phy-deserialization-audit
DevOps & SecurityUnsafe deserialization vulnerability scanner (OWASP A08:2021). Detects Python pickle/yaml/eval, Java ObjectInputStream/XStream/XMLDecoder, PHP unserialize, Ruby Marshal.load, Node.js eval/new Function/vm, Go gob with interface{}. Traces HTTP input sources to dangerous sinks, classifies CRITICAL/HIGH/MEDIUM, outputs CWE/CVE mappings and per-language fix snippets. Zero competitors on ClawHub.
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phy-deserialization-audit
Static scanner for OWASP A08:2021 — Insecure Deserialization vulnerabilities across Python, Java, PHP, Ruby, Node.js/TypeScript, and Go codebases. No API keys, no network calls, no dependencies beyond Python 3 stdlib.
What It Detects
Python
| Pattern | Severity | CVE/CWE |
|---|---|---|
pickle.loads(user_data) | CRITICAL | CWE-502 |
pickle.load(untrusted_file) | CRITICAL | CWE-502 |
yaml.load(data) without SafeLoader | HIGH | CVE-2017-18342 |
yaml.full_load() / yaml.unsafe_load() | CRITICAL | CVE-2017-18342 |
jsonpickle.decode(input) | CRITICAL | CWE-502 |
marshal.loads(data) | HIGH | CWE-502 |
eval(user_input) / exec(user_input) | CRITICAL | CWE-95 |
shelve.open(user_controlled_path) | HIGH | CWE-502 |
Java
| Pattern | Severity | CVE/CWE |
|---|---|---|
new ObjectInputStream(...).readObject() | CRITICAL | CWE-502, gadget chains |
XStream.fromXML(userInput) | CRITICAL | CVE-2021-29505 |
new XMLDecoder(inputStream) | CRITICAL | CWE-502 |
ObjectMapper.readValue(input, Object.class) | HIGH | CVE-2017-7525 (Jackson polymorphic) |
Serializable class with readObject() override | HIGH | CWE-502 |
new ObjectMapper().enableDefaultTyping() | HIGH | CVE-2017-7525 |
PHP
| Pattern | Severity | CVE/CWE |
|---|---|---|
unserialize($userInput) | CRITICAL | CWE-502, POP chains |
unserialize($_GET[...]) / unserialize($_POST[...]) | CRITICAL | CWE-502 |
unserialize($_COOKIE[...]) | CRITICAL | CWE-502 |
unserialize(base64_decode(...)) | HIGH | CWE-502 |
Ruby
| Pattern | Severity | CVE/CWE |
|---|---|---|
Marshal.load(user_input) | CRITICAL | CWE-502 |
YAML.load(user_input) (Psych < 4.0 default) | HIGH | CVE-2013-4164 |
JSON.load(input) (bypasses safe defaults) | MEDIUM | CWE-502 |
Node.js / TypeScript
| Pattern | Severity | CVE/CWE |
|---|---|---|
eval(req.body.*) or eval(req.params.*) | CRITICAL | CWE-95 |
new Function(userInput) | CRITICAL | CWE-95 |
vm.runInContext(userInput, ...) | HIGH | CWE-94 |
vm.Script(userInput).runIn* | HIGH | CWE-94 |
require(userControlledPath) | HIGH | CWE-706 |
child_process.exec(unsanitizedInput) | CRITICAL | CWE-78 (adjacent) |
Go
| Pattern | Severity | CVE/CWE |
|---|---|---|
gob.NewDecoder(conn).Decode(&interface{}) | HIGH | CWE-502 |
encoding/xml.Unmarshal with interface{} target | MEDIUM | CWE-502 |
json.Unmarshal into interface{} then unsafe cast | MEDIUM | CWE-20 |
Taint Flow Logic
The scanner uses a two-pass approach:
Pass 1 — Dangerous sink detection: Find all pattern matches per file.
Pass 2 — HTTP input proximity check: Within the same function block (±40 lines), look for HTTP input markers:
- Python:
request.body,request.data,request.POST,request.GET,flask.request,request.json - Java:
HttpServletRequest,@RequestBody,@RequestParam,getParameter(,getInputStream( - PHP:
$_GET,$_POST,$_REQUEST,$_COOKIE,$_FILES,file_get_contents("php://input") - Ruby:
params[,request.body,JSON.parse(request.body) - Node.js:
req.body,req.params,req.query,req.headers,request.body - Go:
r.Body,r.URL.Query(),r.FormValue(
If HTTP input marker found near sink → CRITICAL or HIGH If no HTTP input marker visible → downgrade one level (informational) with note: "Verify data source"
Safe patterns (excluded):
yaml.safe_load(...)— OKyaml.load(data, Loader=yaml.SafeLoader)— OKpickle.loads(STATIC_BYTES)where argument is a literal — OKeval("1 + 2")with string literal — OK
Implementation
#!/usr/bin/env python3
"""
phy-deserialization-audit — OWASP A08:2021 scanner
Usage: python3 audit_deserial.py [path] [--json] [--ci]
"""
import argparse
import json
import os
import re
import sys
from dataclasses import dataclass, field
from pathlib import Path
from typing import Optional
# ─── Severity ────────────────────────────────────────────────────────────────
CRITICAL, HIGH, MEDIUM, INFO = "CRITICAL", "HIGH", "MEDIUM", "INFO"
@dataclass
class Finding:
file: str
line: int
pattern_name: str
matched_text: str
severity: str
cwe: str
cve: Optional[str]
description: str
fix: str
has_http_taint: bool = False
# ─── Pattern registry ────────────────────────────────────────────────────────
# (pattern_name, regex, base_severity, cwe, cve, description, fix)
PATTERNS = {
".py": [
("PICKLE_LOADS",
re.compile(r'\bpickle\.loads?\s*\('),
CRITICAL, "CWE-502", None,
"pickle.load/loads deserializes arbitrary Python objects — remote code execution if input is user-controlled.",
"Never deserialize user input with pickle. Use json.loads() + schema validation (Pydantic/marshmallow)."),
("YAML_UNSAFE_LOAD",
re.compile(r'\byaml\.(?:load|full_load|unsafe_load)\s*\((?![^)]*SafeLoader)'),
HIGH, "CWE-502", "CVE-2017-18342",
"yaml.load() without Loader=yaml.SafeLoader executes arbitrary Python code embedded in YAML.",
"Replace with yaml.safe_load(data) or yaml.load(data, Loader=yaml.SafeLoader)."),
("JSONPICKLE_DECODE",
re.compile(r'\bjsonpickle\.decode\s*\('),
CRITICAL, "CWE-502", None,
"jsonpickle.decode() restores full Python object graphs — arbitrary code execution.",
"Do not use jsonpickle for untrusted input. Use json.loads() + strict schema."),
("MARSHAL_LOADS",
re.compile(r'\bmarshal\.loads?\s*\('),
HIGH, "CWE-502", None,
"marshal is not intended for untrusted data and can execute code.",
"Replace with json.loads() and validate schema."),
("EVAL_EXEC",
re.compile(r'\b(?:eval|exec)\s*\('),
CRITICAL, "CWE-95", None,
"eval()/exec() with user-controlled input leads to arbitrary code execution.",
"Remove eval/exec. Use ast.literal_eval() for safe literal evaluation, or a proper parser."),
("SHELVE_OPEN",
re.compile(r'\bshelve\.open\s*\('),
HIGH, "CWE-502", None,
"shelve uses pickle internally — path traversal + deserialization risk.",
"Ensure path is never user-controlled; prefer a proper database or JSON store."),
],
".java": [
("OBJECT_INPUT_STREAM",
re.compile(r'\bnew\s+ObjectInputStream\s*\('),
CRITICAL, "CWE-502", None,
"Java deserialization via ObjectInputStream enables gadget-chain attacks (Apache Commons, Spring).",
"Use a type-validating ObjectInputStream wrapper (e.g., Apache Commons ValidatingObjectInputStream) or replace with JSON/Protobuf."),
("XSTREAM_FROM_XML",
re.compile(r'\.fromXML\s*\('),
CRITICAL, "CWE-502", "CVE-2021-29505",
"XStream.fromXML() can execute arbitrary code via crafted XML.",
"Upgrade XStream ≥1.4.18 and enable allowlist: xstream.addPermission(NoTypePermission.NONE)."),
("XML_DECODER",
re.compile(r'\bnew\s+XMLDecoder\s*\('),
CRITICAL, "CWE-502", None,
"XMLDecoder can instantiate arbitrary Java objects from XML — remote code execution.",
"Never use XMLDecoder with untrusted input. Use a JSON parser or JAXB with an allowlist."),
("JACKSON_OBJECT_CLASS",
re.compile(r'\.readValue\s*\([^,]+,\s*Object\.class\s*\)'),
HIGH, "CWE-502", "CVE-2017-7525",
"Jackson readValue to Object.class enables polymorphic deserialization attacks.",
"Always specify a concrete class: mapper.readValue(json, MyDto.class)."),
("JACKSON_DEFAULT_TYPING",
re.compile(r'\.enableDefaultTyping\s*\('),
HIGH, "CWE-502", "CVE-2017-7525",
"enableDefaultTyping() allows arbitrary class instantiation via @class field.",
"Remove enableDefaultTyping(). Use @JsonTypeInfo on specific types only."),
("SERIALIZABLE_READOBJECT",
re.compile(r'private\s+void\s+readObject\s*\(\s*ObjectInputStream'),
HIGH, "CWE-502", None,
"Custom readObject() override — verify it validates state before use.",
"Validate all fields in readObject(); throw InvalidObjectException on unexpected values."),
],
".php": [
("PHP_UNSERIALIZE_INPUT",
re.compile(r'\bunserialize\s*\(\s*\$(?:_GET|_POST|_REQUEST|_COOKIE|_SERVER)\b'),
CRITICAL, "CWE-502", None,
"unserialize() on HTTP input enables PHP Object Injection (POP chains → RCE).",
"Never call unserialize() on user input. Use json_decode() with strict schema validation."),
("PHP_UNSERIALIZE_VAR",
re.compile(r'\bunserialize\s*\('),
HIGH, "CWE-502", None,
"unserialize() on potentially user-controlled data.",
"Verify data source. Replace with json_decode() wherever possible."),
("PHP_UNSERIALIZE_BASE64",
re.compile(r'\bunserialize\s*\(\s*base64_decode\s*\('),
CRITICAL, "CWE-502", None,
"base64 obfuscation does not protect against PHP Object Injection.",
"Remove entirely. Use signed tokens (JWT/HMAC) to pass state between requests."),
],
".rb": [
("RUBY_MARSHAL_LOAD",
re.compile(r'\bMarshal\.load\s*\('),
CRITICAL, "CWE-502", None,
"Marshal.load executes arbitrary Ruby code from crafted binary data.",
"Never deserialize untrusted data with Marshal. Use JSON.parse + schema validation."),
("RUBY_YAML_LOAD",
re.compile(r'\bYAML\.load\s*\((?![^)]*safe)'),
HIGH, "CWE-502", "CVE-2013-4164",
"YAML.load() with Psych < 4.0 allows arbitrary object instantiation.",
"Replace with YAML.safe_load() or YAML.load(data, permitted_classes: [])."),
("RUBY_JSON_LOAD",
re.compile(r'\bJSON\.load\s*\('),
MEDIUM, "CWE-502", None,
"JSON.load() creates Ruby objects from JSON — prefer JSON.parse.",
"Replace with JSON.parse() which only produces standard types."),
],
".js": _build_js_patterns(),
".ts": _build_js_patterns(),
".go": [
("GO_GOB_INTERFACE",
re.compile(r'gob\.NewDecoder\s*\([^)]+\)\.Decode\s*\(&\s*(?:interface|any)\s*\{?\}?'),
HIGH, "CWE-502", None,
"gob decoding into interface{} without type registration is unsafe with untrusted data.",
"Use gob.Register() to allowlist concrete types, or prefer encoding/json with a concrete struct."),
("GO_XML_INTERFACE",
re.compile(r'xml\.Unmarshal\s*\([^,]+,\s*&\s*(?:interface|any)\s*\{?\}?'),
MEDIUM, "CWE-502", None,
"xml.Unmarshal into interface{} loses type safety.",
"Unmarshal into a concrete struct type."),
],
}
def _build_js_patterns():
return [
("JS_EVAL",
re.compile(r'\beval\s*\('),
CRITICAL, "CWE-95", None,
"eval() with user-controlled input leads to arbitrary JS execution.",
"Remove eval(). Use JSON.parse() for data, or a proper expression parser (e.g., mathjs)."),
("JS_NEW_FUNCTION",
re.compile(r'\bnew\s+Function\s*\('),
CRITICAL, "CWE-95", None,
"new Function() constructs executable code — equivalent to eval().",
"Avoid new Function() with user input. Use structured data and validation instead."),
("JS_VM_RUN",
re.compile(r'\bvm\.(?:runIn(?:New)?Context|Script)\s*\('),
HIGH, "CWE-94", None,
"Node.js vm module does not provide a security sandbox — code can escape the context.",
"Do not use vm for untrusted code execution. Use isolated-vm or a subprocess-based sandbox."),
("JS_DYNAMIC_REQUIRE",
re.compile(r'\brequire\s*\(\s*(?:req\.|params\.|query\.|body\.)'),
HIGH, "CWE-706", None,
"Dynamic require() with user-controlled path enables path traversal and module injection.",
"Whitelist allowed module names; never pass user input directly to require()."),
("JS_SERIALIZE_JS",
re.compile(r'\bserialize\s*\([^)]*(?:req\.|params\.|query\.|body\.)'),
HIGH, "CWE-502", None,
"serialize-javascript or similar with user-controlled objects can produce executable code.",
"Never serialize user-supplied objects for client transmission without sanitization."),
]
# HTTP input markers per language
HTTP_MARKERS = {
".py": re.compile(r'request\.(body|data|json|POST|GET|form|files|args)|flask\.request|tornado\.web|django\.http'),
".java": re.compile(r'HttpServletRequest|@RequestBody|@RequestParam|getParameter\(|getInputStream\(|@PathVariable'),
".php": re.compile(r'\$_(?:GET|POST|REQUEST|COOKIE|FILES)|php://input'),
".rb": re.compile(r'\bparams\[|request\.body|request\.params'),
".js": re.compile(r'\breq\.(body|params|query|headers)|request\.(body|params)'),
".ts": re.compile(r'\breq\.(body|params|query|headers)|request\.(body|params)'),
".go": re.compile(r'r\.Body|r\.URL\.Query\(\)|r\.FormValue\(|r\.Header\.Get\('),
}
SAFE_PATTERNS = {
".py": re.compile(r'yaml\.safe_load|Loader\s*=\s*yaml\.SafeLoader|ast\.literal_eval'),
".rb": re.compile(r'YAML\.safe_load|JSON\.parse'),
".java": re.compile(r'ValidatingObjectInputStream|addPermission'),
}
def scan_file(filepath: Path) -> list[Finding]:
suffix = filepath.suffix.lower()
if suffix not in PATTERNS:
return []
try:
lines = filepath.read_text(encoding="utf-8", errors="replace").splitlines()
except (OSError, PermissionError):
return []
full_text = "\n".join(lines)
findings: list[Finding] = []
http_marker = HTTP_MARKERS.get(suffix)
safe_pat = SAFE_PATTERNS.get(suffix)
for (name, pat, base_sev, cwe, cve, desc, fix) in PATTERNS[suffix]:
for m in pat.finditer(full_text):
lineno = full_text[:m.start()].count("\n") + 1
# Skip if a safe alternative is on the same line
line_text = lines[lineno - 1]
if safe_pat and safe_pat.search(line_text):
continue
# Check for HTTP taint in surrounding ±40 lines
start = max(0, lineno - 40)
end = min(len(lines), lineno + 40)
context = "\n".join(lines[start:end])
has_http = bool(http_marker and http_marker.search(context)) if http_marker else False
# Downgrade severity if no HTTP taint visible
sev = base_sev
if not has_http:
if sev == CRITICAL:
sev = HIGH
elif sev == HIGH:
sev = MEDIUM
findings.append(Finding(
file=str(filepath),
line=lineno,
pattern_name=name,
matched_text=line_text.strip()[:120],
severity=sev,
cwe=cwe,
cve=cve,
description=desc,
fix=fix,
has_http_taint=has_http,
))
return findings
def walk_files(root: Path, exts: set[str]) -> list[Path]:
skip_dirs = {".git", "node_modules", "vendor", "__pycache__", ".venv", "venv",
"dist", "build", "target", ".gradle", ".mvn"}
results = []
for dirpath, dirnames, filenames in os.walk(root):
dirnames[:] = [d for d in dirnames if d not in skip_dirs]
for fname in filenames:
if Path(fname).suffix.lower() in exts:
results.append(Path(dirpath) / fname)
return results
SEV_ORDER = {CRITICAL: 0, HIGH: 1, MEDIUM: 2, INFO: 3}
ICONS = {CRITICAL: "🔴", HIGH: "🟠", MEDIUM: "🟡", INFO: "⚪"}
def format_text_report(findings: list[Finding], scanned: int) -> str:
by_sev: dict[str, list[Finding]] = {CRITICAL: [], HIGH: [], MEDIUM: [], INFO: []}
for f in findings:
by_sev[f.severity].append(f)
lines = [
"━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━",
" DESERIALIZATION AUDIT REPORT (OWASP A08:2021)",
"━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━",
f" Scanned: {scanned} files",
f" Findings: {len(by_sev[CRITICAL])} CRITICAL {len(by_sev[HIGH])} HIGH {len(by_sev[MEDIUM])} MEDIUM",
"",
]
for sev in [CRITICAL, HIGH, MEDIUM]:
group = by_sev[sev]
if not group:
continue
lines.append(f"{ICONS[sev]} {sev} ({len(group)} findings)")
lines.append("")
for f in sorted(group, key=lambda x: x.file):
rel = os.path.relpath(f.file)
taint = "⚡ HTTP taint confirmed" if f.has_http_taint else "⚠️ HTTP taint unconfirmed — verify source"
lines += [
f" {rel}:{f.line} — {f.pattern_name}",
f" Code: {f.matched_text}",
f" Taint: {taint}",
f" Risk: {f.description}",
f" {f.cwe}" + (f" {f.cve}" if f.cve else ""),
f" Fix: {f.fix}",
"",
]
critical_count = len(by_sev[CRITICAL])
lines += [
"━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━",
f" CI gate exit code: {'1 (CRITICAL findings present)' if critical_count else '0 (clean)'}",
" Full audit docs: https://owasp.org/A08_2021-Software_and_Data_Integrity_Failures/",
"━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━",
]
return "\n".join(lines)
def main():
parser = argparse.ArgumentParser(description="OWASP A08:2021 deserialization auditor")
parser.add_argument("path", nargs="?", default=".", help="Root directory to scan")
parser.add_argument("--json", action="store_true", help="JSON output")
parser.add_argument("--ci", action="store_true", help="Exit 1 if CRITICAL found")
args = parser.parse_args()
root = Path(args.path).resolve()
supported_exts = {".py", ".java", ".php", ".rb", ".js", ".ts", ".go"}
files = walk_files(root, supported_exts)
all_findings: list[Finding] = []
for f in files:
all_findings.extend(scan_file(f))
all_findings.sort(key=lambda x: (SEV_ORDER[x.severity], x.file, x.line))
if args.json:
import dataclasses
print(json.dumps([dataclasses.asdict(f) for f in all_findings], indent=2))
else:
print(format_text_report(all_findings, len(files)))
if args.ci:
has_critical = any(f.severity == CRITICAL for f in all_findings)
sys.exit(1 if has_critical else 0)
if __name__ == "__main__":
main()
Usage
Scan current directory:
python3 audit_deserial.py
Scan a specific project:
python3 audit_deserial.py ~/projects/myapp
JSON output (pipe to jq):
python3 audit_deserial.py --json | jq '[.[] | select(.severity == "CRITICAL")]'
CI fail-gate (exits 1 if any CRITICAL):
python3 audit_deserial.py --ci && echo "Clean" || echo "CRITICAL deserialization risks found"
GitHub Actions integration:
- name: Deserialization Audit
run: |
python3 .claude/skills/phy-deserialization-audit/audit_deserial.py --ci
Sample Output
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
DESERIALIZATION AUDIT REPORT (OWASP A08:2021)
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
Scanned: 84 files
Findings: 2 CRITICAL 3 HIGH 1 MEDIUM
🔴 CRITICAL (2 findings)
api/views.py:145 — PICKLE_LOADS
Code: data = pickle.loads(request.body)
Taint: ⚡ HTTP taint confirmed
Risk: pickle.load/loads deserializes arbitrary Python objects — RCE if input is user-controlled.
CWE-502
Fix: Never deserialize user input with pickle. Use json.loads() + Pydantic/marshmallow.
api.php:89 — PHP_UNSERIALIZE_INPUT
Code: $obj = unserialize($_POST['data']);
Taint: ⚡ HTTP taint confirmed
Risk: unserialize() on HTTP input enables PHP Object Injection (POP chains → RCE).
CWE-502
Fix: Never call unserialize() on user input. Use json_decode() with strict schema validation.
🟠 HIGH (3 findings)
src/loader.java:34 — OBJECT_INPUT_STREAM
Code: Object obj = new ObjectInputStream(socket.getInputStream()).readObject();
Taint: ⚡ HTTP taint confirmed
Risk: Java deserialization via ObjectInputStream enables gadget-chain attacks.
CWE-502
Fix: Use ValidatingObjectInputStream from Apache Commons IO or replace with JSON/Protobuf.
config/parser.py:28 — YAML_UNSAFE_LOAD
Code: cfg = yaml.load(config_str)
Taint: ⚠️ HTTP taint unconfirmed — verify source
Risk: yaml.load() without SafeLoader executes arbitrary Python code embedded in YAML.
CWE-502 CVE-2017-18342
Fix: Replace with yaml.safe_load(data) or yaml.load(data, Loader=yaml.SafeLoader).
app.js:67 — JS_EVAL
Code: const result = eval(req.query.expr);
Taint: ⚡ HTTP taint confirmed
Risk: eval() with user-controlled input leads to arbitrary JS execution.
CWE-95
Fix: Remove eval(). Use JSON.parse() for data, or a proper expression parser.
🟡 MEDIUM (1 finding)
lib/api.rb:12 — RUBY_JSON_LOAD
Code: obj = JSON.load(params[:data])
Taint: ⚡ HTTP taint confirmed
Risk: JSON.load() creates Ruby objects from JSON — prefer JSON.parse.
CWE-502
Fix: Replace with JSON.parse() which only produces standard types.
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
CI gate exit code: 1 (CRITICAL findings present)
Full audit docs: https://owasp.org/A08_2021-Software_and_Data_Integrity_Failures/
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
CVE/CWE Reference
| Vulnerability | CVE | CVSS | Impact |
|---|---|---|---|
| Java deserialization gadget chains | Multiple | 9.8 CRITICAL | RCE |
| Python pickle RCE | — | 9.8 CRITICAL | RCE |
| XStream XML deserialization | CVE-2021-29505 | 8.8 HIGH | RCE |
| SnakeYAML / PyYAML unsafe load | CVE-2017-18342 | 9.8 CRITICAL | RCE |
| Jackson polymorphic deserialization | CVE-2017-7525 | 9.8 CRITICAL | RCE |
| PHP Object Injection (POP chains) | Multiple | 9.0 CRITICAL | RCE |
Relationships to Other phy- Skills
| Companion Skill | When to Use Together |
|---|---|
phy-jwt-auth-audit | Auth + deserialization both present in API layers |
phy-cors-audit | Network boundary misconfig + input handling risks |
phy-regex-audit | Before deploying: full input-handling security sweep |
phy-env-doctor | Ensure no deserialization keys/secrets in .env |