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
2,375

AI/ML CVEs Tracked

336

Critical

408

New This Week

18

In CISA KEV

Latest AI Security Threats

Showing 20 of 1553 results — no patch
HIGH EXPLOIT AVAIL

TensorFlow: heap OOB read in Dequantize op allows RCE

CVE-2022-21726
8.8
EPSS 0.8%
Code Execution Data Extraction Framework Inference
tensorflow CWE-125 3.7K 2 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 22.7K 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-22 685 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 3.7K 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 3.7K 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 3.7K 3 ATLAS
MEDIUM EXPLOIT AVAIL

TensorFlow: SplitV negative arg segfault crashes process

CVE-2021-41222
5.5
EPSS 0.2%
DoS Framework Inference
tensorflow 3.7K 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 3.7K 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 3.7K 3 ATLAS
HIGH EXPLOIT AVAIL

TensorFlow: heap overflow in Transpose via negative perm

CVE-2021-41216
7.8
EPSS 0.2%
Code Execution Framework
tensorflow CWE-787 3.7K 3 ATLAS
MEDIUM EXPLOIT AVAIL

TensorFlow: tf.function deadlock enables DoS via model load

CVE-2021-41213
5.5
EPSS 0.2%
DoS Supply Chain Framework Model
tensorflow CWE-662 3.7K 4 ATLAS
MEDIUM

TensorFlow: AllToAll DoS via divide-by-zero crash

CVE-2021-41218
5.5
EPSS 0.1%
DoS Framework Training Data
tensorflow 3.7K 3 ATLAS
MEDIUM EXPLOIT AVAIL

TensorFlow: DoS via division-by-zero in conv ops

CVE-2021-41209
5.5
EPSS 0.1%
DoS Framework Inference
tensorflow 3.7K 3 ATLAS
HIGH EXPLOIT AVAIL

TensorFlow: heap R/W + DoS in boosted trees APIs

CVE-2021-41208
7.8
EPSS 0.2%
DoS Code Execution Framework Training Data
tensorflow CWE-476 3.7K 4 ATLAS
MEDIUM EXPLOIT AVAIL

TensorFlow: ParallelConcat div-by-zero crashes ML process

CVE-2021-41207
5.5
EPSS 0.1%
DoS Framework
tensorflow CWE-369 3.7K 3 ATLAS
HIGH EXPLOIT AVAIL

TensorFlow: missing shape validation allows heap R/W

CVE-2021-41206
7.8
EPSS 0.2%
Code Execution Framework
tensorflow 3.7K 2 ATLAS
MEDIUM EXPLOIT AVAIL

TensorFlow tf.range: integer overflow in kernel causes DoS

CVE-2021-41202
5.5
EPSS 0.2%
DoS Framework Training Data
tensorflow 3.7K 3 ATLAS
HIGH EXPLOIT AVAIL

TensorFlow: heap OOB in SparseBinCount, crash/disclosure

CVE-2021-41226
7.1
EPSS 0.2%
Code Execution DoS Data Extraction Framework Training Data Inference
tensorflow CWE-125 3.7K 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.

Need deeper analysis?

Get ATLAS technique mappings, compliance reports (ISO 42001, EU AI Act), breaking alerts, and full CISO analysis with a Pro subscription.

Start 14-Day Free Trial