, Cargo, PyPi, and NuGet packages.

Query UniFi API docs (Network, Protect, Site Manager and more): endpoint search, field-level schemas and code examples. Docs only, no controller access.

APISIX Model Context Protocol (MCP) server is used to bridge large language models (LLMs) with the APISIX Admin API, supporting querying and managing all resources in Apache APISIX.

Native macOS markdown preview with MCP server for Claude Code. Swift/SwiftUI, no Electron.

MCP server to provide golang packages and their information from pkg.go.dev

An MCP Server to utilize Codelogic's rich software dependency data in your AI programming assistant.

Swift code reviews, local Apple references and app scaffolding, plus simulator tools on macOS with Xcode.

Guardrailed fleet ops for AI agents: multi-cluster Kubernetes via OCM with policy, approval, audit.

LLM-based code review with AST-based context extraction, supporting Claude, GPT, Gemini and other models via OpenRouter.

Semantic code graph: indexes a codebase into a typed graph for call-chain tracing, data-flow analysis, semantic search and invariant checking.

End-to-end QA loop: analyzes web pages or mobile screens, generates and runs pytest or Maestro tests with auto-retry, and writes an optimization plan.

Control robots with natural language via ROS 2 topics, services and actions.

Architectural analysis for software projects: technology stack detection, ADR management, security checks, TDD workflow and deployment readiness validation.

App Store Connect and Google Play Console: iOS and Android app management, TestFlight, builds, submissions, prices and sales reports.