CVE-2024-8966: CWE-770 Allocation of Resources Without Limits or Throttling in gradio-app gradio-app/gradio
A vulnerability in the file upload process of gradio-app/gradio version @gradio/video@0.10.2 allows for a Denial of Service (DoS) attack. An attacker can append a large number of characters to the end of a multipart boundary, causing the system to continuously process each character and issue warnings. This can render Gradio inaccessible for extended periods, disrupting services and causing significant downtime.
AI Analysis
Technical Summary
CVE-2024-8966 is a vulnerability classified under CWE-770 (Allocation of Resources Without Limits or Throttling) affecting the gradio-app/gradio project, specifically the video component version @gradio/video@0.10.2. The flaw exists in the multipart file upload process where an attacker can append an excessively long string to the multipart boundary delimiter. Multipart boundaries are used to separate parts of a file upload in HTTP requests. By crafting a boundary with a large number of characters, the system is forced to process each character sequentially, triggering repeated warnings and consuming CPU and memory resources without any throttling or limits. This behavior leads to a Denial of Service (DoS) condition, rendering the Gradio service inaccessible for extended periods. The vulnerability can be exploited remotely without any authentication or user interaction, increasing its risk profile. The CVSS v3.0 score of 7.5 (AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H) indicates a high severity primarily due to the impact on availability. No patches or fixes are currently linked, and no known exploits have been reported in the wild as of the publication date. The vulnerability highlights a critical weakness in resource management during multipart parsing, which is a common vector for DoS attacks if not properly controlled.
Potential Impact
For European organizations, the impact of CVE-2024-8966 can be significant, especially for those relying on Gradio for AI/ML model deployment, interactive demos, or internal tools. A successful DoS attack can cause prolonged service outages, disrupting business operations, delaying research and development activities, and impacting customer-facing applications. This can lead to financial losses, reputational damage, and reduced productivity. Organizations in sectors such as technology, research institutions, and enterprises using AI platforms are particularly vulnerable. Additionally, since Gradio is often used in cloud or hybrid environments, the attack could also increase cloud resource consumption, leading to higher operational costs. The lack of authentication or user interaction requirements means attackers can launch attacks remotely and anonymously, increasing the threat surface. The vulnerability does not affect confidentiality or integrity but severely impacts availability, which can be critical for time-sensitive or high-availability services.
Mitigation Recommendations
To mitigate CVE-2024-8966, organizations should: 1) Monitor for updates from the gradio-app project and apply patches promptly once available. 2) Implement input validation and enforce strict limits on the length of multipart boundaries in the upload handling code to prevent excessive resource consumption. 3) Introduce resource throttling and rate limiting on file upload endpoints to detect and block abnormal request patterns. 4) Deploy Web Application Firewalls (WAFs) with rules to detect and block suspicious multipart boundary anomalies. 5) Use network-level protections such as IP reputation filtering and anomaly detection to reduce exposure to automated attacks. 6) Conduct regular security testing, including fuzzing multipart parsers, to identify similar resource exhaustion issues. 7) Consider isolating Gradio services in containerized or sandboxed environments to limit the impact of potential DoS attacks. 8) Educate developers and DevOps teams about secure multipart parsing practices and resource management.
Affected Countries
Germany, France, United Kingdom, Netherlands, Sweden, Finland
CVE-2024-8966: CWE-770 Allocation of Resources Without Limits or Throttling in gradio-app gradio-app/gradio
Description
A vulnerability in the file upload process of gradio-app/gradio version @gradio/video@0.10.2 allows for a Denial of Service (DoS) attack. An attacker can append a large number of characters to the end of a multipart boundary, causing the system to continuously process each character and issue warnings. This can render Gradio inaccessible for extended periods, disrupting services and causing significant downtime.
AI-Powered Analysis
Technical Analysis
CVE-2024-8966 is a vulnerability classified under CWE-770 (Allocation of Resources Without Limits or Throttling) affecting the gradio-app/gradio project, specifically the video component version @gradio/video@0.10.2. The flaw exists in the multipart file upload process where an attacker can append an excessively long string to the multipart boundary delimiter. Multipart boundaries are used to separate parts of a file upload in HTTP requests. By crafting a boundary with a large number of characters, the system is forced to process each character sequentially, triggering repeated warnings and consuming CPU and memory resources without any throttling or limits. This behavior leads to a Denial of Service (DoS) condition, rendering the Gradio service inaccessible for extended periods. The vulnerability can be exploited remotely without any authentication or user interaction, increasing its risk profile. The CVSS v3.0 score of 7.5 (AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H) indicates a high severity primarily due to the impact on availability. No patches or fixes are currently linked, and no known exploits have been reported in the wild as of the publication date. The vulnerability highlights a critical weakness in resource management during multipart parsing, which is a common vector for DoS attacks if not properly controlled.
Potential Impact
For European organizations, the impact of CVE-2024-8966 can be significant, especially for those relying on Gradio for AI/ML model deployment, interactive demos, or internal tools. A successful DoS attack can cause prolonged service outages, disrupting business operations, delaying research and development activities, and impacting customer-facing applications. This can lead to financial losses, reputational damage, and reduced productivity. Organizations in sectors such as technology, research institutions, and enterprises using AI platforms are particularly vulnerable. Additionally, since Gradio is often used in cloud or hybrid environments, the attack could also increase cloud resource consumption, leading to higher operational costs. The lack of authentication or user interaction requirements means attackers can launch attacks remotely and anonymously, increasing the threat surface. The vulnerability does not affect confidentiality or integrity but severely impacts availability, which can be critical for time-sensitive or high-availability services.
Mitigation Recommendations
To mitigate CVE-2024-8966, organizations should: 1) Monitor for updates from the gradio-app project and apply patches promptly once available. 2) Implement input validation and enforce strict limits on the length of multipart boundaries in the upload handling code to prevent excessive resource consumption. 3) Introduce resource throttling and rate limiting on file upload endpoints to detect and block abnormal request patterns. 4) Deploy Web Application Firewalls (WAFs) with rules to detect and block suspicious multipart boundary anomalies. 5) Use network-level protections such as IP reputation filtering and anomaly detection to reduce exposure to automated attacks. 6) Conduct regular security testing, including fuzzing multipart parsers, to identify similar resource exhaustion issues. 7) Consider isolating Gradio services in containerized or sandboxed environments to limit the impact of potential DoS attacks. 8) Educate developers and DevOps teams about secure multipart parsing practices and resource management.
Affected Countries
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Technical Details
- Data Version
- 5.1
- Assigner Short Name
- @huntr_ai
- Date Reserved
- 2024-09-17T23:04:15.825Z
- Cvss Version
- 3.0
- State
- PUBLISHED
Threat ID: 68ef9b2e178f764e1f470e91
Added to database: 10/15/2025, 1:01:34 PM
Last enriched: 10/15/2025, 1:17:43 PM
Last updated: 10/15/2025, 10:01:52 PM
Views: 2
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