AI-powered command line tool using local LLM
Project description
iCMD
iCMD is a local AI-powered command-line assistant that turns natural language prompts into Linux shell commands, runs the generated command, and prints the result back to your terminal.
Features
- Converts plain-English requests into bash commands using a local Ollama model
- Executes commands directly from the CLI with a simple
icmd "..."interface - Includes basic safety blocking for dangerous commands and shell operators
- Works fully with a local model setup instead of a hosted LLM API
Usage Examples
icmd "list all files in this directory"
icmd "print the current working directory"
icmd "show hidden files"
icmd --author
Example output:
$ icmd "print the current working directory"
/home/your_root_directory
Requirements
Before using iCMD, make sure the target system has:
- Python 3.8 or newer
pip,uv, orpipxfor installation- Ollama installed and running
- The
qwen2.5-codermodel available locally, or network access the first time so Ollama can pull it - A Linux environment, since the tool generates bash commands
To prepare Ollama manually:
ollama serve
ollama pull qwen2.5-coder
Installation
Install from PyPI with uv
For CLI tools, uv tool install is the cleanest option:
uv tool install icmd-cli
After installation:
icmd "list all files"
To upgrade later:
uv tool upgrade icmd-cli
Install with pipx
pipx install icmd-cli
How It Works
- You pass a natural-language prompt to
icmd. - The app sends the prompt to Ollama using the
qwen2.5-codermodel. - The model returns a bash command.
- The command is cleaned and checked against a small denylist of dangerous commands and shell symbols.
- If the command is allowed,
iCMDexecutes it and prints the output.
Safety Notes
iCMD includes basic filtering, but it should still be treated as a developer tool and used carefully.
The current safety layer blocks commands involving items such as:
- destructive filesystem tools like
rmandmkfs - privilege escalation commands like
sudoandsu - remote/network-oriented commands like
curl,wget,scp, andssh - shell operators such as
;,|,&, and output redirection
This is a simple safety layer, not a security sandbox.
CLI Reference
Run a natural-language request:
icmd "your query"
Print the package author:
icmd --author
If no argument is provided, the CLI shows:
Usage: icmd "your query"
Project Structure
icmd/
├── executor.py
├── llm.py
├── main.py
├── safety.py
└── utils.py
pyproject.toml
README.md
Troubleshooting
externally-managed-environment
Your system Python is managed by the OS. Use a virtual environment, uv, or pipx instead of installing globally with pip.
Ollama is not installed or running.
Install Ollama and make sure the service is available at:
http://localhost:11434
The package installs but icmd fails at runtime
Check that:
- Ollama is running
- the
qwen2.5-codermodel exists locally - the installed package version is the latest one you published
Author
Built with ❤️ By Deepak Karthick
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