datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
security-auditsA collection of agent traces generated with Swival (not Claude Code, despite what the HF interface currently shows), an agent designed for open-source models.
These traces focus on security audits of opensource software.
Sharing traces with Swival
Swival can export full conversation traces with --trace-dir, which writes one <session_id>.jsonl file per session:
swival "Fix the login bug" --trace-dir traces/
Those JSONL files use Swival's Claude Code compatible trace export, and… See the full description on the dataset page: https://huggingface.co/datasets/jedisct1/security-audits.security_instruct_mcq_2481cyber-security
Cybersecurity AI Knowledge Base — PhD-Level Dataset
Overview
This is the most comprehensive cybersecurity knowledge base ever assembled for AI training. It covers all domains of cybersecurity at PhD-level depth — from offensive red teaming and bug bounty exploitation to defensive SOC operations, digital forensics, and cutting-edge AI/LLM security.
Size: 16 GB | Files: 507 | Domains: 30+ | Sources: 15+ platforms
Purpose
Train the world's most… See the full description on the dataset page: https://huggingface.co/datasets/Vyber07/cyber-security.Code_Vulnerability_Security_DPO
Cybernative.ai Code Vulnerability and Security Dataset
Dataset Description
The Cybernative.ai Code Vulnerability and Security Dataset is a dataset of synthetic Data Programming by Demonstration (DPO) pairs, focusing on the intricate relationship between secure and insecure code across a variety of programming languages. This dataset is meticulously crafted to serve as a pivotal resource for researchers, cybersecurity professionals, and AI developers who are keen on… See the full description on the dataset page: https://huggingface.co/datasets/CyberNative/Code_Vulnerability_Security_DPO.infosec-security-qaexams-basic-and-quantum-cryptography-and-security-latex
Open Problem Exams: Cryptography and Security (LaTeX)
A curated dataset of open-ended exam problems (with solutions) in cryptography and computer security, formatted in LaTeX. The dataset is sourced from university courses at three institutions.
Dataset Overview
Institution
Files
Topics
Questions
Caltech & TU Delft
8
38
145
EPFL
6
19
86
ETH Zurich
1
14
37
MIT
3
33
79
Total
18
104
347
Difficulty Distribution
Institution… See the full description on the dataset page: https://huggingface.co/datasets/natnitaract/exams-basic-and-quantum-cryptography-and-security-latex.clawhub-security-signals
ClawHub Security Signals
🦀 ClawHub | 📝 OpenClaw Blog | 🤗 Hugging Face Blog | 📄 Paper | 📄 Pre-Print
ClawHub Security Signals is a sanitized, MIT-licensed security-signals dataset for public OpenClaw agent skills. It captures how an agent-skill registry evaluates trust, provenance, bundled code, and scanner evidence at scale.
This dataset was presented in the paper ClawHub Security Signals: When VirusTotal, Static Analysis, and SkillSpector Disagree.
Paper snapshot: this… See the full description on the dataset page: https://huggingface.co/datasets/OpenClaw/clawhub-security-signals.SecurityQuestionsSecurityEval
Dataset Card for SecurityEval
This dataset is from the paper titled SecurityEval Dataset: Mining Vulnerability Examples to Evaluate Machine Learning-Based Code Generation Techniques.
The project is accepted for The first edition of the International Workshop on Mining Software Repositories Applications for Privacy and Security (MSR4P&S '22).
The paper describes the dataset for evaluating machine learning-based code generation output and the application of the dataset to the code… See the full description on the dataset page: https://huggingface.co/datasets/s2e-lab/SecurityEval.cairo-security-audits
Cairo Security Audits
A source-traceable corpus of public Cairo and Starknet security-audit metadata and normalized finding annotations.
Version 0.3.0 packages every entry in the audit inventory frozen at keep-starknet-strange/starknet-skills@17a76e8. It covers 32 accessible reports from 10 auditing firms and 286 normalized finding annotations. Eleven records are checked against rendered reports and two link to exact vulnerable/fixed commits. The release does not redistribute… See the full description on the dataset page: https://huggingface.co/datasets/starknet-ai/cairo-security-audits.clawhub-security-signals-live
ClawHub Security Signals Live
This dataset is the refreshed ClawHub security-signals corpus for scanner testing, prompt regression checks, and operational research against recent public ClawHub skills.
It is a moving dataset, not the fixed paper benchmark. main is expected to change when the ClawHub security dataset snapshot workflow publishes a new sanitized export. Pin a Hugging Face revision or commit when you need reproducibility.
For the frozen research-paper snapshot, use… See the full description on the dataset page: https://huggingface.co/datasets/OpenClaw/clawhub-security-signals-live.turkish_cyber_security_controls_benchmark
Turkish Cyber Security Controls Benchmark
Türkçe siber güvenlik kontrol seçimi ve kontrol denetimi yeteneğini ölçmek için
hazırlanmış, senaryo tabanlı çoktan seçmeli değerlendirme kümesidir.
v0.1.0, uzman incelemesine açık ilk sürümdür ve NIST SP 800-53 Rev. 5,
Release 5.2.0 kontrol kataloğunu hedefler.
Kapsam
100 Türkçe senaryo
NIST SP 800-53'ün 20 kontrol ailesinin her birinden 5 soru
64 kontrol seçimi sorusu
17 denetim kanıtı sorusu
19 denetim yargısı sorusu… See the full description on the dataset page: https://huggingface.co/datasets/logicBombExe/turkish_cyber_security_controls_benchmark.oauth-api-security-en
OAuth & API Security Dataset (EN)
Comprehensive English dataset covering OAuth 2.0 vulnerabilities, API attacks (OWASP API Top 10 2023), security controls, and Q&A pairs for training cybersecurity-specialized language models.
Dataset Contents
Category
Entries
Description
OAuth 2.0 Vulnerabilities
20
Authorization Code Interception, CSRF, PKCE bypass, JWT attacks, token leakage
API Attacks
25
BOLA, BFLA, BOPLA, SSRF, GraphQL DoS, gRPC injection, CORS… See the full description on the dataset page: https://huggingface.co/datasets/AYI-NEDJIMI/oauth-api-security-en.oauth-api-security-fr
Dataset OAuth & Securite API (FR)
Dataset francophone complet sur les vulnerabilites OAuth 2.0, les attaques API (OWASP API Top 10 2023), les controles de securite, et les questions-reponses pour l'entrainement de modeles de langage specialises en cybersecurite.
Contenu du Dataset
Categorie
Nombre d'entrees
Description
Vulnerabilites OAuth 2.0
20
Authorization Code Interception, CSRF, PKCE bypass, JWT attacks, token leakage
Attaques API
25
BOLA, BFLA, BOPLA… See the full description on the dataset page: https://huggingface.co/datasets/AYI-NEDJIMI/oauth-api-security-fr.s3_tf_s3_security_mcqEvaluation-Dataset-of-AI-Agent-Security-Guardrails
DKnownAI Agent Security Evaluation Dataset
Data Fields
Field
Type
Description
text
string
The adversarial input (prompt) to be evaluated by a security guardrail
action
string
Human-annotated label: blocked or allowed
Citation
@misc{li2026comparativeevaluationaiagent,
title={A Comparative Evaluation of AI Agent Security Guardrails},
author={Qi Li and Jiu Li and Pingtao Wei and Jianjun Xu and Xueyi Wei and Jiwei Shi and Xuan… See the full description on the dataset page: https://huggingface.co/datasets/CaiZhiTech/Evaluation-Dataset-of-AI-Agent-Security-Guardrails.security-attacks-MITREParkside-SecurityInstructsecurityobjectivesnixpkgs-security-patches
nixpkgs-security-patches
Training dataset for fine-tuning LLMs on nixpkgs security patch generation. Derived from real merged security PRs in NixOS/nixpkgs.
Dataset Details
588 training examples / 66 eval examples (654 total)
Format: Multi-turn tool-calling conversations in ChatML JSONL
Each example is a realistic agent session: the model reads the package file, finds the upstream fix, computes hashes via tools, and submits the fix for approval
Hashes and URLs appear… See the full description on the dataset page: https://huggingface.co/datasets/odoom/nixpkgs-security-patches.network_securitymcp-security-scan-2026
MCP Security Scan Dataset 2026
Security scan results for 4,867 MCP (Model Context Protocol) server repositories, scanned by MCPShield.
Dataset Description
This is the largest public labeled MCP security dataset. Each entry contains the security grade, score, and detailed findings for a GitHub repository implementing an MCP server.
Scanner
MCPShield v5.0 — Two-pass detection architecture:
Pass 1: 49 regex rules covering OWASP MCP Top 10 (94% detection on… See the full description on the dataset page: https://huggingface.co/datasets/MCPShield/mcp-security-scan-2026.bitcoin-security-reasoning-100k
Dataset Card for Bitcoin Security Reasoning 100K
100,000 high-quality synthetic training samples for fine-tuning LLMs on Bitcoin protocol security analysis. Teaches models to analyze vulnerability clusters, form security hypotheses, and generate differential testing code.
Dataset Details
Dataset Description
This dataset contains structured security reasoning chains for Bitcoin protocol vulnerabilities. Each sample presents a cluster of causal… See the full description on the dataset page: https://huggingface.co/datasets/davidfoss/bitcoin-security-reasoning-100k.ai-security-glossary
AI/LLM Security Glossary — Türkçe + English
from datasets import load_dataset
ds = load_dataset("fevziegeyurtsevenler/ai-security-glossary")
Own the Turkish AI-security vocabulary — prompt injection, jailbreak, MCP, lethal trifecta and more.
Schema
column
meaning
term_en, term_tr
term
tr_definition, en_definition
definitions
example
one example
Related AltaySec resources
🕵️ uncloak scanner:… See the full description on the dataset page: https://huggingface.co/datasets/fevziegeyurtsevenler/ai-security-glossary.security-qa
aml2lab product under International Inventor's License
Format
This dataset is in alpaca format.
License
###International Inventor's License
If the use is not commercial, it is free to use without any fees.
For commercial use, if the company or individual does not make any profit, no fees are required.
For commercial use, if the company or individual has a net profit, they should pay 1% of the net profit or 0.5% of the sales revenue, whichever is less.
For… See the full description on the dataset page: https://huggingface.co/datasets/John1604/security-qa.rizzo-pii-security-it
rizzo-pii security IT — corpus sintetico del genere "sicurezza"
Corpus sintetico italiano per la token classification di PII su documenti di sicurezza:
verbali d'incidente, timeline forensi, ticket, estratti di log.
Serve ad addestrare un modello che anonimizzi quei documenti in locale, prima di mandarli a un
LLM esterno. È il dataset con cui è stato addestrato
dr3x1/rizzo-pii-0.3B-security.
Non contiene nessuna PII reale. Nessun dato personale vero, nessun indicatore di… See the full description on the dataset page: https://huggingface.co/datasets/dr3x1/rizzo-pii-security-it.terraform-s3-security-mcqai-code-security-golden
AI Code Security — Golden Set
A small, hand-labeled benchmark of code snippets — vulnerable, safe, and
needs-audit — for evaluating how well a tool detects security problems in
AI-generated code ("vibe coding"). Every case is a minimal, self-contained
example with a known, by-construction ground-truth label.
Crucially, the set is built around safe twins: many vulnerable cases are
paired with a near-identical safe variant living at the same file path. This
makes the benchmark… See the full description on the dataset page: https://huggingface.co/datasets/axyr/ai-code-security-golden.clawhub-security-signals
ClawHub Security Signals
🦀 ClawHub | 📝 OpenClaw Blog | 🤗 Hugging Face Blog | 📄 Paper | 📄 Pre-Print
ClawHub Security Signals is a sanitized, MIT-licensed security-signals dataset for public OpenClaw agent skills. It captures how an agent-skill registry evaluates trust, provenance, bundled code, and scanner evidence at scale.
This dataset was presented in the paper ClawHub Security Signals: When VirusTotal, Static Analysis, and SkillSpector Disagree.
This Hugging Face dataset… See the full description on the dataset page: https://huggingface.co/datasets/rumeshprasanga6/clawhub-security-signals.mmlu-security-studies