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ai-exploits/ray/README.md

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Ray Vulnerabilities and Exploits

Overview

Ray is an open-source framework that allows for distributed training of machine learning models. Ray is designed to scale transparently from running on a single machine to large clusters and includes a web interface for ease of use. By default, Ray lacks authentication.

Vulnerabilities

CSRF (Cross-Site Request Forgery)

  • Description: Ray's web interface may not implement proper CSRF protections, which could allow attackers to craft malicious web pages that, when visited by a logged-in user, could perform unauthorized actions on the web interface.
  • Impact: An attacker could leverage CSRF vulnerabilities to execute commands, control jobs, or alter the state of the Ray cluster without the user's consent.

RCE (Remote Code Execution)

  • Description: Certain endpoints or features within Ray may be susceptible to RCE, allowing an attacker to execute arbitrary code on the cluster's nodes.
  • Impact: If exploited, this could grant an attacker full control over the Ray cluster, potentially leading to data leakage, service disruption, or further exploitation of internal network resources.

LFI (Local File Inclusion)

  • Description: The Ray framework may include functions that improperly handle file paths, allowing attackers to include files located elsewhere on the server.
  • Impact: This vulnerability can lead to the disclosure of sensitive information if system files or other files with sensitive data are read.

SSRF (Server-Side Request Forgery)

  • Description: Ray may be vulnerable to SSRF attacks where an attacker could abuse the functionality of the server to read or update internal resources.
  • Impact: Attackers may leverage SSRF to send requests to internal systems behind the firewall which are not accessible from the external network.

Utilities

Metasploit Modules

  • ray_cpuprofile_cmd_injection: Exploits command injection vulnerabilities within Ray's CPU profiling endpoints.
  • ray_job_rce: Targets Remote Code Execution vulnerabilities in Ray's job submission features.
  • ray_lfi_static_file: Utilizes Local File Inclusion vulnerabilities to read static files from the Ray server.

CSRF Templates

  • ray-cmd-injection-csrf.html: Demonstrates CSRF vulnerabilities that can lead to command injection in Ray.
  • ray-job-rce-csrf.html: Shows how CSRF can be used to achieve Remote Code Execution by submitting a job in Ray.

Nuclei Templates

  • ray-cpuprofile-cmd-injection: Identifies command injection flaws in Ray's CPU profiling features.
  • ray-job-rce: Scans for Remote Code Execution vulnerabilities within Ray's job management system.
  • ray-log-lfi: Identifies Local File Inclusion vulnerabilities via log files in Ray.
  • ray-static-lfi: Detects Local File Inclusion vulnerabilities within static file serving in Ray.

Reports

Disclaimer

The vulnerabilities and associated exploits provided in this repository are for educational and ethical security testing purposes only.

Contribution

Contributions to improve the exploits or documentation are welcome. Please follow the contributing guidelines outlined in the repository.

License

All exploits and templates in this repository are released under the Apache 2.0 License.