---
language:
- en
license: cc-by-4.0
task_categories:
- text-classification
- question-answering
tags:
- threat-intelligence
- cve
- vulnerability-management
- risk-management
- nvd
- cisa-kev
- b2b
size_categories:
- 1K<n<10K
---

# CVE Security Intelligence Stream

**Enterprise-grade CVE feed for Threat Intelligence and Risk Management teams.**

Incremental CVE records from NVD API 2.0 enriched with CISA Known Exploited Vulnerabilities (KEV) metadata. Normalized for LLM SFT/RAG.

---

## B2B Value Proposition

This dataset is built for **security vendors, MSSPs, and enterprise SOC/GRC teams** who need:

| Use case | What you get |
|----------|----------------|
| **Threat Intel enrichment** | CVSS severity, affected software, exploit availability per CVE |
| **Risk prioritization** | CISA KEV flags + CVSS scoring for patch-or-defer decisions |
| **Exposure management** | Structured `affected_software` fields mapped from NVD CPE + KEV |
| **LLM / RAG pipelines** | Clean JSONL rows ready for embedding, summarization, and alert triage |

**Integrate in minutes** — each record is a self-contained JSON object with stable keys.
No scraping, no NVD rate-limit handling, no ETL maintenance on your side.

---

## Live Dataset Statistics

| Metric | Value |
|--------|------:|
| **Total CVE records** | 91 |
| **Critical + High severity** | 54 |
| **CISA KEV (actively exploited)** | 0 |
| **Exploit available / in-the-wild** | 1 |
| **Average CVSS score** | 7.68 |
| **Last updated (UTC)** | 2026-06-07T19:57:39.233203+00:00 |

### Top affected software (sample)

| Software | CVE count |
|----------|----------:|
| Google Chrome | 69 |
| Linux Linux Kernel | 37 |
| Apple Macos | 34 |
| Samsung Android | 8 |
| Microsoft Windows | 6 |

---

## Record Schema (JSONL)

Each line is one valid JSON object:

```json
{
  "id": "CVE-2024-1234",
  "timestamp": "2026-06-06T12:00:00.000",
  "data_value": "Vulnerability description…",
  "cvss_score": 9.8,
  "cvss_severity": "CRITICAL",
  "affected_software": ["Vendor Product"],
  "exploit_available": true,
  "kev_listed": false,
  "cwes": ["CWE-79"],
  "published": "…",
  "last_modified": "…",
  "references": ["https://…"],
  "source": "nvd+cisa_kev"
}
```

---

## Data Sources

- [NVD API 2.0](https://nvd.nist.gov/developers/vulnerabilities)
- [CISA Known Exploited Vulnerabilities Catalog](https://www.cisa.gov/known-exploited-vulnerabilities-catalog)

**Update cadence:** every 7–15 minutes (CVE List); pipeline polls every 15 min

---

## Quick Start

```python
from datasets import load_dataset

ds = load_dataset("FXBIA/cve-intelligence-stream", data_files="data/cve_intelligence.jsonl", split="train")

critical = [r for r in ds if r["cvss_severity"] == "CRITICAL"]
exploitable = [r for r in ds if r["exploit_available"]]
print(f"Critical: {len(critical)}, Exploitable: {len(exploitable)}")
```

---

## Contact & Licensing

Derived from U.S. Government NVD and CISA open feeds.
Maintained by automated Threat Intelligence pipeline (`datasetagent`).

For commercial integration, API feeds, or private deployment — open an issue on the dataset repo.