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Alay Sharma
Alay Sharma

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IntelPatch: An Autonomous AI-Powered CVE Intelligence System

Can an AI system understand vulnerabilities, evaluate risk, and suggest mitigations — all without human help?

That’s what I set out to build with IntelPatch.


🔥 What is IntelPatch?

IntelPatch is a fully autonomous, multi-agent CVE intelligence system that parses real-world CVEs, simulates red-team reasoning, and generates human-grade vulnerability insights and patch recommendations.

It's built using CamelAI’s OWL framework, and can run completely offline via Ollama, making it ideal for secure environments.


🧠 What It Does

  • 🧾 Scrapes and parses CVEs in real-time
  • 🧠 Uses multiple reasoning agents to analyze severity and exploitability
  • 🛠️ Suggests practical mitigations based on past exploits, configs, and patch databases
  • 🔍 Scores risk based on CVSS, historical PoCs, and impact vectors
  • 📦 All running fully locally with no internet dependency

⚙️ Tech Stack

  • Languages: Python (agents, parsing), Shell (automation)
  • LLM Integration: Ollama (offline LLM serving)
  • Multi-Agent System: CamelAI OWL framework
  • Data Sources: MITRE CVE feeds, ExploitDB, vendor advisories
  • Design Pattern: Autonomous role-based agents with task delegation

🧩 How It Works

  1. CVE Ingestion Agent → pulls recent CVEs
  2. Parsing Agent → extracts vulnerability fields
  3. Exploit Risk Agent → analyzes threat level & known exploits
  4. Mitigation Agent → suggests fixes and patches
  5. Summarization Agent → generates human-readable report

Each agent operates independently, communicates via a shared memory channel, and reasons using OWL's role-based planner.


💡 Why I Built This

Manual CVE triage is:

  • 🔁 Repetitive
  • 🧍 Prone to error
  • 🐢 Slow during active threat windows

IntelPatch acts as a virtual analyst, automating threat evaluation so defenders can respond faster and smarter.


🔗 Links


📈 What’s Next?

  • [ ] Add CVE → PoC → Patch mapping using ExploitDB
  • [ ] Integrate a local vector DB for semantic similarity
  • [ ] Add scoring dashboard with charts + risk heatmaps
  • [ ] Add PoC testing in sandboxed environment

- [ ] Submit to CamelAI + OWL agent gallery

IntelPatch isn’t a script — it’s a thinking system.

Built solo. Fully open source. Always improving.

If you work in threat intel, cyber defense, or autonomous systems — I’d love your feedback or collab. Let’s build machines that defend like humans, but faster.

→ Drop a ⭐ on GitHub

→ Comment or share if this resonates

Alay Sharma

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