CVE-2026-5536: Deserialization in FedML-AI FedML
A weakness has been identified in FedML-AI FedML up to 0.8.9. Affected is the function sendMessage of the file grpc_server.py of the component gRPC server. Executing a manipulation can lead to deserialization. The attack may be performed from remote. The vendor was contacted early about this disclosure but did not respond in any way.
AI Analysis
Technical Summary
This vulnerability affects the FedML-AI FedML software up to version 0.8.9. The issue lies in the sendMessage function of grpc_server.py in the gRPC server component, where manipulated input can lead to unsafe deserialization. The vulnerability is remotely exploitable without requiring privileges or user interaction. The CVSS 4.0 base score is 6.9, indicating a medium severity level. No vendor advisory or patch information is available, and the vendor has not responded to disclosure attempts.
Potential Impact
Successful exploitation of this vulnerability could allow an attacker to perform unsafe deserialization remotely, potentially leading to arbitrary code execution or other impacts related to deserialization flaws. The CVSS vector indicates low confidentiality, integrity, and availability impacts, but the exact consequences depend on the deserialization context. No known exploits are reported in the wild.
Mitigation Recommendations
Patch status is not yet confirmed — check the vendor advisory for current remediation guidance. Since the vendor has not responded and no patch or workaround is available, users should consider restricting network access to the vulnerable gRPC server component and monitor for unusual activity as a precaution until an official fix is released.
CVE-2026-5536: Deserialization in FedML-AI FedML
Description
A weakness has been identified in FedML-AI FedML up to 0.8.9. Affected is the function sendMessage of the file grpc_server.py of the component gRPC server. Executing a manipulation can lead to deserialization. The attack may be performed from remote. The vendor was contacted early about this disclosure but did not respond in any way.
AI-Powered Analysis
Machine-generated threat intelligence
Technical Analysis
This vulnerability affects the FedML-AI FedML software up to version 0.8.9. The issue lies in the sendMessage function of grpc_server.py in the gRPC server component, where manipulated input can lead to unsafe deserialization. The vulnerability is remotely exploitable without requiring privileges or user interaction. The CVSS 4.0 base score is 6.9, indicating a medium severity level. No vendor advisory or patch information is available, and the vendor has not responded to disclosure attempts.
Potential Impact
Successful exploitation of this vulnerability could allow an attacker to perform unsafe deserialization remotely, potentially leading to arbitrary code execution or other impacts related to deserialization flaws. The CVSS vector indicates low confidentiality, integrity, and availability impacts, but the exact consequences depend on the deserialization context. No known exploits are reported in the wild.
Mitigation Recommendations
Patch status is not yet confirmed — check the vendor advisory for current remediation guidance. Since the vendor has not responded and no patch or workaround is available, users should consider restricting network access to the vulnerable gRPC server component and monitor for unusual activity as a precaution until an official fix is released.
Technical Details
- Data Version
- 5.2
- Assigner Short Name
- VulDB
- Date Reserved
- 2026-04-04T06:40:50.140Z
- Cvss Version
- 4.0
- State
- PUBLISHED
- Remediation Level
- null
Threat ID: 69d1dada0a160ebd92844ac4
Added to database: 4/5/2026, 3:45:30 AM
Last enriched: 4/5/2026, 4:00:40 AM
Last updated: 4/5/2026, 11:01:05 AM
Views: 6
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