datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
fineweb-linuxlikelinux-command-dataset
Linux Command Dataset
A comprehensive dataset of Linux command examples designed for training language models. The dataset pairs natural language descriptions with their corresponding shell commands, covering a wide range of common operations. This dataset was trained on Llama 3.2 1b, and the final version has been uploaded to Hugging Face: mecha-org/linux-command-generator-llama3.2-1b.
Dataset Statistics
This table reflects the actual number of command examples in… See the full description on the dataset page: https://huggingface.co/datasets/mecha-org/linux-command-dataset.linux-commands
LinLM Dataset
A curated synthetic dataset for Linux command inference
Natural language description -> shell commands
Features:
Supports 10 languages
Arch Linux commands recognition
Fine-tune LLM for development, system administration, file operations, Git, Docker, and more
Usage
from datasets import load_dataset
dataset = load_dataset("missvector/linux-commands")
def format_for_training(example):
return {
"prompt": f"Convert to Linux command:… See the full description on the dataset page: https://huggingface.co/datasets/missvector/linux-commands.linux-cve-dossiers
Linux CVE Dossier Corpus
A scope-audited corpus of per-CVE research dossiers for 11 Linux base-system
packages: Linux kernel, glibc, musl, systemd, util-linux, coreutils, BusyBox,
OpenSSL, curl, Node.js, and CPython. Each dossier carries a summary,
dated timeline, patch lineage, exploit notes, and reference harvest, plus
a structured export that downstream consumers can use without re-parsing the
markdown.
Splits
in_scope (1,418 records): scope-audited dossiers for the… See the full description on the dataset page: https://huggingface.co/datasets/mjbommar/linux-cve-dossiers.linux-commands
LinLM Dataset
A curated synthetic dataset for Linux command inference
Natural language description -> shell commands
Features:
Supports 10 languages
Arch Linux commands recognition
Fine-tune LLM for development, system administration, file operations, Git, Docker, and more
Usage
from datasets import load_dataset
dataset = load_dataset("missvector/linux-commands")
def format_for_training(example):
return {
"prompt": f"Convert to Linux command:… See the full description on the dataset page: https://huggingface.co/datasets/shanthropic/linux-commands.LinuxCommandslinux-asm-pairs
Linux Kernel Assembly → Explanation Dataset
A dataset of disassembled Linux kernel functions paired with structured natural-language explanations, built from the Linux Commits Dataset (Zenodo 10654193).
Each row corresponds to a single compiled function extracted from a .c or .h file touched by a Bug-Fix Commit (BFC) or Bug-Introducing Commit (BIC) in the Linux kernel git history. Source files are compiled with gcc -O2 -g -fno-inline -fno-omit-frame-pointer and disassembled with… See the full description on the dataset page: https://huggingface.co/datasets/theelderemo/linux-asm-pairs.linux-shell-corpus-ru-en
Linux Shell RU/EN
A bilingual (Russian / English) Linux shell assistant dataset in chat format.
Overview
This dataset contains 25,000 chat-format examples with a consistent system / user / assistant structure.
The corpus started as a direct Linux command mapping dataset, but has been expanded into a broader shell-assistant training set that now includes:
direct command generation
short command sequences and pipelines
safer operational alternatives
debugging commands… See the full description on the dataset page: https://huggingface.co/datasets/NickIBrody/linux-shell-corpus-ru-en.stackoverflow_linux
Dataset Card for "stackoverflow_linux"
Dataset information:
Source: Stack Overflow
Category: Linux
Number of samples: 300
Train/Test split: 270/30
Quality: Data come from the top 1k most upvoted questions
Additional Information
License
All Stack Overflow user contributions are licensed under CC-BY-SA 3.0 with attribution required.
More Information needed
kali-linux-pentesting-dataautonomous-linux-kernel-ebpf-xdp-suite
⚡ Autonomous Linux Kernel, eBPF & XDP Programmable Dataplane Suite (2026)
A Production-Grade, Verifiable Synthetic Corpus for Training Autonomous Linux Kernel & eBPF Systems Agents
⚡ Overview & Industry Problem
Modern hyperscale cloud datacenters, bare-metal Kubernetes clusters, and low-latency financial trading nodes rely on in-kernel programmable dataplanes: eBPF, AF_XDP zero-copy rings, Traffic Control (TC) shapers, BPF LSM security hooks… See the full description on the dataset page: https://huggingface.co/datasets/beatsprom/autonomous-linux-kernel-ebpf-xdp-suite.linux-man-pages-tldr-summarized
Dataset Card for linux-man-pages-tldr-summarized
Dataset Summary
This dataset contains linux man pages downloaded from man7, with a prefix: 'summarize: ', and the corresponding summarization downloaded from TLDR-pages.
Supported Tasks
This dataset should be used to fine-tune language models for summarization tasks.
linuxlike-tokenizedlinux-commands-datasetlinuxscout__aghlatlinux_ebpf_xdp_ddos_kernel_firewall_teaser
🚀 Cloud Security - Linux eBPF & XDP DDoS High-Rate Kernel Firewall (Evaluation Teaser)
⚡ Official Free Evaluation Teaser (50 Verified Scenarios)🏆 Get the Full Production Package & Commercial EULA on Gumroad:👉 Purchase Full Package on Gumroad🏷️ Use coupon code LAUNCH20 for 20 € off at checkout!
🌟 Domain Overview & Features
Sub-microsecond packet drops at NIC driver level with eBPF/XDP, SYN-flood mitigation, and ring buffer telemetry.
100% AST Syntactic… See the full description on the dataset page: https://huggingface.co/datasets/emgena/linux_ebpf_xdp_ddos_kernel_firewall_teaser.linux-kernel-bugfixes-diffs
🐧 Linux Kernel Bugfixes & Patches Dataset (Instruction-Tuned)
📖 Dataset Description
This dataset is a highly curated, instruction-tuned collection of problem-solution pairs extracted directly from the official Linux Kernel Git repository (torvalds/linux). It is specifically designed to train Large Language Models (LLMs) on low-level C programming, kernel architecture, memory management, and security vulnerability patching.
Unlike raw commit histories, this… See the full description on the dataset page: https://huggingface.co/datasets/switlydev/linux-kernel-bugfixes-diffs.kali_linux_toolkit_dataset
Kali Linux Tools Dataset
A comprehensive and structured dataset of common offensive security tools available in Kali Linux, including usage commands, flags, descriptions, categories, and official documentation links.
This dataset is designed to support cybersecurity training, red team automation, LLM fine-tuning, and terminal assistants for penetration testers.
📁 Dataset Format
Each entry is a JSON object and stored in .jsonl (JSON Lines) format. This structure… See the full description on the dataset page: https://huggingface.co/datasets/bleondubos/kali_linux_toolkit_dataset.synthetic_linux_commands
Dataset Card for Dataset Name
Linux Commands and Responses Data Set.
Dataset Details
Dataset Description
Linux Commands and Responses Data Set.
Curated by: Nagraj Naidu
Language(s) (NLP): English
License: MIT
Dataset Sources [optional]
Repository: https://huggingface.co/datasets/nagrajn/synthetic_linux_commands
Uses
Pre learning and Fine Tuning an LLM
Direct Use
Pre Learning
Out-of-Scope Use
None… See the full description on the dataset page: https://huggingface.co/datasets/nagrajn/synthetic_linux_commands.natural_language_to_linux
nl2linux
This a custom dataset used to fine-tune Large Language Models for Linux Command Generation.
The dataset is created by filtering AnishJoshi/nl2bash-custom dataset from huggingface.
Dataset Structure
train.json: Training split.
dev.json: Development split.
test.json: Test split.
Usage
from datasets import load_dataset
dataset = load_dataset("prabhanshubhowal/natural_language_to_linux")
Features
'nl_command': The natural language… See the full description on the dataset page: https://huggingface.co/datasets/prabhanshubhowal/natural_language_to_linux.linux-ioctl-census
Linux IOCTL Census -- public structural tier
A source-derived census of the Linux kernel local ioctl/proc/sysfs handler
surface: for each registered handler, its decoded _IOC command table, the
permission gates on its path, and a capability-ungated reachability upper
bound. The schema is identical to the Windows IOCTL Census
(mjbommar/ioctl-census), so the two can be queried and compared together.
This is the public structural tier: everything derivable from the
already-public… See the full description on the dataset page: https://huggingface.co/datasets/mjbommar/linux-ioctl-census.linuxarena-trajectories
LinuxArena Trajectories
Full agent trajectories from LinuxBench/LinuxArena evaluations
across 14 model/policy combinations and 10 environments.
Dataset Description
Each row is one complete evaluation trajectory — every tool call the agent made from start
to finish, with arguments, outputs, errors, and reasoning. Actions are represented as
parallel variable-length lists (one element per action).
Two granularity levels are provided per action:
Normalized… See the full description on the dataset page: https://huggingface.co/datasets/eval-aware/linuxarena-trajectories.linux-commands
LinLM Dataset
A curated synthetic dataset for Linux command inference
Natural language description -> shell commands
Features:
Supports 10 languages
Arch Linux commands recognition
Fine-tune LLM for development, system administration, file operations, Git, Docker, and more
Usage
from datasets import load_dataset
dataset = load_dataset("missvector/linux-commands")
def format_for_training(example):
return {
"prompt": f"Convert to Linux command:… See the full description on the dataset page: https://huggingface.co/datasets/amechanicus/linux-commands.linux-security-meanfield
Linux Security Meanfield Corpus
A commit-keyed corpus of security-relevant commits across 22 Linux
base-system repositories, unified on a single schema that carries both
CVE-dossiered fixes and non-CVE security-signal commits. This is the
Phase-1 release artifact for the mean-field survey paper.
Splits
cve_dossiered (2,254 rows): one row per
(fix_commit, CVE) pair from the scope-audited CVE dossier corpus.
non_cve_signal (21,609 rows): commit-anchored security
signal… See the full description on the dataset page: https://huggingface.co/datasets/mjbommar/linux-security-meanfield.linux_man_pages_tldr_summarized
Dataset Card for "linux_man_pages_tldr_summarized"
More Information needed
KALI_LINUX_TOOLKIT_DATASET
Kali Linux Tools Dataset
A comprehensive and structured dataset of common offensive security tools available in Kali Linux, including usage commands, flags, descriptions, categories, and official documentation links.
This dataset is designed to support cybersecurity training, red team automation, LLM fine-tuning, and terminal assistants for penetration testers.
📁 Dataset Format
Each entry is a JSON object and stored in .jsonl (JSON Lines) format. This structure is ideal… See the full description on the dataset page: https://huggingface.co/datasets/darkknight25/KALI_LINUX_TOOLKIT_DATASET.linux-file-search
Linux File Search Dataset
Dataset Summary
The Linux File Search NLI Dataset is a synthetic dataset designed to train and evaluate Natural Language Inference (NLI) models that map natural language file search queries into structured representations of file attributes.
The dataset is intended to enable semantic file search on Linux systems by allowing models to extract structured constraints such as file type, extension, size, ownership, permissions, and other properties… See the full description on the dataset page: https://huggingface.co/datasets/software-si/linux-file-search.linux-commandscommand-linux-bash-balanced-sftstraj_linuxarena
straj_linuxarena (public-env subset)
Adversarial sabotage agentic SWE benchmark trajectories from the linuxarena project, run as part of the no-CoT time-horizons paper.
The dataset viewer above shows the per-cell outcome records (precomputed_results.csv, 257 rows). Full Inspect .eval trajectories for the 13 public-environment tasks (~2.4 GB, 150 files) are stored under evals/ — see "Inspect trajectories" below.
Per-cell schema
Each row in precomputed_results.csv (and… See the full description on the dataset page: https://huggingface.co/datasets/anonymouslinuxarena/straj_linuxarena.