• AUTO-ASSIGN
  • TRACKING
  • REMEDIATION
  • HUMAN

How to trigger adaptive training with your AI

Connect HackEDU to your AI client to turn security flaws into immediate learning opportunities. Once linked, your agent handles the heavy lifting of matching vulnerabilities to specific training modules.

Ask AI about this page

Short answer

How do I turn code vulnerabilities into training?

Your AI scans for security flaws and immediately assigns relevant HackEDU training to the responsible developers. This creates a direct loop between finding a bug and learning how to prevent it. You get a hands-on curriculum tailored to your actual codebase.

Training outcomes

Where every assignment lands.

The AI routes every identified risk into a specific learning path.

AUTO-ASSIGN

Direct training paths

The AI maps specific vulnerabilities to HackEDU modules. Developers receive assignments that target their exact coding mistakes.

TRACKING

Skill gap analysis

Your agent tracks which vulnerabilities recur most often. This data shows you exactly where your team needs more security education.

REMEDIATION

Closing the loop

Instead of just fixing a bug, the AI ensures the developer understands the underlying concept. This reduces the likelihood of the same flaw appearing in future commits.

HUMAN

Manual oversight

You decide if a specific vulnerability requires a broad team training session rather than an individual assignment. The AI flags the issue, but you control the curriculum strategy.

The workflow

What your AI does when the vulnerability is found.

The AI acts as the bridge between your security scanner and your developer's education.

  1. Scan for flaws

    The agent pulls a list of all current security weaknesses in your environment.

    list_vulnerabilities

  2. Analyze the risk

    Your AI examines the specific nature of each vulnerability to determine the necessary training topic.

    list_vulnerabilities

  3. Create the task

    The agent generates a new training assignment within HackEDU for the developer to complete.

    create_issue

  4. Notify the dev

    The AI logs the assignment so the developer knows exactly what to study to fix the code.

    create_issue

Try it

Copy these to start.

Use these prompts to kick off the training process.

Starting points

These are starting points. Swap out the specific repo or vulnerability type to match your current project.

HackEDU Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_mFYLpKy0ZZF6v0IY576EZXEePCQlU17GJMa38ror/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — HackEDU capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "hackedu-security-journey-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_mFYLpKy0ZZF6v0IY576EZXEePCQlU17GJMa38ror/mcp"
    }
  }
}
Copy into chat04

  • List all vulnerabilities in the production repo and suggest training for each.

  • Find the SQL injection flaws in the auth module and create HackEDU assignments for them.

  • Look at the recent vulnerabilities in the web app and tell me which developers need training.

  • Create a training assignment in HackEDU for the cross-site scripting issue found in the frontend.

  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Start here

Connect HackEDU once, then ask.

Just link your account once. Your credentials stay encrypted, and you can immediately start asking your AI to manage your security training.

Connect HackEDU to your AI

FAQ

How this task behaves.

  • 01

    Can the AI delete existing training modules?

    No. The AI can only create new assignments based on vulnerabilities.

  • 02

    Does the AI automatically fix the code for me?

    No. The AI focuses on the training side by creating assignments; it does not modify your source code.

  • 03

    Can I review assignments before they are sent?

    Yes. You can ask your AI to list the proposed assignments before it executes the command to create them.

  • 04

    Will this work with any security scanner?

    The AI uses the data provided by the HackEDU connection to identify what needs to be addressed.

  • 05

    Does the AI assign training to everyone?

    No. The AI targets the specific developers associated with the identified vulnerabilities.

  • More questions about HackEDU? See everything the HackEDU Connector can do

Connect HackEDU to Claude, Cursor, ChatGPT & more