AI Security Threat Feed

Latest CVEs affecting AI/ML systems — LLM frameworks, ML libraries, AI agents, vector databases, and inference servers. Vulnerabilities are tracked from NVD, GitHub Advisory, CISA KEV, MITRE ATLAS, and enriched with CVSS, EPSS, exploitation confidence, AI-component classification, and compliance mappings to ISO 42001, EU AI Act, NIST AI RMF, and OWASP LLM Top 10. Updated continuously as new CVEs are published.

Each CVE is enriched with
  • CVSS severity
  • EPSS exploit probability
  • Exploitation confidence
  • AI-component classification
  • Compliance mappings
3,591

AI/ML CVEs Tracked

481

Critical

96

New This Week

24

In CISA KEV

Latest AI Security Threats

Showing 20 of 2346 results — no patch
UNKNOWN

InsydeH2O UEFI: SMM memory corruption enables firmware-level PrivEsc

CVE-2022-24030
--
EPSS 0.3%
Code Execution Inference
1 ATLAS
UNKNOWN

InsydeH2O: UEFI firmware stack overflow enables RCE

CVE-2021-42059
--
EPSS 0.3%
Code Execution Inference
UNKNOWN

InsydeH2O UEFI: SMM memory corruption escalates to Ring -2

CVE-2021-43615
--
EPSS 0.3%
Code Execution Inference
UNKNOWN

InsydeH2O: SMM callout allows arbitrary code execution

CVE-2021-41841
--
EPSS 0.3%
Code Execution Inference
UNKNOWN

InsydeH2O UEFI: SMM privilege escalation (not AI-related)

CVE-2020-5953
--
EPSS 0.3%
Code Execution Inference
UNKNOWN

InsydeH2O UEFI: SMM callout enables privilege escalation

CVE-2022-24069
--
EPSS 0.3%
Code Execution Inference Training Data
1 ATLAS
UNKNOWN

Insyde H2O: SMM memory corruption escalates privileges

CVE-2021-43522
--
EPSS 0.3%
Code Execution Inference
UNKNOWN

InsydeH2O firmware: unchecked SMM buffer enables ring -2 exploit

CVE-2021-45971
--
EPSS 0.3%
Code Execution Inference
UNKNOWN

InsydeH2O UEFI: SMM buffer flaw enables privesc

CVE-2021-45969
--
EPSS 0.3%
Code Execution Supply Chain Inference
UNKNOWN

InsydeH2O: SMM buffer validation flaw enables priv-esc

CVE-2021-45970
--
EPSS 0.3%
Code Execution DoS Inference
1 ATLAS
HIGH EXPLOIT AVAIL

pytorch-lightning: deserialization RCE via malicious checkpoint

CVE-2021-4118
7.8
EPSS 1.0%
Code Execution Supply Chain Framework Training Data
pytorch_lightning 25.2K 4 ATLAS
HIGH EXPLOIT AVAIL SCANNER

Gradio: path traversal exposes host filesystem to users

CVE-2021-43831
7.7
EPSS 3.8%
Data Extraction Privacy Violation Framework Inference
gradio CWE-22 721 4 ATLAS
HIGH EXPLOIT AVAIL

Sockeye: unsafe YAML load RCE via model config file

CVE-2021-43811
7.8
EPSS 2.4%
Supply Chain Code Execution Framework Model
4 ATLAS
HIGH

nbdime: stored XSS in Jupyter notebook diff viewer

CVE-2021-41134
8.7
EPSS 0.7%
Code Execution Data Extraction Framework
CWE-79 4 ATLAS
HIGH EXPLOIT AVAIL

TensorFlow: eval() in saved_model_cli allows RCE

CVE-2021-41228
7.8
EPSS 0.2%
Code Execution Supply Chain Framework Training Data
tensorflow CWE-94 3.8K 3 ATLAS
MEDIUM EXPLOIT AVAIL

TensorFlow: OOB read in ImmutableConst leaks memory

CVE-2021-41227
5.5
EPSS 0.2%
Data Extraction Supply Chain Framework Inference
tensorflow CWE-125 3.8K 4 ATLAS
HIGH EXPLOIT AVAIL

TensorFlow Grappler: uninitialized var, local priv-esc

CVE-2021-41225
7.8
EPSS 0.2%
Code Execution Supply Chain Framework Training Data
tensorflow 3.8K 3 ATLAS
MEDIUM EXPLOIT AVAIL

TensorFlow: SplitV negative arg segfault crashes process

CVE-2021-41222
5.5
EPSS 0.2%
DoS Framework Inference
tensorflow 3.8K 3 ATLAS
HIGH EXPLOIT AVAIL

TensorFlow: CuDNN heap overflow, local code execution

CVE-2021-41221
7.8
EPSS 0.2%
Code Execution Framework Training Data
tensorflow CWE-787 3.8K 3 ATLAS
HIGH EXPLOIT AVAIL

TensorFlow: use-after-free in async collective ops

CVE-2021-41220
7.8
EPSS 0.2%
Code Execution Model Poisoning Framework Training Data
tensorflow 3.8K 3 ATLAS

Frequently asked questions

What is an AI security threat feed?

An AI security threat feed is a continuously updated stream of vulnerabilities (CVEs) affecting AI and machine-learning systems — LLM frameworks, ML libraries, AI agents, vector databases, and inference servers — filtered out of the broader CVE firehose and enriched for relevance.

Which sources are the AI CVEs tracked from?

CVEs are tracked from NVD, GitHub Advisory, CISA KEV, and MITRE ATLAS, then enriched with CVSS, EPSS, exploitation confidence, AI-component classification, and compliance mappings.

What AI systems do these vulnerabilities affect?

Coverage spans LLM frameworks, ML libraries, AI agents, vector databases, and inference servers — the components most security teams now run in production.

How often is the AI threat feed updated?

The feed updates continuously as new CVEs are published and enriched, so the most recent AI/ML vulnerabilities appear at the top.

Is the AI security feed free?

Yes — the public feed is free to browse. A Pro subscription adds breaking alerts, MITRE ATLAS mappings, compliance reports (ISO 42001, EU AI Act), and full CISO analysis.

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