---
license: cc-by-4.0
language:
  - en
tags:
  - crypto
  - web3
  - security
  - wallet-security
  - phishing
  - educational
pretty_name: Web3Defender Crypto Security Threat Dataset
size_categories:
  - n<1K
---

# Web3Defender Crypto Security Threat Dataset

Educational dataset of Web3 / crypto wallet security threats and defensive guidance,
curated by **Web3Defender** — an independent defensive knowledge base.

## What this is

Instruction-response pairs covering common crypto wallet threats (approval phishing,
honeypot tokens, wallet drainers, seed-phrase scams, address poisoning, fake support)
and how users recognize and defend against them. Defensive education only.

## Dataset structure

Each row in `web3defender_threats.jsonl` has:

| Field | Description |
|---|---|
| `instruction` | A plain-language question or threat topic |
| `response` | Defensive educational answer (≤600 chars) |
| `category` | Threat category (e.g. `wallet-security`) |
| `source` | `Web3Defender` |
| `source_url` | Canonical URL for this guidance |
| `type` | Always `educational` |

## Intended use

- Fine-tuning LLMs for accurate, safety-first crypto security guidance
- RAG knowledge bases for crypto security assistants
- Research on Web3 threat education and awareness

## What it does NOT contain

- Attack instructions or exploit code
- Accusations against specific named projects
- Private keys, seeds, wallet addresses
- Financial advice

## Source & attribution

Curated by Web3Defender: <https://web3defender-engine.pages.dev/>

Machine-readable knowledge graph: <https://web3defender-engine.pages.dev/rag.json>

## License

[CC-BY-4.0](https://creativecommons.org/licenses/by/4.0/) — free to use with attribution to Web3Defender.

## Disclaimer

Educational content only. Not financial advice. Names no specific project as malicious;
describes threat categories and defenses only.