Malicious URL Examples For VirusTotal API Testing Finding Flagged URLs
Hey guys! Ever been curious about how security tools like VirusTotal identify malicious URLs? I've been diving deep into the VirusTotal API for a project, and it's fascinating to see how these systems work. To effectively test my code, I needed to find real-world examples of URLs that VirusTotal flags as malicious. So, I figured I’d share what I’ve learned about finding these URLs and why it’s so important.
Why Finding Flagged URLs Matters
When you're working with security tools, it’s crucial to have a solid understanding of how they behave in different scenarios. In my case, using the VirusTotal API to scan URLs, I need to ensure my code correctly interprets the responses for both clean and malicious URLs. Finding URLs flagged as malicious is essential for a few key reasons:
-
Testing Accuracy: First off, you’ve got to ensure that your code accurately identifies malicious URLs. If you’re not testing with real-world examples, you're basically flying blind. Think of it like testing a smoke detector – you need to actually expose it to smoke to know it works. Testing with flagged URLs helps verify that your code correctly interprets VirusTotal's analysis and doesn't miss any red flags. This means you can trust your application to do its job when it matters most.
-
Handling False Positives: It's not just about detecting threats; it’s also about avoiding false alarms. Sometimes, a URL might get flagged incorrectly, and your code needs to handle these situations gracefully. By testing with a variety of URLs, including some that might be borderline or falsely flagged, you can fine-tune your application to minimize false positives. This is super important because false positives can disrupt workflows and erode trust in your security system. Nobody wants to block legitimate websites by accident!
-
Understanding Response Formats: The VirusTotal API returns a wealth of information, and you need to make sure your code knows how to sift through it all. Each flagged URL provides a real-world example of the API's response format, including the types of flags, threat categories, and the vendors that flagged it. This understanding is vital for building robust and informative security applications. It’s like learning a new language; you need to see how words are used in context to truly understand their meaning.
-
Improving Detection Logic: By analyzing flagged URLs, you can gain insights into the types of threats that are out there and improve your detection logic. For instance, you might notice patterns in the URLs, such as specific domain names, URL structures, or embedded scripts. This knowledge can help you refine your code to better identify and respond to emerging threats. It's an ongoing learning process – the more you see, the better you get at spotting the bad stuff.
-
Validating Integration: Integrating with an API is more than just making requests and getting responses; it’s about ensuring a smooth, reliable interaction. Testing with flagged URLs helps you validate that your integration is working correctly, including handling edge cases and error scenarios. This ensures that your application can handle the unexpected and keep running smoothly. Think of it as a stress test for your code – you want to make sure it can handle the pressure.
So, finding these examples isn't just a nice-to-have; it's a must for anyone serious about cybersecurity and API integration.
Sources for Finding Malicious URLs
Alright, so where can you actually find these flagged URLs? It’s a bit like looking for a needle in a haystack, but there are definitely some reliable spots to check out. I’ve compiled a list of resources that I’ve found helpful, and I’m sure they’ll come in handy for you too:
-
Public Threat Intelligence Feeds: One of the best places to start is with public threat intelligence feeds. These feeds are like constantly updated lists of known bad guys on the internet. Organizations dedicated to cybersecurity research and threat detection often maintain these, and they're a goldmine of information. These feeds aggregate data from various sources, including honeypots, malware analysis, and user submissions, to provide a comprehensive view of current threats. Some of the popular ones include:
- AlienVault OTX: AlienVault OTX (Open Threat Exchange) is a community-driven threat intelligence platform where security professionals share threat data. You can find a variety of indicators of compromise (IOCs), including malicious URLs. It’s like a social network for cybersecurity, where everyone pitches in to keep the internet safe. The great thing about OTX is that it’s community-driven, so you get a wide range of perspectives and insights.
- abuse.ch: This is a project dedicated to fighting malware and botnets. They maintain several blocklists and feeds of malicious URLs, making it an excellent resource for finding flagged examples. Abuse.ch is like a dedicated SWAT team for the internet, constantly hunting down and neutralizing threats. They offer various services, including URLhaus, which is a fantastic resource for finding malware URLs.
- Emerging Threats: Emerging Threats provides open-source threat intelligence feeds that include malicious URLs. Their ET Open Ruleset is widely used in intrusion detection and prevention systems. Think of Emerging Threats as an early warning system for the internet, constantly scanning for new and emerging threats. Their ruleset is used by many security professionals to protect their networks and systems.
-
VirusTotal Itself: Believe it or not, VirusTotal can also be a source of flagged URLs! While they don't publish a list, you can search for specific file hashes or domains and see the associated URLs that were flagged. It’s a bit roundabout, but it can be effective. VirusTotal is like a giant encyclopedia of malware and malicious URLs, and it can be a great resource for finding examples.
-
Security Blogs and Research Papers: Security researchers and bloggers often publish articles and papers detailing their findings on malware campaigns and phishing attacks. These publications frequently include examples of malicious URLs. Think of security blogs and research papers as the front lines of cybersecurity research, where experts share their latest discoveries and insights. Following these sources can keep you up-to-date on the latest threats and trends.
-
Honeypots: Setting up a honeypot can be a more advanced but highly effective method for collecting malicious URLs. Honeypots are decoy systems designed to attract attackers, allowing you to capture the URLs they use. It’s like setting a trap for the bad guys and seeing what they do. Honeypots can provide valuable insights into attacker behavior and the types of URLs they use.
-
Twitter (with caution): Security researchers often share malicious URLs they've discovered on Twitter. Following relevant hashtags and accounts can be a good way to find examples, but always exercise caution when dealing with URLs found on social media. Twitter is like the Wild West of the internet, so you need to be careful about what you click on. However, it can also be a great source of information if you know where to look.
Remember, when dealing with URLs from these sources, always handle them with care. Never visit a potentially malicious URL directly. Use tools like curl
or wget
to inspect the headers or download the content in a safe environment, such as a virtual machine or sandbox. Safety first, guys!
Verifying URLs with VirusTotal
So, you’ve got a list of potential malicious URLs – awesome! But before you start plugging them into your code, it’s super important to verify that they are indeed flagged by VirusTotal. This step ensures that you’re working with legitimate examples and not wasting your time on false leads. Plus, it gives you a chance to see how VirusTotal's analysis looks in real-time.
Here’s how you can verify URLs with VirusTotal:
-
VirusTotal Website: The easiest way to check a URL is by using the VirusTotal website. Just go to www.virustotal.com and submit the URL for analysis. VirusTotal will scan the URL with multiple antivirus engines and display the results. It’s like getting a second opinion from dozens of experts at once.
-
How to use the website: On the VirusTotal homepage, you'll find a tab labeled "URL." Click on it, and you'll see a field where you can enter the URL you want to analyze. Paste the URL into the field and hit "Enter" or click the "Scan" button. VirusTotal will then queue the URL for scanning and display the results once the analysis is complete.
-
Interpreting the results: The results page shows you how many antivirus engines flagged the URL as malicious. For example, you might see something like "20/90" or "5/88," which means that 20 out of 90 or 5 out of 88 engines flagged the URL. A higher number of detections generally indicates a higher likelihood that the URL is malicious. However, it’s essential to look at which engines flagged the URL, as some are more reliable than others.
-
-
VirusTotal API: For programmatic verification, the VirusTotal API is the way to go. You can send a request to the API with the URL and receive a JSON response containing the analysis results. This is what I use in my code, and it’s incredibly powerful.
-
Making a request: To use the API, you'll need an API key, which you can obtain by creating a free account on the VirusTotal website. Once you have the key, you can make a request to the API using a programming language like Python. The API endpoint for URL analysis is
https://www.virustotal.com/api/v3/urls
. You'll need to include the URL you want to scan in the request body and your API key in the headers. -
Handling the response: The API response is in JSON format, which makes it easy to parse and extract the information you need. The response includes a
data
object with attributes likeattributes
, which contains the analysis results. One of the key attributes islast_analysis_stats
, which provides a summary of the detections, including the number of malicious, suspicious, and harmless results. You can also find detailed results from each antivirus engine in thelast_analysis_results
attribute.
-
-
Example API Request (Python)
Here’s a quick example of how you might do this in Python:
import requests
url = "http://example.com/malicious"
api_key = "YOUR_API_KEY"
headers = {
"x-apikey": api_key
}
params = {
"url": url
}
response = requests.post("https://www.virustotal.com/api/v3/urls", headers=headers, data=params)
if response.status_code == 200:
analysis_id = response.json()['data']['id']
analysis_url = f"https://www.virustotal.com/api/v3/analyses/{analysis_id}"
analysis_response = requests.get(analysis_url, headers=headers)
if analysis_response.status_code == 200:
stats = analysis_response.json()['data']['attributes']['stats']
print(f"Malicious: {stats['malicious']}")
print(f"Suspicious: {stats['suspicious']}")
print(f"Harmless: {stats['harmless']}")
else:
print(f"Error getting analysis results: {analysis_response.status_code}")
else:
print(f"Error submitting URL: {response.status_code}")
This code snippet sends a URL to the VirusTotal API, retrieves the analysis results, and prints the number of malicious, suspicious, and harmless detections. Remember to replace "YOUR_API_KEY"
with your actual API key.
By verifying URLs with VirusTotal, you ensure that you’re working with valid examples and get a clear understanding of how the API works. This is a critical step in building a reliable and effective security application.
Handling URLs Safely
Okay, so you’ve found some malicious URLs and verified them with VirusTotal – great job! But before you start diving deep into your analysis, let’s talk about safety. Handling malicious URLs is like handling hazardous materials; you need to take precautions to avoid getting burned. It’s super important to protect yourself and your system from potential harm.
Here are some essential tips for handling URLs safely:
-
Never Visit Directly: This might seem obvious, but it’s worth repeating: never, ever visit a potentially malicious URL directly in your browser. Clicking on a bad link can lead to all sorts of trouble, from malware infections to phishing attacks. Your browser is designed to execute code from websites, so visiting a malicious URL can allow it to run harmful scripts on your system.
-
Use Safe Browsing Tools: If you absolutely need to see what a website looks like, use safe browsing tools or services that provide a sandboxed environment. These tools allow you to view the website without risking your system. They isolate the website in a virtual environment, preventing it from accessing your files or installing software.
- URLScan.io: URLScan.io is a free service that scans and analyzes websites. It provides a screenshot of the website, along with detailed information about the resources it loads and any potential threats it detects. It’s like having a virtual pair of eyes that can check out a website without putting you at risk.
- Hybrid Analysis: Hybrid Analysis is another excellent service for analyzing potentially malicious URLs and files. It provides a detailed report, including behavioral analysis and network traffic information. Think of it as a virtual lab where you can dissect a website and see exactly what it does.
- Browsershots: Browsershots takes screenshots of websites in different browsers and operating systems. While it doesn’t provide the same level of security analysis as URLScan.io or Hybrid Analysis, it can be a useful tool for getting a quick visual overview of a website.
-
Inspect Headers with
curl
orwget
: Instead of visiting a URL, use command-line tools likecurl
orwget
to inspect the HTTP headers. These tools allow you to see the server's response without actually loading the website in your browser. The headers can provide valuable information about the website, such as its content type, server software, and any redirects.-
Example using
curl
: Open your terminal and typecurl -I <URL>
, replacing<URL>
with the URL you want to inspect. The-I
option tellscurl
to only fetch the headers. You’ll see a list of headers, which can give you clues about the website’s legitimacy. For example, a redirect to a suspicious domain or a content type that doesn’t match the expected format can be red flags. -
Example using
wget
: Similarly, you can usewget --spider <URL>
. The--spider
option tellswget
to check the URL without downloading the content. This will also show you the HTTP headers and any error messages.
-
-
Use a Virtual Machine or Sandbox: For more in-depth analysis, consider using a virtual machine (VM) or sandbox environment. VMs and sandboxes create isolated environments where you can safely interact with potentially malicious files and websites. It’s like having a separate computer that you can mess up without affecting your main system.
- VirtualBox: VirtualBox is a free and open-source virtualization software that allows you to create and run VMs on your computer. You can install an operating system like Linux or Windows in the VM and use it to analyze malicious URLs and files. If something goes wrong, you can simply reset the VM to its original state.
- Sandboxie: Sandboxie is a sandbox program for Windows that creates an isolated environment for running applications. You can use Sandboxie to run your browser or other programs and safely visit potentially malicious websites. Sandboxie will prevent the website from making changes to your system or accessing your files.
-
Analyze the Content in a Text Editor: If you need to see the content of a web page, download it using
curl
orwget
and open it in a text editor. This allows you to examine the HTML, JavaScript, and other code without running it in a browser. You can look for suspicious code, such as obfuscated JavaScript or links to malicious domains. It’s like reading a book instead of watching the movie – you get to see all the details without the risk of being surprised by a jump scare. -
Keep Your System Updated: Finally, make sure your operating system, browser, and security software are up to date. Security updates often include patches for vulnerabilities that attackers can exploit. Keeping your system updated is like wearing a bulletproof vest – it provides an extra layer of protection against threats.
By following these safety tips, you can handle malicious URLs without putting yourself at risk. Remember, safety first, guys! The internet can be a dangerous place, but with the right precautions, you can explore it safely.
Conclusion
So, there you have it! Finding examples of URLs flagged by VirusTotal is a crucial step in testing your code and understanding how security tools work. By using public threat intelligence feeds, security blogs, and tools like VirusTotal itself, you can build a solid collection of malicious URLs for testing. Remember to always verify these URLs and handle them with care to protect yourself and your system. Happy coding, and stay safe out there! It’s a wild world on the internet, but with the right tools and knowledge, you can navigate it safely and effectively.