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
4,307

AI/ML CVEs Tracked

533

Critical

96

New This Week

25

In CISA KEV

Latest AI Security Threats

Showing 20 of 943 results — High severity, Active exploitation
HIGHEXPLOIT AVAIL

TensorFlow: heap OOB read/write enables network RCE

CVE-2022-23574
8.8
EPSS 0.8%
Code ExecutionSupply ChainFrameworkInference
tensorflow3.4K3 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: uninitialized memory in AssignOp

CVE-2022-23573
8.8
EPSS 0.8%
Code ExecutionData LeakageDoSFrameworkInferenceTraining Data
tensorflow3.4K3 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: heap OOB write in Grappler, RCE risk

CVE-2022-23566
8.8
EPSS 0.9%
Code ExecutionSupply ChainFrameworkInference
tensorflow3.4K3 ATLAS
HIGHEXPLOIT AVAIL

TFLite: OOB read/write in sparse tensor → RCE

CVE-2022-23560
8.8
EPSS 0.8%
Code ExecutionSupply ChainData ExtractionFrameworkModelInference
tensorflow3.4K4 ATLAS
HIGHEXPLOIT AVAIL

TFLite: integer overflow in embedding lookup → heap OOB RW

CVE-2022-23559
8.8
EPSS 1.2%
Supply ChainCode ExecutionFrameworkInference
tensorflowCWE-1903.4K3 ATLAS
HIGHEXPLOIT AVAIL

TFLite: integer overflow in model loading, RCE risk

CVE-2022-23558
8.8
EPSS 0.8%
Code ExecutionSupply ChainFrameworkInference
tensorflow3.4K3 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: heap overflow in sparse ops, RCE risk

CVE-2022-21740
8.8
EPSS 0.8%
Code ExecutionDoSFrameworkInference
tensorflowCWE-7873.4K4 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: OOB read leaks heap memory, enables DoS

CVE-2022-21730
8.1
EPSS 0.8%
Data ExtractionDoSCode ExecutionFrameworkInferenceTraining Data
tensorflowCWE-1253.4K4 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: heap OOB read in ReverseSequence op

CVE-2022-21728
8.1
EPSS 1.1%
DoSData LeakageFrameworkInference
tensorflowCWE-1253.4K3 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: Dequantize integer overflow, RCE risk

CVE-2022-21727
8.8
EPSS 0.7%
Code ExecutionDoSFrameworkInference
tensorflowCWE-1903.4K4 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: heap OOB read in Dequantize op allows RCE

CVE-2022-21726
8.8
EPSS 0.8%
Code ExecutionData ExtractionFrameworkInference
tensorflowCWE-1253.4K2 ATLAS
HIGHEXPLOIT AVAIL

pytorch-lightning: deserialization RCE via malicious checkpoint

CVE-2021-4118
7.8
EPSS 1.0%
Code ExecutionSupply ChainFrameworkTraining Data
pytorch_lightning26.1K4 ATLAS
HIGHEXPLOIT AVAILSCANNER

Gradio: path traversal exposes host filesystem to users

CVE-2021-43831
7.7
EPSS 3.9%
Data ExtractionPrivacy ViolationFrameworkInference
gradioCWE-227354 ATLAS
HIGHEXPLOIT AVAIL

Sockeye: unsafe YAML load RCE via model config file

CVE-2021-43811
7.8
EPSS 2.5%
Supply ChainCode ExecutionFrameworkModel
4 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: eval() in saved_model_cli allows RCE

CVE-2021-41228
7.8
EPSS 0.2%
Code ExecutionSupply ChainFrameworkTraining Data
tensorflowCWE-943.4K3 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow Grappler: uninitialized var, local priv-esc

CVE-2021-41225
7.8
EPSS 0.2%
Code ExecutionSupply ChainFrameworkTraining Data
tensorflow3.4K3 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: CuDNN heap overflow, local code execution

CVE-2021-41221
7.8
EPSS 0.2%
Code ExecutionFrameworkTraining Data
tensorflowCWE-7873.4K3 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: use-after-free in async collective ops

CVE-2021-41220
7.8
EPSS 0.2%
Code ExecutionModel PoisoningFrameworkTraining Data
tensorflow3.4K3 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: heap overflow in Transpose via negative perm

CVE-2021-41216
7.8
EPSS 0.2%
Code ExecutionFramework
tensorflowCWE-7873.4K3 ATLAS
HIGHEXPLOIT AVAIL

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

CVE-2021-41208
7.8
EPSS 0.2%
DoSCode ExecutionFrameworkTraining Data
tensorflowCWE-4763.4K4 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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