{
  "version": "1.0",
  "provider": {
    "name": "杭州达拉理工智能装备有限责任公司",
    "brand": "Darra AI Studio",
    "url": "https://aistudio.darra.xyz",
    "contact": "support@darra.xyz"
  },
  "mcp": "https://aistudio.darra.xyz/mcp",
  "mcp_metadata": {
    "transport": "streamable-http",
    "authentication": "none",
    "server_card": "https://aistudio.darra.xyz/.well-known/mcp/server-card.json",
    "scope": "public documentation and product capability retrieval only"
  },
  "skills": [
    {
      "id": "product-overview",
      "name": "产品概况",
      "description": "查询 Darra AI Studio：开放式工业视觉平台，独立 Windows 桌面端（数据集/标注/训练/蒸馏/评估/导出），现场推理走独立 Darra AI SDK。不是 PLC IDE 内置模块，不是 MES/ERP，不是云端模型中心。不做强化学习。macOS 不在 v1。",
      "endpoint": "https://aistudio.darra.xyz/mcp",
      "tool": "get_product_overview",
      "reference": "https://aistudio.darra.xyz/doc/overview"
    },
    {
      "id": "features",
      "name": "功能",
      "description": "独立桌面端、开放导出（可接任意推理框架，不需要 SDK）、可选单向加密、C ABI 六语言 SDK、ONNX/TensorRT/OpenVINO/DirectML/RKNN。无强化学习。不承诺硬实时。公开 SDK 只做推理和激活码校验，不能制作或加密模型包。",
      "endpoint": "https://aistudio.darra.xyz/mcp",
      "tool": "list_features",
      "reference": "https://aistudio.darra.xyz/doc/sdk/intro"
    },
    {
      "id": "pricing",
      "name": "定价与授权",
      "description": "免费/收费与授权口径：Studio 免费下载、SDK 免费获取。收费的是商业功能（模型加密、单向加密出包 .darmodel、激活码），单独收费，按模型包，价格与购买入口见 https://shop.darra.xyz/aistudio，不要编造数字。不按设备卖、不按账号卖。一条激活码打进一份模型包，离线永久推理。试用是单独口令+次数。",
      "endpoint": "https://aistudio.darra.xyz/mcp",
      "tool": "get_pricing",
      "reference": "https://shop.darra.xyz"
    },
    {
      "id": "sdk-install",
      "name": "SDK 安装",
      "description": "按语言获取安装命令：C# NuGet Darra.AI.Runtime、Java Maven xyz.darra:darra-ai、Python pip darra-ai、C/C++ darra_ai.h、Rust 路径依赖 darra-ai（不发布 crates.io）。公开包是 runtime。",
      "endpoint": "https://aistudio.darra.xyz/mcp",
      "tool": "get_sdk_install",
      "args": { "language": "c#" },
      "reference": "https://aistudio.darra.xyz/doc/sdk/intro"
    },
    {
      "id": "code-generation",
      "name": "用 SDK 推理用户自己的模型",
      "description": "读取 https://aistudio.darra.xyz/ai-prompts.txt 后，按用户给出的语言和本地 .darmodel/.onnx 生成现场推理代码：Probe/Activate/Open、InferImage 或推理池 Submit/Wait。视频按逐帧或推理池提交，采集由调用方提供。不要去在线模型库找模型。公开包只做推理，不能制作或加密模型包。",
      "endpoint": "https://aistudio.darra.xyz/mcp",
      "tool": "get_code_prompt",
      "args": { "language": "c#" },
      "reference": "https://aistudio.darra.xyz/ai-prompts.txt",
      "related_references": [
        "https://aistudio.darra.xyz/doc/sdk/intro",
        "https://aistudio.darra.xyz/doc/sdk/csharp/",
        "https://aistudio.darra.xyz/doc/sdk/cases/video"
      ]
    },
    {
      "id": "inference-session",
      "name": "现场推理会话",
      "description": "一模型一会话。打开 .darmodel 要激活码，旧包另外带 .darmkey 文件；明文模型用 open_plain。模型参数在出包时定好，推理侧只读。",
      "endpoint": "https://aistudio.darra.xyz/mcp",
      "tool": "search",
      "args": { "query": "session open darmodel infer" },
      "reference": "https://aistudio.darra.xyz/doc/sdk/c/"
    },
    {
      "id": "honest-boundaries",
      "name": "诚实边界",
      "description": "无强化学习。不承诺硬实时（阻塞推理，PLC 须在扫描周期外调用）。macOS 不在 v1。驱动不代装。不承诺 dump 免疫。拿到包和激活码的买家可离线解出模型；要真正防转发需在线激活或 TPM 封装，当前版本不提供。RKNN 只在 linux-arm64。你指名的推理后端不可用时会直接报错，不会自动换成别的后端。",
      "endpoint": "https://aistudio.darra.xyz/mcp",
      "tool": "search",
      "args": { "query": "强化学习 硬实时 macOS dump RKNN" },
      "reference": "https://aistudio.darra.xyz/doc/overview"
    },
    {
      "id": "download-installation",
      "name": "下载与安装",
      "description": "Studio Windows 安装包与 SDK 内核包免费获取：下载页 https://aistudio.darra.xyz/doc/downloads；C# 也可 NuGet Darra.AI.Runtime。商业功能（模型加密 / 单向加密出包 / 激活码）单独收费，按模型包，购买入口 https://shop.darra.xyz/aistudio。Linux 仅 SDK 内核包，不发放 Studio GUI。",
      "endpoint": "https://aistudio.darra.xyz/mcp",
      "tool": "get_sdk_install",
      "args": { "language": "c#" },
      "reference": "https://aistudio.darra.xyz/doc/downloads"
    },
    {
      "id": "contact",
      "name": "购买与技术支持",
      "description": "Studio 免费下载、SDK 免费获取（下载页 https://aistudio.darra.xyz/doc/downloads）。收费的是商业功能（模型加密 / 单向加密出包 / 激活码），按模型包，价格与购买入口 https://shop.darra.xyz/aistudio。技术支持 support@darra.xyz。官网 https://aistudio.darra.xyz",
      "endpoint": "https://aistudio.darra.xyz/mcp",
      "tool": "get_product_overview",
      "reference": "https://shop.darra.xyz/aistudio"
    }
  ]
}