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

  • Spinitron API MCP Server

    ag2-mcp-servers
    F
    license
    Not graded
    quality
    D
    maintenance
    Enables interaction with Spinitron's radio playlist management and broadcasting data through a Multi-Agent Conversation Protocol interface, allowing users to query and manage radio station playlists, spins, and other broadcasting data via natural language.

  • THU Agent by CyberCraze

    cybercrazetech
    F
    license
    Not graded
    quality
    D
    maintenance
    An interactive coding agent and MCP server that provides access to various AI models via the Tsinghua University lab proxy API. It enables users to inspect files and execute shell commands within their local directory using models like DeepSeek, GLM, and Qwen.
    10

  • Bob Ross

    just-an-oldsalt
    A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to manage a Canonical Landscape estate, including inventory, alerts, patching, and script execution, with built-in safety layers to prevent accidental destructive actions.
    19
    1
    MIT

  • KC AgentDock MCP

    ohaoz
    A
    license
    Not graded
    quality
    C
    maintenance
    Combines KC Chat Panel session interaction with AgentDock computer control tools, enabling Cursor Cloud Agent to chat and operate the local machine via AgentDock.
    MIT

  • Complete Google Ads API v21

    DS-WEB1
    A
    license
    Not graded
    quality
    B
    maintenance
    Complete Google Ads API v21 MCP server with 40+ fully implemented tools for campaign, ad group, keyword, extension, and portfolio bidding management, enabling AI assistants to create, optimize, and manage Google Ads campaigns through natural language commands.
    MIT

  • beebjit-mcp

    acscpt
    A
    license
    A
    quality
    A
    maintenance
    Lets an AI application instantiate, connect to, drive, capture output from, and interrogate a real BBC Micro emulator.
    22
    1
    MIT

  • Host Terminal MCP

    ankitaa186
    A
    license
    A
    quality
    F
    maintenance
    Enables AI assistants to execute terminal commands on a host machine with configurable, granular permission controls and safety protections. It features multiple security modes, including allowlists and manual approval, to ensure safe command execution within specified directories.
    6
    Apache 2.0

  • vyos-mcp

    cacack
    A
    license
    A
    quality
    A
    maintenance
    An MCP server for managing VyOS routers via the HTTPS REST API, enabling configuration changes, operational commands, and system maintenance tasks. It also provides tools to search and read live VyOS documentation directly from official sources to assist with command syntax and router features.
    27
    4
    MIT

  • gotask-mcp

    PaddyAlton
    A
    license
    A
    quality
    D
    maintenance
    An MCP server that enables AI agents to list and run tasks defined in Taskfile.yml, useful for automated development workflows.
    2
    4
    MIT

  • ssh-session-mcp

    Zw-awa
    A
    license
    A
    quality
    A
    maintenance
    SSH Session MCP fills a gap in the MCP ecosystem by offering a persistent shared SSH PTY runtime, not just stateless command execution. It features browser collaboration, input locking, safe/full execution modes, async command tracking, configurable policy rules, and multi-device profiles. Ideal for remote development, embedded systems, infrastructure workflows, and hardware control scenarios.
    23
    77
    4
    Apache 2.0

  • ros2_dev_mcp

    vagotec
    F
    license
    A
    quality
    C
    maintenance
    An MCP server for ROS 2 development that enables controlled creation of workspaces, packages, nodes, launch files, and tests within a sandboxed directory, with secure filesystem boundaries.
    8