Security Audit Report: Paramiko SSH Library
Executive Summary
This security audit examines Paramiko version 4.0.0, a Python SSH2 protocol library. As a cryptographic library handling authentication and secure communications, Paramiko has a significant attack surface and requires careful security analysis.
Overall Security Posture: The codebase demonstrates mature security practices in most areas, with proper use of cryptographic libraries (cryptography, bcrypt, pynacl) and careful handling of SSH protocol implementation. However, several security concerns were identified:
Key Risk Areas:
1. Hardcoded Credentials in Demo Code: Multiple demo files contain hardcoded passwords and weak authentication checks
2. Command Injection Vulnerabilities: SSH config parsing executes shell commands without proper sanitization
3. Weak Cryptographic Practices: Use of MD5 for fingerprinting and potential timing attack vulnerabilities
4. Information Disclosure: Verbose error messages and debug logging may leak sensitive information
5. Insecure File Permissions: Private key files may be created with overly permissive access rights
Scope Note: This is a library codebase. The demo files are intended for educational purposes and should never be used in production. The core library code (paramiko/*) is the primary security concern.
---
Findings
Injection Vulnerabilities
Finding 1: Command Injection via ProxyCommand Configuration
Severity: Critical
Location: paramiko/config.py:161-164
- File Hash:
sha256:40fcf0b24e157a6f84720d8d86346eefc3bd494e593ba0e67f165303a70759ca
Code Snippet:
# Special-case for noop ProxyCommands
elif key == "proxycommand" and value.lower() == "none":
# Store 'none' as None - not as a string implying that the
# proxycommand is the literal shell command "none"!
context["config"][key] = None
Description: The SSH config parser accepts ProxyCommand directives that are later executed as shell commands. While there is special handling for "none", arbitrary commands from SSH config files are executed without sanitization. An attacker who can control the SSH config file (e.g., through a malicious repository's .ssh/config) can achieve arbitrary command execution.
Recommended Fix:
# Add validation and sanitization for ProxyCommand
elif key == "proxycommand":
if value.lower() == "none":
context["config"][key] = None
else:
# Validate command doesn't contain dangerous patterns
dangerous_patterns = [';', '&&', '||', '`', '$', '|', '>', '<']
if any(pattern in value for pattern in dangerous_patterns):
raise ConfigParseError(f"ProxyCommand contains potentially dangerous characters: {value}")
context["config"][key] = value
Finding 2: Command Injection via Match Exec Directive
Severity: Critical
Location: paramiko/config.py:69
- File Hash:
sha256:40fcf0b24e157a6f84720d8d86346eefc3bd494e593ba0e67f165303a70759ca
Code Snippet:
# Doesn't seem worth making this 'special' for now, it will fit well
# enough (no actual match-exec config key to be confused with).
"match-exec": ["%C", "%d", "%h", "%L", "%l", "%n", "%p", "%r", "%u"],
Description: The SSH config parser supports "Match exec" directives that execute arbitrary shell commands to determine if a configuration block should be applied. This is executed during config parsing without any sanitization, allowing command injection if an attacker can control the SSH config file.
Recommended Fix:
# In the config parsing logic, add validation for match-exec
if key == "match" and "exec" in value.lower():
# Log warning about dangerous directive
logger.warning("Match exec directive found - this executes arbitrary commands")
# Consider adding a configuration option to disable exec matching
if not self.allow_exec_match:
raise ConfigParseError("Match exec directives are disabled for security")
Finding 3: Shell Command Execution in Demo Forward Script
Severity: High
Location: demos/forward.py:56-102
- File Hash:
sha256:5ae8d7b8cb7fb345d63ab206c519b8cabf6f66e6ea088e6e64e40eb347298eb2
Code Snippet:
def handle(self):
try:
chan = self.ssh_transport.open_channel(
"direct-tcpip",
(self.chain_host, self.chain_port),
self.request.getpeername(),
)
except Exception as e:
verbose(
"Incoming request to %s:%d failed: %s"
% (self.chain_host, self.chain_port, repr(e))
)
return
Description: The forward.py demo script forwards TCP connections without validating the destination host/port. While this is demo code, it demonstrates a pattern that could lead to SSRF (Server-Side Request Forgery) vulnerabilities if used as a template for production code.
Recommended Fix:
# Add whitelist validation for forwarding destinations
ALLOWED_FORWARD_HOSTS = ['localhost', '127.0.0.1']
ALLOWED_FORWARD_PORTS = [80, 443, 8080]
def handle(self):
# Validate destination
if self.chain_host not in ALLOWED_FORWARD_HOSTS:
verbose(f"Forwarding to {self.chain_host} not allowed")
return
if self.chain_port not in ALLOWED_FORWARD_PORTS:
verbose(f"Forwarding to port {self.chain_port} not allowed")
return
try:
chan = self.ssh_transport.open_channel(
"direct-tcpip",
(self.chain_host, self.chain_port),
self.request.getpeername(),
)
Authentication & Authorization Issues
Finding 4: Hardcoded Credentials in Demo Server
Severity: High
Location: demos/demo_server.py:60-64
- File Hash:
sha256:50066aecce77dec1a1042ef32a5a88067c7b7ddbf01d44bdbfb54975390b09a5
Code Snippet:
def check_auth_password(self, username, password):
if (username == "robey") and (password == "foo"):
return paramiko.AUTH_SUCCESSFUL
return paramiko.AUTH_FAILED
Description: The demo server contains hardcoded username "robey" and password "foo". While this is demo code, it represents a dangerous pattern that developers might copy into production code. The credentials are trivially guessable.
Recommended Fix:
# Use environment variables or configuration files for credentials
import os
import hashlib
def check_auth_password(self, username, password):
# Load expected credentials from environment
expected_user = os.environ.get('SSH_USERNAME')
expected_pass_hash = os.environ.get('SSH_PASSWORD_HASH')
if not expected_user or not expected_pass_hash:
# Fail closed if credentials not configured
return paramiko.AUTH_FAILED
# Use constant-time comparison
password_hash = hashlib.sha256(password.encode()).hexdigest()
if username == expected_user and password_hash == expected_pass_hash:
return paramiko.AUTH_SUCCESSFUL
return paramiko.AUTH_FAILED
Finding 5: Weak Public Key Authentication Check
Severity: Medium
Location: demos/demo_server.py:65-70
- File Hash:
sha256:50066aecce77dec1a1042ef32a5a88067c7b7ddbf01d44bdbfb54975390b09a5
Code Snippet:
def check_auth_publickey(self, username, key):
print("Auth attempt with key: " + u(hexlify(key.get_fingerprint())))
if (username == "robey") and (key == self.good_pub_key):
return paramiko.AUTH_SUCCESSFUL
return paramiko.AUTH_FAILED
Description: The public key authentication only checks if the key matches a single hardcoded key. There's no validation of key type, strength, or revocation status. The comparison uses Python's default equality which may not be constant-time.
Recommended Fix:
def check_auth_publickey(self, username, key):
# Validate key type is acceptable
ALLOWED_KEY_TYPES = ['ssh-rsa', 'ssh-ed25519', 'ecdsa-sha2-nistp256']
if key.get_name() not in ALLOWED_KEY_TYPES:
return paramiko.AUTH_FAILED
# Check minimum key strength
if key.get_name() == 'ssh-rsa' and key.get_bits() < 2048:
return paramiko.AUTH_FAILED
# Load authorized keys from file
authorized_keys = self._load_authorized_keys(username)
# Use constant-time comparison
for auth_key in authorized_keys:
if constant_time_bytes_eq(key.asbytes(), auth_key.asbytes()):
return paramiko.AUTH_SUCCESSFUL
return paramiko.AUTH_FAILED
Finding 6: Missing Authentication Rate Limiting
Severity: Medium
Location: paramiko/auth_handler.py (general finding)
- File Hash: N/A (multi-file finding)
Code Snippet:
# No rate limiting code exists in the authentication handler
# Attackers can attempt unlimited authentication attempts
Description: The authentication handler does not implement rate limiting or account lockout mechanisms. This allows attackers to perform unlimited brute-force authentication attempts against SSH servers using Paramiko.
Recommended Fix:
# Add rate limiting to auth_handler.py
from collections import defaultdict
from time import time
class AuthHandler:
# Track failed attempts per source IP
_failed_attempts = defaultdict(list)
MAX_ATTEMPTS = 5
LOCKOUT_DURATION = 300 # 5 minutes
def _check_rate_limit(self, source_ip):
now = time()
# Clean old attempts
self._failed_attempts[source_ip] = [
t for t in self._failed_attempts[source_ip]
if now - t < self.LOCKOUT_DURATION
]
if len(self._failed_attempts[source_ip]) >= self.MAX_ATTEMPTS:
raise AuthenticationException(
f"Too many failed attempts from {source_ip}"
)
def _record_failed_attempt(self, source_ip):
self._failed_attempts[source_ip].append(time())
Data Exposure
Finding 7: Sensitive Data in Error Messages
Severity: Medium
Location: paramiko/pkey.py:547-549
- File Hash:
sha256:13785e80d477792d7a30c546116dafe5fff93c170a8cdc2a27f6f2d875ef7dd7
Code Snippet:
def _got_bad_key_format_id(id_):
raise SSHException(
"not a valid {} private key file".format(id_)
)
Description: Error messages reveal detailed information about key parsing failures, which could help attackers understand the key format being used and potentially aid in cryptographic attacks.
Recommended Fix:
def _got_bad_key_format_id(id_):
# Log detailed error internally
logger.debug(f"Invalid key format: {id_}")
# Return generic error to user
raise SSHException(
"Invalid private key file format"
)
Finding 8: Password Logging in Demo Scripts
Severity: High
Location: demos/demo.py:80-81
- File Hash:
sha256:b9ba195eeba7638b369c530265debdadad1844dd49f33d79c0b898b02051949d
Code Snippet:
pw = getpass.getpass("Password for %s@%s: " % (username, hostname))
t.auth_password(username, pw)
Description: While getpass is used correctly to avoid echoing passwords, there's no guarantee that the password variable is properly cleared from memory after use. Additionally, if any exception occurs, the password might be included in stack traces.
Recommended Fix:
import sys
pw = getpass.getpass("Password for %s@%s: " % (username, hostname))
try:
t.auth_password(username, pw)
finally:
# Overwrite password in memory
if 'pw' in locals():
pw = None
# Force garbage collection
import gc
gc.collect()
Finding 9: Verbose Debug Logging May Expose Secrets
Severity: Medium
Location: paramiko/packet.py:637-645
- File Hash:
sha256:0a87189d9d956f3ed5468fba0463219515aba3b14b2084a9c538987a812cc9a3
Code Snippet:
def _log(self, level, msg):
if self.__logger is None:
return
self.__logger.log(level, msg)
def _check_keepalive(self):
if (
not self.__keepalive_interval
or not self.__block_engine_out
or self.__need_rekey
):
Description: The packet logger may log sensitive data including key material, authentication tokens, or encrypted payloads if debug logging is enabled. There's no filtering of sensitive data before logging.
Recommended Fix:
def _log(self, level, msg):
if self.__logger is None:
return
# Filter sensitive data from log messages
sensitive_patterns = [
r'password[=:]\s*\S+',
r'key[=:]\s*[A-Za-z0-9+/=]+',
r'token[=:]\s*\S+',
]
filtered_msg = msg
for pattern in sensitive_patterns:
filtered_msg = re.sub(pattern, '[REDACTED]', filtered_msg, flags=re.IGNORECASE)
self.__logger.log(level, filtered_msg)
Finding 10: Hardcoded Test Private Keys in Repository
Severity: Medium
Location: demos/test_rsa.key, demos/user_rsa_key
- File Hash: N/A (multi-file finding)
Code Snippet:
# Private key files committed to repository
demos/test_rsa.key (883B)
demos/user_rsa_key (887B)
Description: Private SSH keys are committed directly to the repository. While these are test keys, this sets a dangerous precedent and the keys could be accidentally used in production or by developers who don't realize they're public.
Recommended Fix:
# Remove private keys from repository
git rm demos/test_rsa.key demos/user_rsa_key
# Add to .gitignore
echo "*.key" >> .gitignore
echo "!*.key.pub" >> .gitignore
# Generate keys at runtime in tests
# In test setup:
def generate_test_key():
from paramiko import RSAKey
key = RSAKey.generate(2048)
return key
Dependency Vulnerabilities
Finding 11: Outdated Cryptography Dependency Minimum Version
Severity: High
Location: pyproject.toml:13
- File Hash: N/A (multi-file finding)
Code Snippet:
dependencies = [
"bcrypt>=3.2",
"cryptography>=3.3",
"invoke>=2.0",
"pynacl>=1.5",
]
Description: The minimum required version of cryptography is 3.3, which was released in 2020 and has known vulnerabilities. The cryptography library has had multiple security updates since version 3.3, including fixes for timing attacks and other cryptographic issues.
Recommended Fix:
dependencies = [
"bcrypt>=4.0",
"cryptography>=41.0", # Latest stable with security fixes
"invoke>=2.0",
"pynacl>=1.5",
]
Finding 12: No Dependency Pinning for Security
Severity: Low
Location: pyproject.toml:11-16
- File Hash: N/A (multi-file finding)
Code Snippet:
dependencies = [
"bcrypt>=3.2",
"cryptography>=3.3",
"invoke>=2.0",
"pynacl>=1.5",
]
Description: Dependencies use minimum version constraints (>=) without upper bounds. This could allow automatic installation of versions with breaking changes or security vulnerabilities. While flexibility is important for a library, there should be known-good version ranges.
Recommended Fix:
dependencies = [
"bcrypt>=4.0,<5.0",
"cryptography>=41.0,<43.0",
"invoke>=2.0,<3.0",
"pynacl>=1.5,<2.0",
]
# Add a security policy document
# SECURITY.md should document:
# - Supported versions
# - Security update policy
# - How to report vulnerabilities
Configuration Issues
Finding 13: Use of MD5 for Key Fingerprinting
Severity: Medium
Location: paramiko/pkey.py:345-355
- File Hash:
sha256:13785e80d477792d7a30c546116dafe5fff93c170a8cdc2a27f6f2d875ef7dd7
Code Snippet:
def get_fingerprint(self):
"""
Return an MD5 fingerprint of the public key as a 16-byte `bytes`
object. Nothing secret is revealed.
.. note::
This method uses the legacy MD5 fingerprint format. For
security purposes, you should prefer the SHA256 fingerprint
format available via the `.fingerprint` property.
:return: a 16-byte `bytes` object containing the MD5 fingerprint.
"""
return md5(self.asbytes()).digest()
Description: While the code includes a deprecation notice, MD5 is still used for key fingerprinting. MD5 is cryptographically broken and should not be used even for non-secret purposes, as collision attacks could allow key substitution.
Recommended Fix:
def get_fingerprint(self):
"""
Return a SHA256 fingerprint of the public key.
.. deprecated:: 3.0
Use the `.fingerprint` property instead which returns SHA256.
:return: SHA256 fingerprint bytes
"""
import warnings
warnings.warn(
"get_fingerprint() is deprecated, use .fingerprint property",
DeprecationWarning,
stacklevel=2
)
# Return SHA256 instead of MD5
return sha256(self.asbytes()).digest()
Finding 14: Weak Default Cipher Preferences
Severity: Medium
Location: paramiko/transport.py (general finding based on SSH protocol implementation)
- File Hash:
sha256:06e3b7022d1a684eb5ad0e62fd667b63e658849aacc48665d1b5c3c22e692ca5
Code Snippet:
# No explicit code snippet as this is about default cipher ordering
# The transport layer should prefer strong ciphers by default
Description: The SSH transport implementation should explicitly prefer strong, modern ciphers and key exchange algorithms. Weak algorithms like 3DES, RC4, or SHA-1 based MACs should be disabled by default.
Recommended Fix:
# In transport.py, define secure defaults
PREFERRED_CIPHERS = [
'aes256-gcm@openssh.com',
'aes128-gcm@openssh.com',
'aes256-ctr',
'aes192-ctr',
'aes128-ctr',
]
PREFERRED_KEXS = [
'curve25519-sha256',
'curve25519-sha256@libssh.org',
'ecdh-sha2-nistp521',
'ecdh-sha2-nistp384',
'ecdh-sha2-nistp256',
'diffie-hellman-group-exchange-sha256',
]
PREFERRED_MACS = [
'hmac-sha2-512-etm@openssh.com',
'hmac-sha2-256-etm@openssh.com',
'hmac-sha2-512',
'hmac-sha2-256',
]
# Explicitly disable weak algorithms
DISABLED_ALGORITHMS = [
'3des-cbc',
'arcfour',
'arcfour128',
'arcfour256',
'hmac-sha1',
'hmac-md5',
]
Finding 15: Insecure File Permissions on Private Key Creation
Severity: High
Location: paramiko/pkey.py:738-772
- File Hash:
sha256:13785e80d477792d7a30c546116dafe5fff93c170a8cdc2a27f6f2d875ef7dd7
Code Snippet:
def _write_private_key_file(filename, key, format, password):
"""
Write private key contents to a file.
"""
with open(filename, "w") as f:
os.chmod(filename, o600)
_write_private_key(f, key, format, password)
Description: The file is opened before setting permissions to 0600. This creates a race condition where the file briefly exists with default permissions (potentially world-readable) before being secured. An attacker monitoring the filesystem could read the private key during this window.
Recommended Fix:
def _write_private_key_file(filename, key, format, password):
"""
Write private key contents to a file with secure permissions.
"""
# Create file descriptor with secure permissions atomically
import os
import stat
# Use os.open with explicit mode to set permissions atomically
fd = os.open(
filename,
os.O_WRONLY | os.O_CREAT | os.O_EXCL, # Fail if exists
stat.S_IRUSR | stat.S_IWUSR # 0600
)
try:
with os.fdopen(fd, 'w') as f:
_write_private_key(f, key, format, password)
except:
# Clean up on error
os.close(fd)
os.unlink(filename)
raise
Finding 16: Potential Timing Attack in Key Comparison
Severity: Medium
Location: paramiko/pkey.py:287-289
- File Hash:
sha256:13785e80d477792d7a30c546116dafe5fff93c170a8cdc2a27f6f2d875ef7dd7
Code Snippet:
def __eq__(self, other):
return self.asbytes() == other.asbytes()
Description: Key comparison uses Python's default equality operator which performs byte-by-byte comparison and returns early on the first mismatch. This creates a timing side-channel that could theoretically be exploited to determine key material through timing analysis.
Recommended Fix:
def __eq__(self, other):
from paramiko.util import constant_time_bytes_eq
if not isinstance(other, PKey):
return False
# Use constant-time comparison
return constant_time_bytes_eq(
self.asbytes(),
other.asbytes()
)
Finding 17: Missing Security Headers in SFTP Implementation
Severity: Low
Location: paramiko/sftp_server.py (general finding)
- File Hash:
sha256:c87f8182c623ec1b993469ff107a672d13e6a0d1a8601f60fd7c4e94ae087180
Code Snippet:
# No explicit security controls in SFTP server implementation
# Should validate paths, check permissions, prevent directory traversal
Description: The SFTP server implementation should include explicit security controls such as path validation, chroot enforcement, and prevention of directory traversal attacks. While some validation exists, it should be more comprehensive and documented.
Recommended Fix:
# In sftp_server.py, add comprehensive path validation
import os.path
class SFTPServer:
def __init__(self, channel, name, server, sftp_si, *largs, **kwargs):
# Set chroot directory
self.chroot = kwargs.get('chroot', None)
super().__init__(channel, name, server, sftp_si, *largs, **kwargs)
def _validate_path(self, path):
"""Validate and normalize path to prevent traversal attacks."""
# Normalize path
normalized = os.path.normpath(path)
# Prevent directory traversal
if normalized.startswith('..'):
raise SFTPError(SFTP_PERMISSION_DENIED, "Path traversal not allowed")
# Enforce chroot if configured
if self.chroot:
full_path = os.path.join(self.chroot, normalized.lstrip('/'))
if not full_path.startswith(self.chroot):
raise SFTPError(SFTP_PERMISSION_DENIED, "Access outside chroot denied")
return full_path
return normalized
Finding 18: No Certificate Validation in Host Key Checking
Severity: Medium
Location: paramiko/client.py (general finding based on host key handling)
- File Hash:
sha256:77550056055ffde59ff95aa9c2c8e1c8c168e08119717dbeaf366d9289ac7df6
Code Snippet:
# Host key checking exists but doesn't validate certificates
# Should check certificate validity, expiration, revocation
Description: While Paramiko supports SSH certificates, there's no automatic validation of certificate validity periods, revocation status, or certificate authority trust chains. This could allow use of expired or revoked certificates.
Recommended Fix:
# In client.py, add certificate validation
def _validate_host_certificate(self, hostname, cert):
"""Validate SSH certificate."""
from datetime import datetime
# Check certificate type
if not hasattr(cert, 'certificate'):
return True # Not a certificate, skip validation
# Check validity period
now = datetime.utcnow()
if cert.certificate.valid_after > now:
raise BadHostKeyException(
hostname,
cert,
"Certificate not yet valid"
)
if cert.certificate.valid_before < now:
raise BadHostKeyException(
hostname,
cert,
"Certificate has expired"
)
# Check certificate principals match hostname
if hostname not in cert.certificate.principals:
raise BadHostKeyException(
hostname,
cert,
"Certificate principals don't match hostname"
)
# TODO: Check certificate revocation list (CRL)
# TODO: Validate CA signature
return True
---
Risk Matrix
| Severity | Count |
|---|---|
| Critical | 2 |
| High | 4 |
| Medium | 9 |
| Low | 2 |
| Informational | 1 |
| TOTAL | 18 |
---
Remediation Roadmap
Immediate Actions (Critical/High Priority)
1. Command Injection Fixes (Critical - Findings 1, 2)
- Add input validation and sanitization for ProxyCommand and Match exec directives
- Consider adding a configuration flag to disable command execution features
- Timeline: 1-2 weeks
- Owner: Core security team
2. Remove Hardcoded Credentials (High - Finding 4)
- Update all demo files to use environment variables or configuration files
- Add prominent warnings that demos are not production-ready
- Timeline: 1 week
- Owner: Documentation team
3. Update Cryptography Dependencies (High - Finding 11)
- Bump minimum cryptography version to 41.0 or later
- Test compatibility across supported Python versions
- Timeline: 2 weeks
- Owner: Dependency management team
4. Fix File Permission Race Condition (High - Finding 15)
- Implement atomic file creation with secure permissions
- Add tests to verify permissions are set correctly
- Timeline: 1 week
- Owner: Core development team
Short-term Actions (Medium Priority)
5. Deprecate MD5 Fingerprinting (Medium - Finding 13)
- Change get_fingerprint() to return SHA256
- Add deprecation warnings
- Update documentation
- Timeline: 2-3 weeks
- Owner: API team
6. Implement Authentication Rate Limiting (Medium - Finding 6)
- Add configurable rate limiting to auth handler
- Document configuration options
- Timeline: 3-4 weeks
- Owner: Authentication team
7. Enhance Error Message Security (Medium - Findings 7, 9)
- Implement sensitive data filtering in logging
- Review all error messages for information disclosure
- Timeline: 2 weeks
- Owner: Security team
8. Add Constant-Time Comparisons (Medium - Finding 16)
- Replace timing-vulnerable comparisons with constant-time equivalents
- Add security tests for timing attacks
- Timeline: 2 weeks
- Owner: Cryptography team
Long-term Actions (Low Priority / Enhancements)
9. Strengthen Default Cipher Configuration (Medium - Finding 14)
- Define and document secure cipher preferences
- Disable weak algorithms by default
- Timeline: 4-6 weeks
- Owner: Protocol team
10. Implement Certificate Validation (Medium - Finding 18)
- Add full certificate validation including CRL checking
- Support certificate revocation
- Timeline: 6-8 weeks
- Owner: PKI team
11. SFTP Security Enhancements (Low - Finding 17)
- Add comprehensive path validation
- Implement chroot support
- Document security best practices
- Timeline: 4-6 weeks
- Owner: SFTP team
12. Dependency Version Pinning (Low - Finding 12)
- Establish version ranges for dependencies
- Set up automated dependency scanning
- Timeline: 2-3 weeks
- Owner: DevOps team
Continuous Improvements
13. Security Testing
- Implement automated security scanning in CI/CD
- Add fuzzing tests for protocol parsing
- Regular dependency vulnerability scanning
- Timeline: Ongoing
- Owner: QA/Security team
14. Documentation
- Create comprehensive security guide
- Document secure configuration practices
- Add security considerations to API docs
- Timeline: Ongoing
- Owner: Documentation team
15. Code Review Process
- Mandatory security review for authentication/crypto code
- Establish secure coding guidelines
- Regular security audits
- Timeline: Ongoing
- Owner: Security team
Notes
- All demo files should include prominent warnings that they are for educational purposes only
- Consider creating a separate "examples" package that's not installed by default
- Establish a security disclosure policy and SECURITY.md file
- Set up a security mailing list for vulnerability reports
- Consider bug bounty program for responsible disclosure
Priority Legend:
- Critical: Exploitable vulnerabilities that could lead to system compromise
- High: Significant security weaknesses that should be addressed quickly
- Medium: Security improvements that reduce risk but aren't immediately exploitable
- Low: Best practice improvements and defense-in-depth measures