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---
pretty_name: OffSec RedTeam Codes
license: other
language:
- en
size_categories:
- 10M<n<100M
tags:
- code
- security
- penetration-testing
- pentesting
- offensive-security
- red-team
- osint
- bug-bounty
- ctf
- forensics
- reverse-engineering
- malware-analysis
- threat-hunting
- adversary-emulation
- dataset
- jsonl
- github
- cybersecurity
- cyber-security
task_categories:
- text-generation
- fill-mask
- text-retrieval
- text-ranking
- feature-extraction
- sentence-similarity
- question-answering
- document-question-answering
- summarization
- text-classification
configs:
- config_name: adversary-emulation
data_files:
- split: train
path: adversary-emulation/train-*
- config_name: adversary-simulation
data_files:
- split: train
path: adversary-simulation/train-*
- config_name: binary-exploitation
data_files:
- split: train
path: binary-exploitation/train-*
- config_name: bug-bounty
data_files:
- split: train
path: bug-bounty/train-*
- config_name: bugbounty
data_files:
- split: train
path: bugbounty/train-*
- config_name: c2
data_files:
- split: train
path: c2/train-*
- config_name: command-and-control
data_files:
- split: train
path: command-and-control/train-*
- config_name: ctf
data_files:
- split: train
path: ctf/train-*
- config_name: ethical-hacking
data_files:
- split: train
path: ethical-hacking/train-*
- config_name: exploit
data_files:
- split: train
path: exploit/train-*
- config_name: exploitation
data_files:
- split: train
path: exploitation/train-*
- config_name: forensics
data_files:
- split: train
path: forensics/train-*
- config_name: lateral-movement
data_files:
- split: train
path: lateral-movement/train-*
- config_name: malware-analysis
data_files:
- split: train
path: malware-analysis/train-*
- config_name: offensive-security
data_files:
- split: train
path: offensive-security/train-*
- config_name: osint
data_files:
- split: train
path: osint/train-*
- config_name: penetration-testing
data_files:
- split: train
path: penetration-testing/train-*
- config_name: pentesting
data_files:
- split: train
path: pentesting/train-*
- config_name: persistence
data_files:
- split: train
path: persistence/train-*
- config_name: post-exploitation
data_files:
- split: train
path: post-exploitation/train-*
- config_name: privilege-escalation
data_files:
- split: train
path: privilege-escalation/train-*
- config_name: pwn
data_files:
- split: train
path: pwn/train-*
- config_name: recon
data_files:
- split: train
path: recon/train-*
- config_name: reconnaissance
data_files:
- split: train
path: reconnaissance/train-*
- config_name: red-team
data_files:
- split: train
path: red-team/train-*
- config_name: redteam
data_files:
- split: train
path: redteam/train-*
- config_name: reverse-engineering
data_files:
- split: train
path: reverse-engineering/train-*
- config_name: security
data_files:
- split: train
path: security/train-*
- config_name: threat-hunting
data_files:
- split: train
path: threat-hunting/train-*
- config_name: webhacking
data_files:
- split: train
path: webhacking/train-*
dataset_info:
- config_name: adversary-emulation
features:
- name: content
dtype: string
- name: repo_name
dtype: string
- name: repo_id
dtype: int64
- name: path
dtype: string
- name: branch
dtype: string
- name: license
dtype: string
- name: lang
dtype: string
- name: stargazers
dtype: int64
- name: pushed_at
dtype: timestamp[s]
- name: topics_matched
list: string
- name: size
dtype: int64
- name: topic
dtype: string
splits:
- name: train
num_bytes: 69714885
num_examples: 6686
download_size: 21753502
dataset_size: 69714885
- config_name: adversary-simulation
features:
- name: content
dtype: string
- name: repo_name
dtype: string
- name: repo_id
dtype: int64
- name: path
dtype: string
- name: branch
dtype: string
- name: license
dtype: string
- name: lang
dtype: string
- name: stargazers
dtype: int64
- name: pushed_at
dtype: timestamp[s]
- name: topics_matched
list: string
- name: size
dtype: int64
- name: topic
dtype: string
splits:
- name: train
num_bytes: 3972883
num_examples: 297
download_size: 1218234
dataset_size: 3972883
- config_name: binary-exploitation
features:
- name: content
dtype: string
- name: repo_name
dtype: string
- name: repo_id
dtype: int64
- name: path
dtype: string
- name: branch
dtype: string
- name: license
dtype: string
- name: lang
dtype: string
- name: stargazers
dtype: int64
- name: pushed_at
dtype: timestamp[s]
- name: topics_matched
list: string
- name: size
dtype: int64
- name: topic
dtype: string
splits:
- name: train
num_bytes: 31168730
num_examples: 3760
download_size: 10962879
dataset_size: 31168730
- config_name: bug-bounty
features:
- name: content
dtype: string
- name: repo_name
dtype: string
- name: repo_id
dtype: int64
- name: path
dtype: string
- name: branch
dtype: string
- name: license
dtype: string
- name: lang
dtype: string
- name: stargazers
dtype: int64
- name: pushed_at
dtype: timestamp[s]
- name: topics_matched
list: string
- name: size
dtype: int64
- name: topic
dtype: string
splits:
- name: train
num_bytes: 92074181
num_examples: 14020
download_size: 29239227
dataset_size: 92074181
- config_name: bugbounty
features:
- name: content
dtype: string
- name: repo_name
dtype: string
- name: repo_id
dtype: int64
- name: path
dtype: string
- name: branch
dtype: string
- name: license
dtype: string
- name: lang
dtype: string
- name: stargazers
dtype: int64
- name: pushed_at
dtype: timestamp[s]
- name: topics_matched
list: string
- name: size
dtype: int64
- name: topic
dtype: string
splits:
- name: train
num_bytes: 913466117
num_examples: 283694
download_size: 229449923
dataset_size: 913466117
- config_name: c2
features:
- name: content
dtype: string
- name: repo_name
dtype: string
- name: repo_id
dtype: int64
- name: path
dtype: string
- name: branch
dtype: string
- name: license
dtype: string
- name: lang
dtype: string
- name: stargazers
dtype: int64
- name: pushed_at
dtype: timestamp[s]
- name: topics_matched
list: string
- name: size
dtype: int64
- name: topic
dtype: string
splits:
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num_examples: 6075
download_size: 26367428
dataset_size: 79200496
- config_name: command-and-control
features:
- name: content
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- name: repo_name
dtype: string
- name: repo_id
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- name: path
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- name: branch
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- name: license
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- name: lang
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- name: stargazers
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- name: pushed_at
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- name: topics_matched
list: string
- name: size
dtype: int64
- name: topic
dtype: string
splits:
- name: train
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num_examples: 2864
download_size: 6138607
dataset_size: 20567644
- config_name: ctf
features:
- name: content
dtype: string
- name: repo_name
dtype: string
- name: repo_id
dtype: int64
- name: path
dtype: string
- name: branch
dtype: string
- name: license
dtype: string
- name: lang
dtype: string
- name: stargazers
dtype: int64
- name: pushed_at
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- name: topics_matched
list: string
- name: size
dtype: int64
- name: topic
dtype: string
splits:
- name: train
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num_examples: 288417
download_size: 782529947
dataset_size: 2483736478
- config_name: ethical-hacking
features:
- name: content
dtype: string
- name: repo_name
dtype: string
- name: repo_id
dtype: int64
- name: path
dtype: string
- name: branch
dtype: string
- name: license
dtype: string
- name: lang
dtype: string
- name: stargazers
dtype: int64
- name: pushed_at
dtype: timestamp[s]
- name: topics_matched
list: string
- name: size
dtype: int64
- name: topic
dtype: string
splits:
- name: train
num_bytes: 188840514
num_examples: 20317
download_size: 65000701
dataset_size: 188840514
- config_name: exploit
features:
- name: content
dtype: string
- name: repo_name
dtype: string
- name: repo_id
dtype: int64
- name: path
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- name: branch
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- name: license
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- name: lang
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- name: stargazers
dtype: int64
- name: pushed_at
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- name: topics_matched
list: string
- name: size
dtype: int64
- name: topic
dtype: string
splits:
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num_examples: 530182
download_size: 426593667
dataset_size: 1935718615
- config_name: exploitation
features:
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- name: size
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- name: topic
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splits:
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num_examples: 25221
download_size: 66156344
dataset_size: 189985279
- config_name: forensics
features:
- name: content
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- name: repo_name
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- name: repo_id
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- name: path
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- name: lang
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- name: stargazers
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- name: topic
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splits:
- name: train
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num_examples: 49299
download_size: 159641323
dataset_size: 522859432
- config_name: lateral-movement
features:
- name: content
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- name: repo_name
dtype: string
- name: repo_id
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- name: path
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- name: branch
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- name: lang
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- name: stargazers
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- name: size
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splits:
- name: train
num_bytes: 4977001
num_examples: 357
download_size: 3048593
dataset_size: 4977001
- config_name: malware-analysis
features:
- name: content
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- name: repo_id
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splits:
- name: train
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num_examples: 74275
download_size: 338929688
dataset_size: 2038409393
- config_name: offensive-security
features:
- name: content
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- name: repo_name
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- name: repo_id
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splits:
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dataset_size: 141214094
- config_name: osint
features:
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dtype: string
splits:
- name: train
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dataset_size: 9635815504
- config_name: penetration-testing
features:
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splits:
- name: train
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download_size: 202267221
dataset_size: 650429302
- config_name: pentesting
features:
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splits:
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dataset_size: 2738158144
- config_name: persistence
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splits:
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- config_name: post-exploitation
features:
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splits:
- name: train
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dataset_size: 72623626
- config_name: privilege-escalation
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dtype: string
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dtype: string
- name: repo_id
dtype: int64
- name: path
dtype: string
- name: branch
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- name: stargazers
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splits:
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- config_name: pwn
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splits:
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- config_name: recon
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- name: content
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- name: repo_name
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- name: repo_id
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- name: stargazers
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- name: size
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dtype: string
splits:
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download_size: 29096306
dataset_size: 96680697
- config_name: reconnaissance
features:
- name: content
dtype: string
- name: repo_name
dtype: string
- name: repo_id
dtype: int64
- name: path
dtype: string
- name: branch
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- name: lang
dtype: string
- name: stargazers
dtype: int64
- name: pushed_at
dtype: timestamp[s]
- name: topics_matched
list: string
- name: size
dtype: int64
- name: topic
dtype: string
splits:
- name: train
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- config_name: red-team
features:
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splits:
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- config_name: reverse-engineering
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splits:
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- config_name: security
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- config_name: threat-hunting
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- config_name: webhacking
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splits:
- name: train
num_bytes: 33528261
num_examples: 2144
download_size: 12228192
dataset_size: 33528261
---
# OffSec RedTeam Codes
**Token count:** ~30B tokens.
**OffSec RedTeam Codes** is a curated corpus of code (and some auxiliary text) extracted from popular GitHub repositories related to offensive security / red teaming (pentesting, OSINT, C2, privilege escalation, exploitation, forensics, etc.). It is also the largest open-source dataset of red-team and offensive-security code ever compiled.
> ⚠️ **Ethical use only.** This dataset is for research, education, and defensive security testing in lawful environments with proper authorization. Do **not** use it to harm systems, violate terms of service, or break the law.
---
## What’s new (Nov 2025)
* **Parquet per‑topic configs** are now published for fast loading with `datasets.load_dataset(...)`.
* **`raw/` folder** added: original JSON/JSONL/NDJSON sources moved under `raw/` (e.g. `raw/github_topic_code-<topic>.jsonl`).
* All Parquet splits include a constant **`topic`** column.
* Shards are sized at **≈256–512 MB** to balance memory, upload speed, and downstream streaming.
---
## Repository layout
```
/ # root
README.md # this card
raw/ # original source JSON/JSONL/NDJSON (one file per topic)
<topic>/ # per-topic Parquet config folder produced by HF Datasets
train-0000X-of-00N.parquet
```
---
## Schema
All examples share the same columns (Parquet + raw JSON):
* **content** *(string)* — full file text (notebook outputs stripped; `execution_count` cleared)
* **repo_name** *(string)* — `owner/name`
* **repo_id** *(int)* — GitHub repo id
* **path** *(string)* — file path in repo
* **branch** *(string)* — default branch at fetch time
* **license** *(string|null)* — SPDX id or GitHub license key
* **lang** *(string)* — approx language/extension
* **stargazers** *(int)* — star snapshot
* **pushed_at** *(string, ISO‑8601)* — last push timestamp
* **topics_matched** *(list[string])* — discovery topics that matched this repo
* **size** *(int)* — character length of `content`
* **topic** *(string)* — added during build, equals the topic/config name
---
## Load the Parquet configs (recommended)
### Single topic
```python
from datasets import load_dataset
# Loads Parquet for the selected topic (config name)
ds = load_dataset(
"tandevllc/offsec_redteam_codes",
name="pentesting", # pick any topic listed above
split="train",
)
print(len(ds), ds.column_names)
```
### Multiple topics (interleaved)
```python
from datasets import load_dataset, interleave_datasets
names = ["osint", "pentesting", "reverse-engineering"]
parts = [load_dataset("tandevllc/offsec_redteam_codes", name=n, split="train") for n in names]
# Optionally balance by size:
probs = [1/len(parts)]*len(parts)
ds = interleave_datasets(parts, probabilities=probs, seed=42)
```
### Filter by language or license
```python
py = ds.filter(lambda r: r.get("lang") == "py")
permissive = ds.filter(lambda r: (r.get("license") or "").lower() in {"mit","apache-2.0","bsd-3-clause"})
```
---
## Load the **raw** JSON/JSONL sources (optional)
If you prefer the original line-delimited JSON:
```python
from datasets import load_dataset
raw = load_dataset(
"json",
data_files="raw/github_topic_code-pentesting.jsonl",
split="train",
repo_id="tandevllc/offsec_redteam_codes",
)
```
---
## Content selection and filtering
* **File types:** code-like extensions only (`py`, `pyw`, `pyi`, `js`, `mjs`, `cjs`, `ts`, `tsx`, `jsx`, `java`, `kt`, `kts`, `groovy`, `scala`, `c`, `h`, `cpp`, `cc`, `cxx`, `hpp`, `hh`, `hxx`, `ino`, `rs`, `go`, `rb`, `php`, `phtml`, `cs`, `fs`, `vb`, `swift`, `m`, `mm`, `sh`, `bash`, `zsh`, `ksh`, `fish`, `ps1`, `psd1`, `psm1`, `sql`, `pl`, `pm`, `r`, `jl`, `lua`, `dart`, `zig`, `nim`, `yaml`, `yml`, `toml`, `ini`, `cfg`, `conf`, `env`, `properties`, `gradle`, `cmake`, `make`, `mk`, `mkfile`, `json`, `ipynb`).
* **Excluded paths**: build outputs, vendored folders, caches, VCS dirs, virtualenvs
* **Binaries/archives/media**: filtered by extension + text heuristics
* **Large files**: default cap ≈2 MB (configurable)
* **Minified blobs**: excluded by average line-length heuristics
* **Secrets**: basic regex heuristics (keys, private certs) excluded where detected
---
## Intended uses
* Pretraining / continued pretraining of **code LMs** in the security domain
* **RAG / retrieval** with metadata filters (language, topics, license, stars)
* **Code search** / similarity tasks
* Curriculum sampling by `lang`, `stargazers`, `topic`, or recency (`pushed_at`)
> This dataset is **not** an instruction set for unauthorized intrusion. Use defensively and ethically.
---
## Limitations & caveats
* **Licenses vary per file.** The compilation license does **not** replace upstream licenses.
* **Heuristics** can omit useful files or miss some undesirable ones.
* **Time-varying metadata** (stars, topics, default branch) reflect the crawl moment.
---
## License & Access
**License:** "TanDev Proprietary License — All Rights Reserved"
**Upstream Licenses:** Each record includes `source_repo` and `source_license`. Rights in the original repositories remain with their owners. This compilation license does not limit rights you already have in the upstream sources.
If you are a repository author and would like your content removed, please open an issue or contact the maintainer.
---
## Citation
```bibtex
@dataset{tandevllc_2025_offsec_redteam_codes,
author = {Gupta, Smridh},
title = {OffSec RedTeam Codes},
year = {2025},
url = {https://huggingface.co/datasets/tandevllc/offsec_redteam_codes}
}
```
---
## Maintainer
**Smridh Gupta** — [[email protected]](mailto:[email protected])