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CVE-2026-7482 — Technical analysis and educational documentation of CVE-2026-7482, a critical heap buffer over-read in Ollama's GGUF loader, including exploitation chain, impact, and mitigation strategies. | Kitploit
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GitHubkaleth4/cve-2026-7482

CVE-2026-7482

Technical analysis and educational documentation of CVE-2026-7482, a critical heap buffer over-read in Ollama's GGUF loader, including exploitation chain, impact, and mitigation strategies.

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🚨 CVE-2026-7482: Heap Buffer Over-Read in Ollama

Vulnerability Severity CVSS Score Affected Component Status


📝 Description

CVE-2026-7482 identifies a critical heap buffer over-read vulnerability in the /api/create and /api/push endpoints of Ollama, an open-source framework for running local language models.

This vulnerability allows a remote, unauthenticated attacker to leak process memory, exposing sensitive data such as:

  • API keys and authentication tokens
  • Environment variables
  • System prompts
  • Confidential data from concurrent users

🔴 Impact: Total process memory disclosure, with the potential to exfiltrate critical organizational information.


🔍 Technical Analysis

🎯 Exploitation Mechanism

  1. Manipulation of malicious GGUF files

    • An attacker sends a GGUF (language model format) file with manipulated values in the fields:
      • Tensor offset
      • Tensor size
    • These values exceed the actual file length, causing the server to read beyond the allocated buffer in the heap.
  2. Vulnerability in the WriteTo() function

    • The insecure code in:
      • fs/ggml/gguf.go
      • server/quantization.go
    • Bypasses memory safety guarantees, allowing arbitrary memory reads.
  3. Data exfiltration

    • The leaked data is sent to the attacker via:
      • Endpoint /api/push (upload to an attacker-controlled registry).

📊 Exploitation Chain

StepAttacker ActionEndpointResult
1Uploads a malicious GGUF file/api/createTriggers the vulnerability
2Executes quantization/api/createLeaks heap memory
3Retrieves the leaked data/api/pushExfiltrates data to an external server

💡 Impact example: "An attacker can learn practically anything about the organization: API keys, proprietary code, client contracts, and more." — Dor Attias, Cyera researcher


🛡️ Mitigation and Best Practices

[!CAUTION] The affected endpoints do not require authentication by default in upstream distributions.

✅ Immediate Mitigation Measures

MeasureDescriptionImplementation
Restrict network accessAvoid exposing Ollama to the InternetConfigure OLLAMA_HOST=127.0.0.1
Update to the latest versionPatch the vulnerabilityCheck GitHub Ollama
Implement authenticationReverse proxy with authenticationUse Nginx/Apache with basic authentication
Audit exposed instancesIdentify vulnerable serversScan with tools like nmap or shodan

🔐 Recommended Configuration

root@kitploit:~
# Run Ollama only on localhost
OLLAMA_HOST=127.0.0.1 ollama serve

# Use a reverse proxy with authentication
server {
    listen 443 ssl;
    server_name ollama.example.com;

    location / {
        auth_basic "Restricted Access";
        auth_basic_user_file /etc/nginx/.htpasswd;
        proxy_pass http://127.0.0.1:11434;
    }
}

📚 References and Resources

🔗 Official Sources

  • CVE-2026-7482 (CVE.org)
  • GitHub - Ollama
  • Ollama Networking Documentation

📰 Media Coverage

  • The Hacker News - Bleeding Llama
  • Cyera - Security Report

🛠 Detection Tools

  • Nmap (Port scanning)
  • Shodan (Search for exposed instances)
  • Ollama Audit Script

⚠️ Final Warning

⚠️ This repository is for educational and informational purposes only. Exploiting this vulnerability may violate cybersecurity laws and terms of service. Do not use this knowledge for malicious purposes.

🔒 Keep your systems updated and protected!

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