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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 β€” no rambling

Quick start β€” 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 β€” 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 β€” 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.

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