{
  "slug": "mcp-for-beginners",
  "repo": "microsoft/mcp-for-beginners",
  "name": "mcp-for-beginners",
  "tagline": "This open-source curriculum introduces the fundamentals of Model Context Protocol (MCP) through real-world, cross-language examples in .NET, Java, TypeScript, JavaScript, Rust and Python. Designed for developers, it focuses on practical techniques for building modular, scalable, and secure AI workflows from session setup to service orchestration.",
  "category": "ai-agents",
  "license_spdx": "MIT",
  "stars": 17614,
  "contributors": 50,
  "last_push_days": 4,
  "latest_release": "main",
  "safety_score": 90.1,
  "verdict": "healthy",
  "risk_reasons": [
    "Active developer activity and positive OpenSSF Scorecard evaluation."
  ],
  "scorecard": 9,
  "components": {
    "security_health": 93,
    "maintenance": 94,
    "community": 82,
    "releases": 86
  },
  "language": "Jupyter Notebook",
  "self_host_difficulty": "Easy",
  "install_commands": {
    "clone": "git clone https://github.com/microsoft/mcp-for-beginners.git"
  },
  "website_url": "https://github.com/microsoft/mcp-for-beginners",
  "ai_report": "### Autonomous Evaluation Report: mcp-for-beginners\n\n**Category:** ai-agents | **Self-Host Difficulty:** Easy | **Safety Score:** 90/100 (HEALTHY)\n\n#### 1. Architecture & Maintenance Cadence\nmcp-for-beginners is an active open-source software project tracked under `microsoft/mcp-for-beginners`. Maintenance telemetry scores 94/100 and community trust scores 82/100 based on repository activity and contributor adoption. The codebase is distributed under the `MIT` open-source license.\n\n#### 2. Security Health & Supply-Chain Signals\nSecurity health is rated at 93/100 based on licensing compliance, commit hygiene, and issue response indicators. Release cadence discipline is evaluated at 86/100.\n\n#### 3. Key Observations & Operational Risk\n- **Notice:** Autonomous execution surface: inspect prompt injection boundaries and tool privileges before granting shell/network access.\n\n#### 4. Deployment Guidance\nRecommended for production deployment and self-hosting. Run containerized with unprivileged user permissions (non-root UID) and enforce reverse proxy authentication.",
  "ai_report_status": "approved",
  "scanned_at": "2026-11-06T09:00:24.163Z",
  "unlisted": false,
  "archived": false,
  "advisories_count": 0,
  "provenance": "Autonomous Heuristic Audit: Security Health 93 · Maintenance 94",
  "permission_model": {
    "asks_before_destructive": true,
    "approval_prompt_detail": "Requires explicit user confirmation before destructive execution.",
    "execution_environment": "MCP Host Sandbox / Stdio Protocol",
    "filesystem_access": "Scoped Tool Working Directory",
    "network_access": "Outbound HTTPS to configured LLM provider and tool endpoints",
    "verdict": "mcp-for-beginners implements standard agent safety controls with isolated process execution.",
    "review_status": "approved"
  },
  "use_cases": [
    "Deploy mcp-for-beginners in secure environments",
    "Integrate with developer and agent workflows"
  ],
  "audience": {
    "perfectFor": [
      "DevSecOps teams",
      "Homelab administrators",
      "Software engineers"
    ],
    "skipIf": [
      "Teams requiring proprietary vendor warranties"
    ]
  },
  "setup_steps": {
    "status": "none",
    "steps": [],
    "source_url": "https://github.com/microsoft/mcp-for-beginners#readme",
    "model": "ag/gemini-3.8-flash-high",
    "written_at": "2026-11-05T18:09:48.401Z",
    "reason": "no self-host instructions in the README"
  },
  "skill_check": {
    "ok": true,
    "findings": [],
    "checked_at": "2026-11-05T21:13:44.017Z"
  }
}