GHSA-hmx6-r76c-85g9 CVE-2024-1729 PYSEC-2026-1416
Gradio apps vulnerable to timing attacks to guess password
- Severity
- 5.9 / 10
- Medium · CVSS 3.0
- Exploit chance (EPSS)
- 0.50%
- Chance of exploitation in the next 30 days. Higher than 42.93% of scored vulnerabilities.
- Known exploited
- No
- Not in CISA's catalog
- Weakness
- CWE-367 Time-of-check Time-of-use (TOCTOU) Race Condition
- Fix
4.19.2- Upgrade gradio to this version or later
Description
Impact
This security policy is with regards to a timing attack that allows users of Gradio apps to potentially guess the password of password-protected Gradio apps. This relies on the fact that string comparisons in Python terminate early, as soon as there is a string mismatch. Because Gradio apps are, by default, not rate-limited, a user could brute-force millions of guesses to figure out the correct username and password.
Patches
Yes, the problem has been patched in Gradio version 4.19.2 or higher. We have no knowledge of this exploit being used against users of Gradio applications, but we encourage all users to upgrade to Gradio 4.19.2 or higher.
Fixed in: https://github.com/gradio-app/gradio/commit/e329f1fd38935213fe0e73962e8cbd5d3af6e87b
Affected versions
PyPI
| Package | Vulnerable | Fixed in |
|---|---|---|
| gradio | < 4.19.2 |
4.19.2 |
How to fix
Move to the fixed version or later with your package manager, update the lockfile, and run your tests. If the package only arrives through another dependency, upgrade that dependency first. If none of its releases pulls a fixed version yet, force the version with your package manager's override.
gradio PyPI → 4.19.2
- pip
pip install --upgrade "gradio>=4.19.2"- poetry
poetry add "gradio>=4.19.2"- uv
uv add "gradio>=4.19.2"
Severity breakdown
CVSS 3.0 5.9
CVSS:3.0/AV:N/AC:H/PR:N/UI:N/S:U/C:H/I:N/A:N
- Attack vector
- Network
- Attack complexity
- High
- Privileges required
- None
- User interaction
- None
- Scope
- Unchanged
- Confidentiality
- High
- Integrity
- None
- Availability
- None
Weakness
CWE-367: Time-of-check Time-of-use (TOCTOU) Race Condition
The product checks the state of a resource before using that resource, but the resource's state can change between the check and the use in a way that invalidates the results of the check.
How to prevent it
- Implementation: The most basic advice for TOCTOU vulnerabilities is to not perform a check before the use. This does not resolve the underlying issue of the execution of a function on a resource whose state and identity cannot be assured, but it does help to limit the false sense of security given by the check.
- Implementation: When the file being altered is owned by the current user and group, set the effective gid and uid to that of the current user and group when executing this statement.
- Architecture and Design: Limit the interleaving of operations on files from multiple processes.
- Implementation, Architecture and Design: If you cannot perform operations atomically and you must share access to the resource between multiple processes or threads, then try to limit the amount of time (CPU cycles) between the check and use of the resource. This will not fix the problem, but it could make it more difficult for an attack to succeed.
- Implementation: Recheck the resource after the use call to verify that the action was taken appropriately.
- Architecture and Design: Ensure that some environmental locking mechanism can be used to protect resources effectively.
- Implementation: Ensure that locking occurs before the check, as opposed to afterwards, such that the resource, as checked, is the same as it is when in use.
References
Advisories
Packages
Other links
Timeline
- Published
- Last updated by the source
- Latest EPSS score
Related advisories
| Advisory | Severity | Why it's related |
|---|---|---|
| GHSA-j36p-7w88-g82j Gradio FileExplorer preprocess path traversal allows files outside root_dir to reach callbacks | High | Also affects gradio |
| GHSA-6655-8ph2-63j3 Gradio: Audio cache key ignores metadata when saving numpy audio outputs | Low | Also affects gradio |
| GHSA-7hp7-4p35-3cx2 Gradio contains a cookie injection vulnerability | Medium | Also affects gradio |
| GHSA-jmh7-g254-2cq9 Gradio has SSRF via Malicious `proxy_url` Injection in `gr.load()` Config Processing | High | Also affects gradio |
| GHSA-pfjf-5gxr-995x Gradio has an Open Redirect in its OAuth Flow | Medium | Also affects gradio |
| GHSA-39mp-8hj3-5c49 Gradio is Vulnerable to Absolute Path Traversal on Windows with Python 3.13+ | High | Also affects gradio |
| GHSA-h3h8-3v2v-rg7m Gradio: Mocked OAuth Login Exposes Server Credentials and Uses Hardcoded Session Secret | Medium | Also affects gradio |
| GHSA-8jw3-6x8j-v96g Gradio Allows Unauthorized File Copy via Path Manipulation | High | Also affects gradio |
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