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"Developing an application by analyzing specified development and API documentation" matching MCP servers:

  • MCP-Ambari-API

    call518
    A
    license
    A
    quality
    A
    maintenance
    Manage and monitor Hadoop clusters via Apache Ambari API, enabling service operations, configuration changes, status checks, and request tracking through a unified MCP interface for simplified administration. * Guide: https://call518.medium.com/llm-based-ambari-control-via-mcp-8668a2b5ffb9
    30
    1
    MIT

  • agent-platform-api

    Xeonice
    F
    license
    Not graded
    quality
    B
    maintenance
    MCP server for the Agent Platform API, enabling management of sandbox environments through MCP protocol. Exposes tools to interact with sandbox lifecycle operations such as start, stop, and status checks.

  • Parallels RAS MCP Server

    RMITBLOG
    A
    license
    A
    quality
    D
    maintenance
    A read-only MCP server that provides visibility into Parallels Remote Application Server infrastructure, policies, and sessions through the RAS REST API. It enables AI assistants to query site settings, published applications, and license status without performing any modifications.
    41
    1
    MIT

  • DDEV MCP Server

    AkibaAT
    A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to interact with DDEV local development environments by querying databases, managing project states, and executing container commands. It provides comprehensive control over local services with a security-first approach using whitelisted operations.
    5
    49
    3
    GPL 2.0

  • MCP Devcontainers

    crunchloop
    A
    license
    B
    quality
    D
    maintenance
    An MCP server that enables interaction with development containers through the devcontainers CLI, allowing users to start, run commands in, and execute arbitrary shell commands inside devcontainers.
    3
    265
    6
    MIT

  • GNS3 Network Simulator MCP

    Wael-Rd
    A
    license
    B
    quality
    D
    maintenance
    Enables AI-powered network engineering by providing natural language control over GNS3 network simulations. Supports creating projects, building network topologies, managing devices, controlling simulations, and analyzing network traffic through conversational AI interactions.
    42
    25
    MIT

  • 1Panel MCP Server

    EaveLuo
    A
    license
    C
    quality
    D
    maintenance
    Enables AI agents to manage server infrastructure through the 1Panel API, including Docker containers, databases, and system monitoring. It provides tools for website management, file operations, and application deployment via natural language commands.
    15
    28
    MIT

  • Hetzner Cloud MCP Server —

    wbf-solutions
    A
    license
    Not graded
    quality
    C
    maintenance
    Open-source MCP server for managing Hetzner Cloud infrastructure with two management layers: * Layer 1 — Hetzner Cloud API (35 tools): Server power control, metrics, snapshots, backups, firewalls, DNS zones and records, rescue mode, server rebuild and rescale. Works even when the server OS is unresponsive. * Layer 2 — SSH (25 tools): Service management (systemd), Nginx config and reload,
    MIT

  • dockashell

    anzax
    A
    license
    Not graded
    quality
    C
    maintenance
    DockaShell is an MCP server that provides AI agents with isolated Docker containers for persistent shell access, file operations, and full audit trails, enabling autonomous development and self-evolving workflows.
    14
    30
    Apache 2.0

  • kc-mcp-server

    Kvindo
    A
    license
    Not graded
    quality
    B
    maintenance
    An MCP server for Kvindo Cloud that lets AI clients list, inspect, create, update, and delete cloud resources (VMs, volumes, Kubernetes, etc.) via natural language. Read-only by default, with write/delete operations gated by explicit opt-in environment variables.
    257
    1
    MIT

  • LudusMCP

    Darkstar326
    A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that enables management and deployment of Ludus lab environments through natural language commands. It provides comprehensive tools for range lifecycle management, configuration validation, and documentation research within virtualized training infrastructures.
    5
    GPL 3.0

  • mcp-k8s-deployer

    stwins60
    A
    license
    Not graded
    quality
    A
    maintenance
    Enables LLMs to dynamically orchestrate containerized application deployments to a Kubernetes cluster, handling configuration validation, manifest generation, dry-run planning, and service endpoint extraction.
    1
    MIT

  • mcp-openmsx

    nataliapc
    A
    license
    Not graded
    quality
    A
    maintenance
    This MCP provides comprehensive tools and resources for MSX software development, testing, and automation through openMSX emulator.
    71
    GPL 2.0

  • kom

    weibaohui
    A
    license
    Not graded
    quality
    C
    maintenance
    Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
    149
    MIT

  • Kustomize MCP

    mbrt
    F
    license
    Not graded
    quality
    D
    maintenance
    An MCP server designed to help AI models refactor Kubernetes configurations by analyzing Kustomize dependencies and rendering manifest diffs across environments. It provides tools for computing file dependencies, rendering overlays, and comparing configuration changes through a checkpointing system.

  • CO2 Sensor MCP Server

    cyberomusubi
    F
    license
    Not graded
    quality
    D
    maintenance
    A Node.js application that provides a JSON-RPC interface to interact with CO2 sensor data, working in both simulation mode and with real Raspberry Pi Pico hardware connections.
    3