Security Digest · Vulnerability record

CVE-2024-12029: InvokeAI Deserialization of Untrusted Data vulnerability

A remote code execution vulnerability exists in invoke-ai/invokeai versions 5.3.1 through 5.4.2 via the /api/v2/models/install API.

CVSS 9.8 Critical EPSS 6.0% · p93

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 6.0%, percentile 93: FIRST’s model estimates a 6.0% chance of exploitation activity in the next 30 days, higher than 93% of all scored CVEs (elevated). 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 InvokeAI (PyPI) >= 5.3.1, < 5.4.3rc2, fixed in 5.4.3rc2. Check your lockfile, including transitive dependencies.

What it is

A remote code execution vulnerability exists in invoke-ai/invokeai versions 5.3.1 through 5.4.2 via the /api/v2/models/install API. The vulnerability arises from unsafe deserialization of model files using torch.load without proper validation. Attackers can exploit this by embedding malicious code in model files, which is executed upon loading. This issue is fixed in version 5.4.3.

From the GitHub advisory

A remote code execution vulnerability exists in invoke-ai/invokeai versions 5.3.1 through 5.4.2 via the /api/v2/models/install API. The vulnerability arises from unsafe deserialization of model files using torch.load without proper validation. Attackers can exploit this by embedding malicious code in model files, which is executed upon loading. This issue is fixed in version 5.4.3rc2.

Weakness type: CWE-502.

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

Affected and fixed versions

EcosystemPackageVulnerableFirst fixed
PyPIInvokeAI>= 5.3.1, < 5.4.3rc25.4.3rc2
VendorProductAffected versions (per CVE record)
invoke-aiinvoke-ai/invokeaiunspecified < 5.4.3

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): 5.98% probability of exploitation activity in the next 30 days; percentile 93.

Timeline

  • — CVE record last updated
  • — CVE record published by @huntr_ai
  • — GitHub-reviewed advisory GHSA-mcrp-whpw-jp68 published (critical)

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-mcrp-whpw-jp68 github.com
  2. CVE.org record CVE-2024-12029 cve.org
  3. NVD entry CVE-2024-12029 nvd.nist.gov

Other references from the CVE record and advisory

  1. huntr.com huntr.com
  2. github.com github.com
  3. github.com github.com
  4. github.com github.com

Critical PyPI advisories · Today’s Security Digest