deobfuscating-powershell-obfuscated-malware skill (Anthropic-Cybersecurity-Skills)

From Public Agent Wiki

What it does. Systematically deobfuscates multi-layer PowerShell malware using AST analysis, dynamic tracing, and tools like PSDecode and PowerDecode to reveal hidden payloads and C2 infrastructure. Use during incident response or malware analysis when a PowerShell script is obfuscated with encoding, string manipulation, or invocation tricks and you need to recover the underlying commands, dropped payloads, or C2 endpoints. Part of mukul975/Anthropic-Cybersecurity-Skills (817 security skills) (mukul975/Anthropic-Cybersecurity-Skills).

Upstream mukul975/Anthropic-Cybersecurity-Skills
Skill file skills/deobfuscating-powershell-obfuscated-malware/SKILL.md
License Apache-2.0 (skill folder LICENSE)
Author mukul975
Fetched 2026-09-10

Install

  • npx skills add mukul975/Anthropic-Cybersecurity-Skills --skill deobfuscating-powershell-obfuscated-malware, or copy the skill folder into ~/.claude/skills/deobfuscating-powershell-obfuscated-malware/.
  • Raw file: curl -sL https://raw.githubusercontent.com/mukul975/Anthropic-Cybersecurity-Skills/HEAD/skills/deobfuscating-powershell-obfuscated-malware/SKILL.md

SKILL.md (verbatim)

name: deobfuscating-powershell-obfuscated-malware
description: Systematically deobfuscates multi-layer PowerShell malware using AST analysis, dynamic tracing, and tools like PSDecode and PowerDecode to reveal hidden payloads and C2 infrastructure. Use during incident response or malware analysis when a PowerShell script is obfuscated with encoding, string manipulation, or invocation tricks and you need to recover the underlying commands, dropped payloads, or C2 endpoints.
domain: cybersecurity
subdomain: malware-analysis
tags:
- powershell
- deobfuscation
- malware-analysis
- scripting
- obfuscation
- ast-analysis
- incident-response
mitre_attack:
- T1059.001
- T1027.010
- T1140
- T1027
- T1620
version: '1.0'
author: mahipal
license: Apache-2.0
d3fend_techniques:
- Executable Denylisting
- Execution Isolation
- File Metadata Consistency Validation
- Content Format Conversion
- File Content Analysis
nist_csf:
- DE.AE-02
- RS.AN-03
- ID.RA-01
- DE.CM-01

Deobfuscating PowerShell Obfuscated Malware

Overview

PowerShell is heavily abused by malware authors due to its deep Windows integration and powerful scripting capabilities. Obfuscation techniques include string concatenation, Base64 encoding, character substitution, Invoke-Expression layering, SecureString abuse, environment variable manipulation, and tick-mark insertion. Modern malware uses multiple obfuscation layers requiring iterative deobfuscation. Tools like PSDecode, PowerDecode, and PowerPeeler automate much of this process, while manual AST (Abstract Syntax Tree) analysis handles custom obfuscation. PowerPeeler achieves a 95% deobfuscation correctness rate using instruction-level dynamic analysis of expression-related AST nodes.

When to Use

  • When performing authorized security testing that involves deobfuscating powershell obfuscated malware
  • When analyzing malware samples or attack artifacts in a controlled environment
  • When conducting red team exercises or penetration testing engagements
  • When building detection capabilities based on offensive technique understanding

Prerequisites

  • Python 3.9+ with base64, re, subprocess modules
  • PowerShell 5.1+ or PowerShell 7+ (for AST access)
  • PSDecode (Install-Module PSDecode)
  • PowerDecode (https://github.com/Malandrone/PowerDecode)
  • Isolated VM or sandbox for safe script execution
  • CyberChef for manual encoding transformations
  • Understanding of PowerShell AST and Invoke-Expression patterns

Key Concepts

Common Obfuscation Techniques

PowerShell malware employs layered obfuscation to evade static detection. String concatenation splits commands across variables ($a='In'+'voke'). Base64 encoding wraps entire scripts in -EncodedCommand parameters. Character code arrays use [char] casting ([char[]](73,69,88)|%{$r+=$_}). Environment variable abuse reads substrings from $env: paths. Tick-mark insertion adds backticks between characters that PowerShell ignores (Invoke-Expression`). SecureString conversion encrypts strings using ConvertTo-SecureString with embedded keys.

AST-Based Deobfuscation

PowerShell's Abstract Syntax Tree exposes the parsed structure of scripts regardless of surface-level obfuscation. By walking the AST and evaluating expression nodes, analysts can resolve concatenated strings, decode encoded values, and reconstruct the original commands. PowerPeeler uses this approach at the instruction level, monitoring the execution process to correlate AST nodes with their evaluated results.

Dynamic Execution Tracing

By replacing Invoke-Expression (IEX) with Write-Output, analysts can safely capture the deobfuscated script content that would normally be executed. This technique works across multiple layers by iteratively replacing IEX calls until the final payload is revealed.

Workflow

Step 1: Identify Obfuscation Layers

#!/usr/bin/env python3
"""Identify and classify PowerShell obfuscation techniques."""
import re
import base64
import sys


def analyze_obfuscation(script_content):
    """Identify obfuscation techniques used in PowerShell script."""
    techniques = []

    # Check for Base64 encoded command
    b64_pattern = re.compile(
        r'-[Ee](?:nc(?:odedcommand)?)\s+([A-Za-z0-9+/=]{20,})',
        re.IGNORECASE
    )
    if b64_pattern.search(script_content):
        techniques.append("Base64 EncodedCommand")

    # Check for FromBase64String
    if re.search(r'\[Convert\]::FromBase64String', script_content, re.IGNORECASE):
        techniques.append("Base64 FromBase64String")

    # Check for string concatenation
    concat_count = script_content.count("'+'") + script_content.count('"+"')
    if concat_count > 3:
        techniques.append(f"String Concatenation ({concat_count} joins)")

    # Check for char array construction
    if re.search(r'\[char\]\s*\d+', script_content, re.IGNORECASE):
        techniques.append("Character Code Array")

    # Check for Invoke-Expression variants
    iex_patterns = [
        r'Invoke-Expression',
        r'\bIEX\b',
        r'\.\s*\(\s*\$',
        r'&\s*\(\s*\$',
        r'\|\s*IEX',
        r'\|\s*Invoke-Expression',
    ]
    for pattern in iex_patterns:
        if re.search(pattern, script_content, re.IGNORECASE):
            techniques.append(f"Invoke-Expression variant: {pattern}")

    # Check for tick-mark obfuscation
    tick_count = script_content.count('`')
    if tick_count > 5:
        techniques.append(f"Tick-mark Insertion ({tick_count} backticks)")

    # Check for environment variable abuse
    if re.search(r'\$env:', script_content, re.IGNORECASE):
        env_refs = re.findall(r'\$env:\w+', script_content, re.IGNORECASE)
        if len(env_refs) > 2:
            techniques.append(f"Environment Variable Abuse ({len(env_refs)} refs)")

    # Check for SecureString
    if re.search(r'ConvertTo-SecureString', script_content, re.IGNORECASE):
        techniques.append("SecureString Encryption")

    # Check for compression
    if re.search(r'IO\.Compression|DeflateStream|GZipStream',
                 script_content, re.IGNORECASE):
        techniques.append("Compression (Deflate/GZip)")

    # Check for XOR encoding
    if re.search(r'-bxor\s+\d+', script_content, re.IGNORECASE):
        techniques.append("XOR Encoding")

    # Check for Replace chain
    replace_count = len(re.findall(r'\.Replace\(', script_content))
    if replace_count > 2:
        techniques.append(f"Replace Chain ({replace_count} replacements)")

    return techniques


def decode_base64_command(script_content):
    """Extract and decode Base64 encoded commands."""
    b64_match = re.search(
        r'-[Ee](?:nc(?:odedcommand)?)\s+([A-Za-z0-9+/=]{20,})',
        script_content, re.IGNORECASE
    )
    if b64_match:
        encoded = b64_match.group(1)
        try:
            decoded = base64.b64decode(encoded).decode('utf-16-le')
            return decoded
        except Exception:
            return None
    return None


def remove_tick_marks(script_content):
    """Remove PowerShell tick-mark obfuscation."""
    # Remove backticks that are not escape sequences
    escape_chars = {'`n', '`r', '`t', '`a', '`b', '`f', '`v', '`0', '``'}
    result = []
    i = 0
    while i < len(script_content):
        if script_content[i] == '`' and i + 1 < len(script_content):
            pair = script_content[i:i+2]
            if pair in escape_chars:
                result.append(pair)
                i += 2
            else:
                # Skip the backtick, keep the next char
                result.append(script_content[i+1])
                i += 2
        else:
            result.append(script_content[i])
            i += 1
    return ''.join(result)


def resolve_string_concat(script_content):
    """Resolve simple string concatenation patterns."""
    # Pattern: 'str1' + 'str2'
    pattern = re.compile(r"'([^']*)'\s*\+\s*'([^']*)'")
    while pattern.search(script_content):
        script_content = pattern.sub(lambda m: f"'{m.group(1)}{m.group(2)}'",
                                      script_content)
    # Pattern: "str1" + "str2"
    pattern = re.compile(r'"([^"]*)"\s*\+\s*"([^"]*)"')
    while pattern.search(script_content):
        script_content = pattern.sub(lambda m: f'"{m.group(1)}{m.group(2)}"',
                                      script_content)
    return script_content


if __name__ == "__main__":
    if len(sys.argv) < 2:
        print(f"Usage: {sys.argv[0]} <powershell_script>")
        sys.exit(1)

    with open(sys.argv[1], 'r', errors='replace') as f:
        content = f.read()

    print("[+] Obfuscation Analysis")
    print("=" * 60)
    techniques = analyze_obfuscation(content)
    for t in techniques:
        print(f"  - {t}")

    # Attempt automatic deobfuscation
    print("\n[+] Attempting Deobfuscation")
    print("=" * 60)

    # Layer 1: Remove tick marks
    deobfuscated = remove_tick_marks(content)

    # Layer 2: Resolve string concatenation
    deobfuscated = resolve_string_concat(deobfuscated)

    # Layer 3: Decode Base64
    b64_decoded = decode_base64_command(deobfuscated)
    if b64_decoded:
        print("[+] Base64 decoded content:")
        print(b64_decoded[:2000])
        deobfuscated = b64_decoded

    print(f"\n[+] Deobfuscated script length: {len(deobfuscated)} chars")
    output_file = sys.argv[1] + ".deobfuscated.ps1"
    with open(output_file, 'w') as f:
        f.write(deobfuscated)
    print(f"[+] Saved to {output_file}")

Step 2: Multi-Layer IEX Replacement

import subprocess
import tempfile
import os

def iex_replacement_deobfuscate(script_content, max_layers=10):
    """Iteratively replace IEX with Write-Output to unwrap layers."""
    # IEX replacement patterns
    replacements = [
        (r'\bInvoke-Expression\b', 'Write-Output'),
        (r'\bIEX\b', 'Write-Output'),
        (r'\|\s*IEX\b', '| Write-Output'),
    ]

    current = script_content
    layers = []

    for layer_num in range(max_layers):
        # Apply IEX replacements
        modified = current
        for pattern, replacement in replacements:
            modified = re.sub(pattern, replacement, modified, flags=re.IGNORECASE)

        if modified == current and layer_num > 0:
            print(f"  [+] No more IEX layers found at layer {layer_num}")
            break

        # Write to temp file and execute in constrained PowerShell
        with tempfile.NamedTemporaryFile(mode='w', suffix='.ps1',
                                          delete=False) as tmp:
            tmp.write(modified)
            tmp_path = tmp.name

        try:
            result = subprocess.run(
                ['powershell', '-NoProfile', '-ExecutionPolicy', 'Bypass',
                 '-File', tmp_path],
                capture_output=True, text=True, timeout=30
            )

            output = result.stdout.strip()
            if output and output != current:
                print(f"  [+] Layer {layer_num + 1}: Unwrapped "
                      f"{len(output)} chars")
                layers.append({
                    "layer": layer_num + 1,
                    "technique": "IEX replacement",
                    "content_length": len(output),
                })
                current = output
            else:
                break

        except subprocess.TimeoutExpired:
            print(f"  [!] Layer {layer_num + 1}: Execution timeout")
            break
        finally:
            os.unlink(tmp_path)

    return current, layers

Step 3: Extract IOCs from Deobfuscated Script

def extract_iocs_from_script(deobfuscated_content):
    """Extract indicators of compromise from deobfuscated PowerShell."""
    iocs = {
        "urls": [],
        "ips": [],
        "domains": [],
        "file_paths": [],
        "registry_keys": [],
        "commands": [],
        "base64_blobs": [],
    }

    # URLs
    url_pattern = re.compile(
        r'https?://[^\s\'"<>)\]]+', re.IGNORECASE
    )
    iocs["urls"] = list(set(url_pattern.findall(deobfuscated_content)))

    # IP addresses
    ip_pattern = re.compile(
        r'\b(?:\d{1,3}\.){3}\d{1,3}\b'
    )
    iocs["ips"] = list(set(ip_pattern.findall(deobfuscated_content)))

    # File paths
    path_pattern = re.compile(
        r'[A-Za-z]:\\[^\s\'"<>|]+|'
        r'\\\\[^\s\'"<>|]+|'
        r'%(?:APPDATA|TEMP|USERPROFILE|PROGRAMFILES)%[^\s\'"<>|]*',
        re.IGNORECASE
    )
    iocs["file_paths"] = list(set(path_pattern.findall(deobfuscated_content)))

    # Registry keys
    reg_pattern = re.compile(
        r'(?:HKLM|HKCU|HKCR|HKU|HKCC)(?:\\[^\s\'"<>|]+)+',
        re.IGNORECASE
    )
    iocs["registry_keys"] = list(set(reg_pattern.findall(deobfuscated_content)))

    # Suspicious commands
    suspicious_cmds = [
        'New-Object Net.WebClient',
        'DownloadString', 'DownloadFile', 'DownloadData',
        'Start-Process', 'Invoke-WebRequest',
        'New-Object IO.MemoryStream',
        'Reflection.Assembly',
        'Add-MpPreference -ExclusionPath',
        'Set-MpPreference -DisableRealtimeMonitoring',
        'New-ScheduledTask', 'Register-ScheduledTask',
    ]
    for cmd in suspicious_cmds:
        if cmd.lower() in deobfuscated_content.lower():
            iocs["commands"].append(cmd)

    return iocs

Validation Criteria

  • All obfuscation layers identified and classified correctly
  • Base64 encoded commands decoded to readable PowerShell
  • Tick-mark and string concatenation obfuscation resolved
  • IEX replacement reveals next-stage payloads
  • URLs, IPs, and file paths extracted from final deobfuscated stage
  • Deobfuscated script matches observed malware behavior in sandbox

References

Other files in this skill

assets/template.md (verbatim)

PowerShell Deobfuscation Analysis Report

Report Metadata

Field Value
Report ID PS-DEOB-YYYY-NNNN
Date YYYY-MM-DD
Sample Hash (SHA-256)
Original Filename
Classification TLP:AMBER

Obfuscation Layers Identified

Layer Technique Description
1
2
3

Deobfuscation Results

Layer-by-Layer Breakdown

Layer Input Size Output Size Technique Applied
1 bytes bytes
2 bytes bytes

Final Deobfuscated Script Summary

  • Total layers removed:
  • Final script purpose:
  • Execution method:

Extracted IOCs

URLs

URL Purpose
Payload download / C2

IP Addresses

IP Context

File System Artifacts

Path Action
Created / Modified / Deleted

Registry Keys

Key Action
Created / Modified

Behavioral Analysis

  • Download behavior:
  • Persistence mechanism:
  • Evasion techniques:
  • Payload type:

MITRE ATT&CK Mapping

Technique ID Evidence
PowerShell T1059.001 Script execution
Obfuscated Files T1027 Multi-layer encoding

references/api-reference.md (verbatim)

PowerShell Deobfuscation — API Reference

Libraries

Library Install Purpose
re stdlib Regex pattern matching for obfuscation detection
base64 stdlib Base64 decoding of encoded commands
pySigma pip install pySigma Sigma rule generation for detections

Common Obfuscation Techniques

Technique Pattern Example
Base64 Encoding -EncodedCommand <b64> powershell -enc SQBFAFgA...
String Concatenation 'str1'+'str2' 'Inv'+'oke'+'-Exp'+'ression'
Character Codes [char]73+[char]69 [char]73 = I, [char]69 = E
Backtick Escape `I`E`X Backtick breaks keyword detection
Variable Substitution $env:COMSPEC Use env vars as execution paths
Compression IO.Compression.DeflateStream Compressed + Base64 payload

Detection Event IDs

Source Event ID Description
PowerShell 4104 Script block logging (deobfuscated content)
Sysmon 1 Process creation with command line
Defender 1116 Malware detection

External References

references/standards.md (verbatim)

Standards and Frameworks Reference

PowerShell Obfuscation Taxonomy

Layer Classification

Layer Technique Example
L1 Base64 EncodedCommand powershell -enc SQBFAFgA...
L2 String Concatenation $a='Inv'+'oke'+'-Ex'+'pression'
L3 Character Code Array [char[]](73,69,88)-join''
L4 Tick-Mark Insertion I`nv`oke-Exp`ress`ion
L5 Environment Variable $env:COMSPEC[4,15,25]-join''
L6 SecureString ConvertTo-SecureString ... -Key
L7 Compression + Base64 IO.Compression.DeflateStream
L8 XOR Encoding `$bytes
L9 Replace Chain .Replace('abc','I').Replace(...)
L10 Format String ("{2}{0}{1}" -f 'ke-','Ex','Invo')

MITRE ATT&CK Mappings

Technique ID Description
Command and Scripting Interpreter: PowerShell T1059.001 Malicious PowerShell execution
Obfuscated Files or Information T1027 Encoding/encryption of scripts
Deobfuscate/Decode Files T1140 Runtime deobfuscation
Ingress Tool Transfer T1105 Downloading payloads via PS
System Binary Proxy Execution T1218 Using trusted binaries

PowerShell AST Node Types for Analysis

Key Expression Nodes

  • CommandExpression: Direct command invocations
  • InvokeMemberExpression: Method calls on objects
  • BinaryExpression: String concatenation operators
  • ArrayExpression: Character array construction
  • SubExpression: Nested expression evaluation
  • ExpandableStringExpression: String interpolation

References

references/workflows.md (verbatim)

PowerShell Deobfuscation Workflows

Workflow 1: Automated Multi-Layer Deobfuscation

[Obfuscated Script] --> [Identify Techniques] --> [Remove Tick Marks]
                                                        |
                                                        v
                                              [Resolve Concatenation]
                                                        |
                                                        v
                                              [Decode Base64 Layers]
                                                        |
                                                        v
                                              [IEX -> Write-Output]
                                                        |
                                                        v
                                              [Extract Final Payload]

Workflow 2: AST-Based Analysis

[Script Input] --> [Parse AST] --> [Walk Expression Nodes] --> [Evaluate Expressions]
                                                                       |
                                                                       v
                                                             [Reconstruct Commands]
                                                                       |
                                                                       v
                                                             [Extract IOCs]

Workflow 3: Dynamic Sandbox Deobfuscation

[Obfuscated Script] --> [Execute in Sandbox] --> [Capture ScriptBlock Logs]
                                                          |
                                                          v
                                                 [Event ID 4104 Analysis]
                                                          |
                                                          v
                                                 [Reconstruct Execution Chain]

Steps:

  1. Enable Logging: Enable PowerShell ScriptBlock logging (Event ID 4104)
  2. Execute: Run obfuscated script in isolated sandbox
  3. Collect: Gather all ScriptBlock log entries
  4. Reconstruct: Assemble deobfuscated script from logged blocks
  5. Extract: Pull IOCs from the reconstructed clear-text script

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