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: missing shape validation allows heap R/W

CVE-2021-41206
7.8
EPSS 0.2%
Code ExecutionFramework
tensorflow3.4K2 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: heap OOB in SparseBinCount, crash/disclosure

CVE-2021-41226
7.1
EPSS 0.2%
Code ExecutionDoSData ExtractionFrameworkTraining DataInference
tensorflowCWE-1253.4K3 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: heap OOB read in SparseFillEmptyRows op

CVE-2021-41224
7.1
EPSS 0.2%
Code ExecutionDoSFrameworkTraining Data
tensorflowCWE-1253.4K3 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: FusedBatchNorm heap OOB allows data leak/crash

CVE-2021-41223
7.1
EPSS 0.2%
Data LeakageDoSFrameworkTraining Data
tensorflowCWE-1253.4K3 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: heap OOB in sparse matrix multiply

CVE-2021-41219
7.8
EPSS 0.2%
Code ExecutionDoSFrameworkTraining Data
tensorflowCWE-1253.4K3 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: null deref in ragged ops, local RCE

CVE-2021-41214
7.8
EPSS 0.2%
Code ExecutionFramework
tensorflowCWE-8243.4K2 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: heap OOB read in ragged.cross shape inference

CVE-2021-41212
7.1
EPSS 0.2%
DoSData ExtractionCode ExecutionFrameworkTraining DataInference
tensorflowCWE-1253.4K3 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: heap OOB read in QuantizeV2 shape inference

CVE-2021-41211
7.1
EPSS 0.2%
Data ExtractionDoSFrameworkTraining DataInference
tensorflowCWE-1253.4K3 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: heap OOB read in quantize ops, DoS+leak

CVE-2021-41205
7.1
EPSS 0.2%
DoSData LeakageFrameworkTraining DataInference
tensorflowCWE-1253.4K3 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: malformed checkpoint triggers overflow/crash

CVE-2021-41203
7.8
EPSS 0.2%
Supply ChainCode ExecutionDoSFrameworkTraining Data
tensorflowCWE-1903.4K4 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: heap OOB read in SparseCountSparseOutput

CVE-2021-41210
7.1
EPSS 0.2%
Data ExtractionCode ExecutionDoSFrameworkTraining Data
tensorflowCWE-1253.4K3 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: uninitialized var in Einsum allows local RCE

CVE-2021-41201
7.8
EPSS 0.2%
Code ExecutionFrameworkInference
tensorflowCWE-8243.4K3 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow/Keras: RCE via YAML model deserialization

CVE-2021-37678
8.8
EPSS 0.4%
Code ExecutionSupply ChainFrameworkModel
tensorflowCWE-5023.4K4 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: null ptr deref in graph optimizer

CVE-2021-29616
7.8
EPSS 0.2%
Code ExecutionDoSFrameworkInference
tensorflowCWE-4763.4K2 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: OOB write in decode_raw crashes interpreter

CVE-2021-29614
7.8
EPSS 0.2%
Code ExecutionDoSFrameworkTraining Data
tensorflowCWE-7873.4K3 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: CTCLoss heap OOB read, info leak + crash

CVE-2021-29613
7.1
EPSS 0.2%
DoSData ExtractionFrameworkInference
tensorflowCWE-1253.4K4 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: heap overflow in linalg op, RCE risk

CVE-2021-29612
7.8
EPSS 0.3%
Code ExecutionFrameworkInference
tensorflowCWE-7873.4K3 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: heap R/W via quantization axis underflow

CVE-2021-29610
7.8
EPSS 0.2%
Code ExecutionData ExtractionFrameworkInference
tensorflowCWE-7873.4K3 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: SparseAdd heap OOB write and null deref

CVE-2021-29609
7.8
EPSS 0.2%
Code ExecutionDoSFrameworkInference
tensorflowCWE-4763.4K3 ATLAS
HIGHEXPLOIT AVAIL

TensorFlow: heap OOB in RaggedTensorToTensor op

CVE-2021-29608
7.8
EPSS 0.2%
Code ExecutionSupply ChainFrameworkTraining Data
tensorflow3.4K3 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