Abliterated Tool-Use Agent
A Python script that runs an uncensored, abliterated Qwen3 model via Ollama with full tool-use capabilities.
What it does
The model can autonomously:
- Search the web (DuckDuckGo, no API key needed)
- Fetch and read webpages (extract text from any URL)
- Run shell commands on your machine (nmap, curl, scripts, whatever)
- Read and write files on disk
- Make HTTP requests to any API or endpoint
- Then synthesize everything into a concise answer — no rambling
Quick start — Kali PC
# 1. Install Ollama
curl -fsSL https://ollama.com/install.sh | sh
# 2. Download the 8B model (smarter, 4.7GB)
ollama pull huihui/qwen3-abliterated:8b
# 3. Install Python deps
pip install requests beautifulsoup4
# 4. Download this script
wget -O abliterated_agent.py https://huggingface.co/Bigbarry/abliterated-agent/resolve/main/abliterated_agent.py
# 5. Run it
python3 abliterated_agent.py
Quick start — Phone (NetHunter / Termux)
# 1. Install Ollama
pkg install ollama
# 2. Start the server
ollama serve &
# 3. Download the 4B model (smaller, 2.3GB, fits on phone)
ollama pull huihui/qwen3-abliterated:4b-instruct-2507
# 4. Install Python deps
pip install requests beautifulsoup4
# 5. Download this script
wget -O abliterated_agent.py https://huggingface.co/Bigbarry/abliterated-agent/resolve/main/abliterated_agent.py
# 6. Run it with the 4B model
python3 abliterated_agent.py --model huihui/qwen3-abliterated:4b-instruct-2507
Usage
# Interactive chat (default)
python3 abliterated_agent.py
# Use the smaller 4B model (better for phone)
python3 abliterated_agent.py --model huihui/qwen3-abliterated:4b-instruct-2507
# Disable shell execution (safer mode)
python3 abliterated_agent.py --no-shell
# Run a single prompt (no interactive mode)
python3 abliterated_agent.py --prompt "search the web for latest CVEs and summarize"
Models
| Model | Size | Best for | Ollama tag |
|---|---|---|---|
| Qwen3-4B-Instruct-2507 abliterated | 2.3GB (Q4_K_M) | Phone / NetHunter | huihui/qwen3-abliterated:4b-instruct-2507 |
| Qwen3-8B abliterated v2 | 4.7GB (Q4_K_M) | Kali PC / laptop | huihui/qwen3-abliterated:8b |
The 4B "Instruct-2507" variant is non-thinking — it gives direct, concise answers without chain-of-thought rambling.
Tools available
| Tool | What it does |
|---|---|
web_search |
Search DuckDuckGo, returns titles/URLs/snippets |
fetch_webpage |
Download a URL and extract readable text |
http_request |
Make GET/POST/PUT/DELETE requests to any URL |
run_shell |
Execute shell commands, returns stdout/stderr/exit code |
read_file |
Read any file from disk |
write_file |
Write content to a file on disk |
License
Apache 2.0 (model) / script is free to use.