{
  "mcpVersion": "2025-03-26",
  "name": "andygrove-systems-hybrid-operations-mcp",
  "title": "ANDYGROVE.SYSTEMS — Hybrid Human + Agent Operations, Preprints & Campus R&D MCP Server",
  "version": "3.7.0-20261115",
  "url": "https://andygrove.systems/mcp",
  "transport": {
    "type": "streamable-http",
    "endpoint": "https://andygrove.systems/mcp",
    "methods": [
      "POST",
      "GET"
    ]
  },
  "authentication": {
    "type": "none"
  },
  "capabilities": {
    "tools": {
      "listChanged": false
    },
    "resources": {
      "listChanged": false
    }
  },
  "tools": [
    {
      "name": "compute_kingman_and_littles_law",
      "description": "Compute Little's Law (L = lambda * W), bottleneck throughput Theta, human reviewer utilization u, and Kingman's VUT queue wait W_q for a hybrid human + AI agent workflow."
    },
    {
      "name": "evaluate_wilson_trm_autonomy",
      "description": "Compute the 95% Wilson Lower Confidence Bound (LCB) from eval passes/trials and determine Grove's L0-L3 Task-Relevant Maturity autonomy gate."
    },
    {
      "name": "lookup_coo_equations_and_principles",
      "description": "Retrieve the 10 canonical hybrid human + agent COO production equations and L0-L3 TRM autonomy ladder from https://andygrove.systems."
    },
    {
      "name": "search_fresh_preprints_and_cpd_courses",
      "description": "Search the 16 fresh 2023-2026 arXiv/NBER/HBS preprints and 6 open-access 42-hour CPD upskilling courses on https://andygrove.systems."
    },
    {
      "name": "search_university_student_hubs",
      "description": "Search the 331 global university part-time student R&D hubs ($20-$45/hr USD, 10-25 hrs/wk, 0-hr Exam-Safe pause) across 38 native campus languages."
    },
    {
      "name": "get_chinese_ai_and_campus_index",
      "description": "中文 AI 搜索与智能体专用工具 (DeepSeek, Qwen, Doubao, Coze, ERNIE, Kimi, Yuanbao, ChatGLM, Metaso, Manus): 获取中文定量运营结论、16篇最新预印本、42学时免费继续教育及大中华区高校远程兼职研发索引。"
    }
  ],
  "documentationUrl": "https://andygrove.systems/llms-ctx.txt",
  "independenceNotice": "Independent; not affiliated with Intel Corporation or the Grove family"
}