Add folder anatomy (scripts/agent.py + references/api-reference.md) for 648 cybersecurity skills

Complete skill folder anatomy across all cybersecurity skills:
- scripts/agent.py: 80-150 line Python agents using real libraries (impacket,
  boto3, azure-mgmt-*, kubernetes, pefile, yara, scapy, shodan, stix2, etc.)
- references/api-reference.md: real API documentation with method signatures
- LICENSE: MIT license for all skill folders
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MIT License
Copyright (c) 2025 Anthropic Agent Skills Contributors
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
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# API Reference: Malware IOC Extraction Agent
## Dependencies
| Library | Version | Purpose |
|---------|---------|---------|
| pefile | >=2023.2 | PE file parsing for imphash, sections, imports |
| yara-python | >=4.3 | YARA rule scanning against malware samples |
| requests | >=2.28 | VirusTotal API v3 IOC validation |
## CLI Usage
```bash
python scripts/agent.py \
--sample /cases/malware.exe \
--yara-rules /rules/malware.yar \
--vt-key YOUR_VT_API_KEY \
--output-dir /cases/analysis/ \
--output ioc_report.json
```
## Functions
### `compute_hashes(file_path) -> dict`
Computes MD5, SHA-1, SHA-256 and file size for the sample.
### `extract_pe_metadata(file_path) -> dict`
Parses PE headers via pefile: imphash, compile timestamp, section entropy, import table.
### `extract_strings(file_path, min_length) -> list`
Extracts ASCII and Unicode strings (min 4 chars) from the binary.
### `extract_network_iocs(strings) -> dict`
Regex extraction of IPs, domains, URLs, emails from strings. Filters private IP ranges.
### `extract_host_iocs(strings) -> dict`
Identifies Windows file paths, registry keys, and mutex names from strings.
### `run_yara_scan(file_path, rules_path) -> list`
Compiles and runs YARA rules against the sample. Returns matched rule names, tags, and string offsets.
### `validate_ioc_virustotal(ioc_value, ioc_type, api_key) -> dict`
Queries VirusTotal API v3 for IP, domain, or file hash. Returns malicious/suspicious counts.
### `defang_ioc(value) -> str`
Defangs IOCs by replacing `http` with `hxxp` and `.` with `[.]`.
### `export_stix_bundle(iocs, sha256) -> dict`
Builds a STIX 2.1 indicator bundle with file hash, IP, and domain patterns.
### `export_csv(iocs, hashes, output_path)`
Writes IOCs to CSV format (type, value, context, confidence) for SIEM ingestion.
### `run_extraction(sample_path, output_dir, yara_rules, vt_key) -> dict`
Orchestrates the full extraction pipeline and generates all output files.
## Regex Patterns
| Pattern | Target |
|---------|--------|
| `\b(?:(?:25[0-5]\|...)\.){3}...\b` | IPv4 addresses |
| `\b[a-zA-Z0-9]...\.[a-zA-Z]{2,}+\b` | Domain names |
| `https?://[^\s<>"'{}]+` | URLs |
| `[a-zA-Z0-9_.+-]+@...` | Email addresses |
## Output Schema
```json
{
"hashes": {"md5": "...", "sha256": "...", "sha1": "..."},
"pe_metadata": {"imphash": "...", "compile_time": "...", "sections": []},
"network_iocs": {"ips": [], "domains": [], "urls": []},
"host_iocs": {"file_paths": [], "registry_keys": [], "mutexes": []},
"yara_matches": [{"rule": "APT28_dropper", "tags": ["apt"]}],
"summary": {"ips": 3, "domains": 5, "yara_hits": 1}
}
```
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#!/usr/bin/env python3
# For authorized testing in lab/CTF environments only
"""IOC extraction agent using pefile, yara-python, and requests for VirusTotal validation."""
import argparse
import csv
import hashlib
import json
import logging
import os
import re
import sys
from datetime import datetime
from typing import Dict, List, Optional, Set
logging.basicConfig(level=logging.INFO, format="%(asctime)s [%(levelname)s] %(message)s")
logger = logging.getLogger(__name__)
try:
import pefile
except ImportError:
sys.exit("pefile required: pip install pefile")
try:
import yara
except ImportError:
yara = None
logger.warning("yara-python not installed; YARA scanning disabled")
try:
import requests
except ImportError:
requests = None
logger.warning("requests not installed; VT validation disabled")
IP_RE = re.compile(r"\b(?:(?:25[0-5]|2[0-4]\d|1?\d\d?)\.){3}(?:25[0-5]|2[0-4]\d|1?\d\d?)\b")
DOMAIN_RE = re.compile(r"\b[a-zA-Z0-9](?:[a-zA-Z0-9\-]{0,61}[a-zA-Z0-9])?(?:\.[a-zA-Z]{2,})+\b")
URL_RE = re.compile(r"https?://[^\s<>\"'{}|\\^`\[\]]+")
EMAIL_RE = re.compile(r"[a-zA-Z0-9_.+-]+@[a-zA-Z0-9-]+\.[a-zA-Z]{2,}")
PRIVATE_IP_PREFIXES = ("10.", "127.", "0.", "192.168.", "169.254.")
FALSE_DOMAIN_SUFFIXES = (".dll", ".exe", ".sys", ".ocx", ".drv", ".pdb")
def compute_hashes(file_path: str) -> dict:
"""Compute MD5, SHA-1, SHA-256 hashes of a file."""
with open(file_path, "rb") as f:
data = f.read()
return {
"md5": hashlib.md5(data).hexdigest(),
"sha1": hashlib.sha1(data).hexdigest(),
"sha256": hashlib.sha256(data).hexdigest(),
"size_bytes": len(data),
}
def extract_pe_metadata(file_path: str) -> dict:
"""Extract PE file metadata including imphash and compile time."""
try:
pe = pefile.PE(file_path)
meta = {
"imphash": pe.get_imphash(),
"compile_time": datetime.utcfromtimestamp(pe.FILE_HEADER.TimeDateStamp).isoformat(),
"sections": [],
"imports": [],
}
for section in pe.sections:
name = section.Name.rstrip(b"\x00").decode("ascii", errors="replace")
meta["sections"].append({
"name": name, "entropy": round(section.get_entropy(), 2),
"virtual_size": section.Misc_VirtualSize, "raw_size": section.SizeOfRawData,
})
if hasattr(pe, "DIRECTORY_ENTRY_IMPORT"):
for entry in pe.DIRECTORY_ENTRY_IMPORT:
dll_name = entry.dll.decode("ascii", errors="replace")
funcs = [imp.name.decode("ascii", errors="replace") for imp in entry.imports if imp.name]
meta["imports"].append({"dll": dll_name, "functions": funcs[:20]})
pe.close()
return meta
except pefile.PEFormatError:
return {"error": "Not a valid PE file"}
def extract_strings(file_path: str, min_length: int = 4) -> List[str]:
"""Extract ASCII and Unicode strings from binary."""
with open(file_path, "rb") as f:
data = f.read()
ascii_strs = [s.decode("ascii") for s in re.findall(b"[ -~]{%d,}" % min_length, data)]
unicode_strs = [s.decode("utf-16-le", errors="ignore")
for s in re.findall(b"(?:[ -~]\x00){%d,}" % min_length, data)]
return ascii_strs + unicode_strs
def extract_network_iocs(strings: List[str]) -> dict:
"""Extract IPs, domains, URLs, emails from string list."""
ips: Set[str] = set()
domains: Set[str] = set()
urls: Set[str] = set()
emails: Set[str] = set()
for s in strings:
for ip in IP_RE.findall(s):
if not any(ip.startswith(p) for p in PRIVATE_IP_PREFIXES):
octets = ip.split(".")
if not (int(octets[0]) == 172 and 16 <= int(octets[1]) <= 31):
ips.add(ip)
for d in DOMAIN_RE.findall(s):
if not any(d.lower().endswith(sfx) for sfx in FALSE_DOMAIN_SUFFIXES):
domains.add(d.lower())
for u in URL_RE.findall(s):
urls.add(u)
for e in EMAIL_RE.findall(s):
emails.add(e.lower())
return {"ips": sorted(ips), "domains": sorted(domains),
"urls": sorted(urls), "emails": sorted(emails)}
def extract_host_iocs(strings: List[str]) -> dict:
"""Extract file paths, registry keys, and mutexes from strings."""
file_paths = set()
registry_keys = set()
mutexes = set()
for s in strings:
if re.match(r"[A-Z]:\\", s) and len(s) > 5:
file_paths.add(s)
if re.match(r"(?i)(HKLM|HKCU|HKCR|HKU|HKCC)\\", s):
registry_keys.add(s)
if re.match(r"(?i)(Global\\|Local\\)", s):
mutexes.add(s)
return {"file_paths": sorted(file_paths)[:30], "registry_keys": sorted(registry_keys)[:20],
"mutexes": sorted(mutexes)[:10]}
def run_yara_scan(file_path: str, rules_path: str) -> List[dict]:
"""Scan file with YARA rules."""
if not yara:
return [{"error": "yara-python not installed"}]
try:
rules = yara.compile(filepath=rules_path)
matches = rules.match(file_path)
return [{"rule": m.rule, "tags": m.tags, "meta": m.meta,
"strings": [(s.identifier, s.instances[0].offset if s.instances else 0)
for s in m.strings][:10]}
for m in matches]
except yara.Error as exc:
return [{"error": str(exc)}]
def validate_ioc_virustotal(ioc_value: str, ioc_type: str, api_key: str) -> dict:
"""Validate a single IOC against VirusTotal API v3."""
if not requests or not api_key:
return {"validated": False}
endpoints = {"ip": f"https://www.virustotal.com/api/v3/ip_addresses/{ioc_value}",
"domain": f"https://www.virustotal.com/api/v3/domains/{ioc_value}",
"hash": f"https://www.virustotal.com/api/v3/files/{ioc_value}"}
url = endpoints.get(ioc_type)
if not url:
return {"validated": False}
try:
resp = requests.get(url, headers={"x-apikey": api_key}, timeout=10)
if resp.status_code == 200:
stats = resp.json()["data"]["attributes"]["last_analysis_stats"]
return {"validated": True, "malicious": stats.get("malicious", 0),
"suspicious": stats.get("suspicious", 0)}
except Exception:
pass
return {"validated": False}
def defang_ioc(value: str) -> str:
"""Defang an IOC for safe sharing."""
return value.replace("http", "hxxp").replace(".", "[.]")
def export_stix_bundle(iocs: dict, sha256: str) -> dict:
"""Build a minimal STIX 2.1 bundle from extracted IOCs."""
indicators = []
ts = datetime.utcnow().strftime("%Y-%m-%dT%H:%M:%SZ")
indicators.append({"type": "indicator", "spec_version": "2.1",
"pattern": f"[file:hashes.'SHA-256' = '{sha256}']",
"pattern_type": "stix", "valid_from": ts, "name": "Malware Hash"})
for ip in iocs.get("ips", []):
indicators.append({"type": "indicator", "spec_version": "2.1",
"pattern": f"[ipv4-addr:value = '{ip}']",
"pattern_type": "stix", "valid_from": ts, "name": f"C2 IP {ip}"})
for domain in iocs.get("domains", [])[:20]:
indicators.append({"type": "indicator", "spec_version": "2.1",
"pattern": f"[domain-name:value = '{domain}']",
"pattern_type": "stix", "valid_from": ts, "name": f"C2 Domain {domain}"})
return {"type": "bundle", "id": "bundle--ioc-extract", "objects": indicators}
def export_csv(iocs: dict, hashes: dict, output_path: str) -> None:
"""Export IOCs to CSV for SIEM ingestion."""
with open(output_path, "w", newline="", encoding="utf-8") as f:
writer = csv.writer(f)
writer.writerow(["type", "value", "context", "confidence"])
writer.writerow(["sha256", hashes["sha256"], "malware_sample", "high"])
writer.writerow(["md5", hashes["md5"], "malware_sample", "high"])
for ip in iocs.get("ips", []):
writer.writerow(["ipv4", ip, "c2_server", "high"])
for d in iocs.get("domains", []):
writer.writerow(["domain", d, "c2_domain", "medium"])
for u in iocs.get("urls", []):
writer.writerow(["url", u, "c2_url", "medium"])
logger.info("Exported IOCs to %s", output_path)
def run_extraction(sample_path: str, output_dir: str, yara_rules: str = "",
vt_key: str = "") -> dict:
"""Run full IOC extraction pipeline."""
report = {"analysis_date": datetime.utcnow().isoformat(), "sample": sample_path}
report["hashes"] = compute_hashes(sample_path)
report["pe_metadata"] = extract_pe_metadata(sample_path)
strings = extract_strings(sample_path)
report["string_count"] = len(strings)
report["network_iocs"] = extract_network_iocs(strings)
report["host_iocs"] = extract_host_iocs(strings)
if yara_rules and os.path.isfile(yara_rules):
report["yara_matches"] = run_yara_scan(sample_path, yara_rules)
else:
report["yara_matches"] = []
if vt_key:
vt_result = validate_ioc_virustotal(report["hashes"]["sha256"], "hash", vt_key)
report["virustotal"] = vt_result
stix = export_stix_bundle(report["network_iocs"], report["hashes"]["sha256"])
stix_path = os.path.join(output_dir, "iocs_stix.json")
with open(stix_path, "w") as f:
json.dump(stix, f, indent=2)
export_csv(report["network_iocs"], report["hashes"], os.path.join(output_dir, "iocs.csv"))
report["summary"] = {
"ips": len(report["network_iocs"]["ips"]),
"domains": len(report["network_iocs"]["domains"]),
"urls": len(report["network_iocs"]["urls"]),
"file_paths": len(report["host_iocs"]["file_paths"]),
"registry_keys": len(report["host_iocs"]["registry_keys"]),
"yara_hits": len(report["yara_matches"]),
}
return report
def main():
parser = argparse.ArgumentParser(description="Malware IOC Extraction Agent")
parser.add_argument("--sample", required=True, help="Path to malware sample")
parser.add_argument("--yara-rules", default="", help="Path to YARA rules file")
parser.add_argument("--vt-key", default="", help="VirusTotal API key")
parser.add_argument("--output-dir", default=".", help="Output directory")
parser.add_argument("--output", default="ioc_report.json")
args = parser.parse_args()
os.makedirs(args.output_dir, exist_ok=True)
report = run_extraction(args.sample, args.output_dir, args.yara_rules, args.vt_key)
out_path = os.path.join(args.output_dir, args.output)
with open(out_path, "w") as f:
json.dump(report, f, indent=2, default=str)
logger.info("Report saved to %s", out_path)
print(json.dumps(report, indent=2, default=str))
if __name__ == "__main__":
main()