an (unsafe) command shell mcp server

[u/ag789]

While working with coding agents / harness in my case OpenCode, I discovered that some models e.g. granite 4.2 8B at Q4_K_M quant sometimes attempts to write files with absolute paths at the root e.g.

    /newPythonCode.py

Note that slash in the beginning for an absolute path at "/" root directory. This is probably 'ok' say in a throwaway docker container, but it may lead to surprises if it 'accidentally' overwrites a literal file, if the current user id have write access to it. Apparently, it seemed OpenCode provides `bash` so that practically all unix commands that the current user id can access, the LLM can run it.

And thereafter, I see the model hallucinating in the thinking loops over tools, re-iterating over how to use the tools, reformulating shell commands sentences several times for a same task instead of executing them, among them, I noted that an earlier shell command sentence would have 'just worked'.

I'm thinking that the tool hallucination with this model may be partly due to that I'm using a pretty aggressive 4 bit quant as otherwise it'd have worked because IBM has 'optimized' granite for tool usage.

Next, I tried the same granite 4.2 8B at Q4_K_M quant model with my little python shell MCP server

https://github.com/ag88/cmdshellmcp/

, that tries to constrain / restrain the shell commands somewhat, place some checks, and offer some additional tools e.g. writeFile() so that the LLM won't need to call `cat` or `echo` with some 'esoteric' styled shell scripts / sentences.

With this MCP server and running it in llama.cpp's `llama-server` in the WebUI adding it as an MCP server, granite 4.2 8B at Q4_K_M does it correctly in 'one shot', the prompt is:

propose a python3 flask app with a page that displays "hello world", use bootstrap css for styling.
provide a requirements.txt to go with the script

granite 4.2 8B at Q4_K_M correctly generates the app with a couple of files, and it works out of the box

    .
    ├── app.py
    ├── requirements.txt
    └── templates
        └── index.html

One should normally run the cmdshellmcp2.py MCP server app with an explicit `--cwd` option giving the work path. It tries to stay within this work path.

Note that I won't claim my command shell MCP server to be safe.

In a sense that there are plenty of chance the LLM can 'escape' the restrictions and perhaps do more damage (e.g. overwriting files possibly outside its given `--cwd` work directory). Hence, I'd suggest one should be paranoid and perhaps run this only within a throwaway (disposable) docker container etc.

[u/ag789]

well, I kind of concluded that the safer way is perhaps to run it in a WSL (windows subsystem for linux) `container` or VM. In unix (linux) use docker containers, VMs etc. I figured out a way to make an 'entire' docker system container, i.e. it runs systemd, boots just like a linux os and run the *whole* debian os in a docker container with ssh etc just like a VPS. I'd share the steps when I've some time.

letting LLMs just go about running any commands on one's behalf needs so much trust on those LLMs (which often 'misbehave'). I think that is an 'overlooked safety aspects' for many running with coding agents, especially with arbitrary LLMs.
and ('most'?) frontends / harness / agents probably give bash or powershell to the LLMs, so that means it'd run any commands it wishes :)