"Using RAG to Provide Documentation to LLMs" matching MCP servers:

Exposes Arrakis VM sandbox functionality to LLMs, enabling sandbox management and command execution.

A MCP server that can run Kubernetes commands with a given kubeconfig path and provide interpretation of the commands.

A MCP server that enables LLMs to interact with iOS simulators through natural language commands.

vnc-mcp allows MCP-compatible LLMs to interact with any desktop accessible over VNC

Enables agents to control MuMu Player through a configured ADB connection, including inspecting the screen, using bounded controls, and collecting game logs. It does not provide arbitrary shell access or edit saves or app data.

Enables LLMs to manage and monitor Hetzner Cloud infrastructure, including servers, firewalls, networks, and snapshots, while keeping the API token local and secure.

A Model Context Protocol (MCP) server that enables LLMs to run ANY code safely in isolated Docker containers.

Enables searching LinuxServer.io images, auditing Docker Compose and run commands against documentation-derived conventions, and searching open/closed image requests to prepare drafts without submission.

Enables LLMs to safely execute code in isolated Docker containers with resource limits and security controls, supporting session management and automatic dependency installation.

Enables LLMs to dynamically orchestrate containerized application deployments to a Kubernetes cluster, handling configuration validation, manifest generation, dry-run planning, and service endpoint extraction.

MCP server for managing VPS servers via SSH, enabling command execution, file transfer, Docker management, and server documentation from within Claude.

Enables LLMs to securely manage Virtual Private Servers via SSH, with features including command execution, file operations, system monitoring, and service management.

An interactive Python code execution environment that allows users and LLMs to safely execute Python code and install packages in isolated Docker containers.

Enables LLMs to interact with Cisco Intersight APIs for managing data center infrastructure, including server monitoring, policy management, network configuration, and hardware telemetry across 199 tools.

A middleware service that allows LLMs and AI assistants to directly interact with the Dokploy platform through a standardized interface, providing access to Docker, project, and application management capabilities.

Exposes MCP tools that enable remote LLMs to query local Docker containers, OS processes, and system services in real time.

Exposes Kubernetes cluster management tools to LLMs, enabling querying pods, deployments, logs, metrics, and managing port forwards via natural language.

Enables LLMs to create, destroy, and manage AWS EC2 instances, including running commands via interactive shells.

A code-mode MCP server for the Unraid 7.2+ GraphQL API that exposes search and execute tools, allowing LLM agents to introspect and call any GraphQL field via sandboxed JavaScript.

An MCP server that gives LLM agents full API access to a VMware Cloud Foundation 9.1 estate, exposing 8,931 operations through eight tools with automatic authentication, async task tracking, and write safety.