Security Digest · Vulnerability record

CVE-2024-10190: Horovod Vulnerable to Command Injection

Horovod versions up to and including v0.28.1 are vulnerable to unauthenticated remote code execution.

CVSS 9.8 Critical EPSS 1.1% · p66

Should you act?

Critical and remotely reachable

No known exploitation yet, but it is network-reachable without credentials. This signal is computed from CISA KEV, EPSS and CVSS data; it is not an editorial verdict.

  • Not in CISA KEV, but CISA’s SSVC assessment records a public proof-of-concept, so attack code exists.
  • EPSS 1.1%, percentile 66: FIRST’s model estimates a 1.1% chance of exploitation activity in the next 30 days, higher than 66% of all scored CVEs (moderate). EPSS is a probability, not a verdict.
  • Remotely reachable with no login and no user interaction. If the vulnerable service is exposed to the internet, prioritize it.
  • Only applies if your dependency tree includes horovod (PyPI) <= 0.28.1, no fixed version listed. Check your lockfile, including transitive dependencies.

What it is

Horovod versions up to and including v0.28.1 are vulnerable to unauthenticated remote code execution. The vulnerability is due to improper handling of base64-encoded data in the ElasticRendezvousHandler, a subclass of KVStoreHandler. Specifically, the putvalue method in ElasticRendezvousHandler calls codec.loadsbase64(value), which eventually invokes cloudpickle.loads(decoded). This allows an attacker to send a malicious pickle object via a PUT request, leading to arbitrary code execution on the server.

From the GitHub advisory

Horovod versions up to and including v0.28.1 are vulnerable to unauthenticated remote code execution. The vulnerability is due to improper handling of base64-encoded data in the ElasticRendezvousHandler, a subclass of KVStoreHandler. Specifically, the putvalue method in ElasticRendezvousHandler calls codec.loadsbase64(value), which eventually invokes cloudpickle.loads(decoded). This allows an attacker to send a malicious pickle object via a PUT request, leading to arbitrary code execution on the server.

Weakness type: CWE-502, CWE-77.

Product: horovod (PyPI) · Assigned by: @huntr_ai · Published: 2025-03-20

Affected and fixed versions

EcosystemPackageVulnerableFirst fixed
PyPIhorovod<= 0.28.1none listed
VendorProductAffected versions (per CVE record)
horovodhorovod/horovodunspecified <= latest

Severity scores

Scored byCVSSScoreVector
@huntr_ai3.09.8 CriticalCVSS:3.0/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H
GitHub3.19.8 CVSS:3.0/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H
  • Attack vector: network (remotely reachable)
  • Attack complexity: low
  • Privileges required: none (no login)
  • User interaction: none
  • Scope: unchanged

CVSS measures how bad a flaw is if exploited, not how likely exploitation is. Read it next to the exploitation data below.

Exploitation and urgency

  • CISA KEV: not listed (no confirmed in-the-wild exploitation known to CISA).
  • CISA SSVC assessment: exploitation poc, automatable yes, technical impact total.
  • FIRST EPSS (model of 2026-10-21): 1.12% probability of exploitation activity in the next 30 days; percentile 66.

Timeline

  • — CVE record published by @huntr_ai
  • — GitHub-reviewed advisory GHSA-mrhh-3ggq-23p2 published (critical)
  • — CVE record last updated

Sources and references

Original sources first. Version and fix details should always be confirmed against the vendor or project advisory.

Vulnerability records

  1. GitHub Advisory GHSA-mrhh-3ggq-23p2 github.com
  2. CVE.org record CVE-2024-10190 cve.org
  3. NVD entry CVE-2024-10190 nvd.nist.gov

Other references from the CVE record and advisory

  1. huntr.com huntr.com

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