CVE-2025-41419

CVE-2025-41419 is a medium-severity security vulnerability in ms-swift (pip), affecting versions < 3.7.0. It is fixed in 3.7.0.

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Runtime intelligence, not another scanner.

Summary

MS SWIFT WEB-UI RCE Vulnerability

I. Detailed Description:

This includes scenarios, screenshots, vulnerability reproduction methods. For account-related vulnerabilities, please provide test accounts. If the reproduction process is complex, you may record a video, upload it to Taopan, and attach the link.

  1. Install ms-swift

    pip install ms-swift -U
    
  2. Start web-ui

    swift web-ui --lang en
    
  3. After startup, access through browser at http://localhost:7860/ to see the launched fine-tuning framework program

  4. Fill in necessary parameters
    In the LLM Training interface, fill in required parameters including Model id, Dataset Code. The --output_dir can be filled arbitrarily as it will be modified later through packet capture

  5. Click Begin to start training. Capture packets and modify the parameter corresponding to --output_dir

    You can see the concatenated command being executed in the terminal where web-ui was started

  6. Wait for the program to run (testing shows it requires at least 5 minutes), and you can observe the effect of command execution creating files

II. Vulnerability Proof (Write POC here):

/tmp/xxx'; touch /tmp/inject_success_1; #

III. Fix Solution:

  1. The swift.ui.llm_train.llm_train.LLMTrain#train() method should not directly concatenate parameters with commands after receiving commands from the frontend
  2. The swift.ui.llm_train.llm_train.LLMTrain#train_local() method should not use os.system for execution, but should be changed to subprocess.run([cmd, arg1, arg2...]) format

Author

Impact

Affected versions

ms-swift (< 3.7.0)

Security releases

ms-swift → 3.7.0 (pip)

Kodem intelligence

Severity tells you how bad this could be in the worst case. It does not tell you whether you are exposed. Exploitability and impact are functions of runtime truth: whether the vulnerable code is present, reachable, and actually executes in your application. A vulnerable package can sit in your dependency tree and never run.

Kodem, an Intelligent Application Security platform, uses runtime intelligence to reveal which vulnerabilities actually execute in production, so teams prioritize the ones that genuinely matter. Kodem's runtime-powered SCA identifies whether this CVE is reachable in your applications.

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Remediation advice

Upgrade ms-swift to 3.7.0 or later to resolve this vulnerability.

Kodem Kai can prioritize this vulnerability in your dependency tree and generate a fix recommendation.

Frequently Asked Questions

  1. What is CVE-2025-41419? CVE-2025-41419 is a medium-severity security vulnerability in ms-swift (pip), affecting versions < 3.7.0. It is fixed in 3.7.0.
  2. Which versions of ms-swift are affected by CVE-2025-41419? ms-swift (pip) versions < 3.7.0 is affected.
  3. Is there a fix for CVE-2025-41419? Yes. CVE-2025-41419 is fixed in 3.7.0. Upgrade to this version or later.
  4. Is CVE-2025-41419 exploitable, and should I be worried? Whether CVE-2025-41419 is exploitable in your environment depends on whether the vulnerable code is present and reachable. A CVSS score is a worst-case rating; it does not account for your specific deployment, configuration, or usage patterns. Kodem, an Intelligent Application Security platform, uses runtime intelligence to show which vulnerabilities actually execute in production, so you can focus on the ones that represent real risk. Get a demo
  5. What actually determines whether CVE-2025-41419 is exploitable, and how bad it is? Exploitability and impact are not fixed properties of a CVE. They depend on runtime truth: whether the vulnerable code is present, reachable, and actually executes in your application. A high CVSS score on a dependency that never runs is not the same as real risk. Kodem, an Intelligent Application Security platform, uses runtime intelligence to reveal which vulnerabilities actually execute in production, so teams prioritize the ones that genuinely matter.
  6. How do I fix CVE-2025-41419? Upgrade ms-swift to 3.7.0 or later.

Other vulnerabilities in ms-swift

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