MCPs are impossible to combine this way: everything you feed or get from them goes though the model and consumes tokens.
MCPs are impossible to combine this way: everything you feed or get from them goes though the model and consumes tokens.
Remember: jq can always be a tool (MCP or otherwise). In this way you can allowlist specific CLI programs and give them to the agent via tools. Making python a tool is more difficult; that would have all of the same RCE injection issues that the shell would have.
There are isolation stacks that help make “running an agent with a shell on behalf of a customer in the cloud” possible. It’s just very risky. There’s a thousand attack vectors, and to a very real degree companies that are getting to this point are re-thinking their cloud infrastructure and architecture from first principals.
I think the basic solution to this is to have a "static shell" but with modern tools for the agents, not actually executing other binaries. It could have things like jq, curl, piping and redirection to/from session files. Maybe even Python if it can be made safe. If not, then there are a lot of languages can be.
People seem to think that MCP exists to give agents more capability. That could not be further from the truth, which is actually the opposite: MCP exists to take capability away from agents. It exists to control them.
That's really my only issue with MCPs.
With shell you can pass data from one component to another directly, not only being cheaper, faster, but also preserving complete integrity. While models nowadays seem to do data echoing well, there's always the chance they might not do it exactly.
There's no reason why a shell would not be able to limit abilities of a party using it as well, by virtue of just implementing only the desired functionality. What makes it more advanced in this context is the (standard) ability to express how to connect multiple components to each other, or to/from local storage. MCP does not have this.
Providing that does not have any inherent danger any more than jq's functions have an inherent danger. Actual execution of processes or real files does not need to be involved.
Provide a meta-tool which handles piping data in and out of any other tool, and make specific tools which can read/write data sources directly, bypassing context. Or you could go full code mode, but I'm not sure it's worth the lift unless you have Cloudflare numbers of APIs which would need tools.
I work on an internal model/vendor-independent chat app where the agent runs in the browser - every chat gets its own virtual origin private filesystem (OPFS) [1] directory where user attachments get written to and tools can read from/write to, and users can also provide read/write access to a real directory with window.showDirectoryPicker() [2] (both use the same API, so tools can route to/from either).
It can push and pull MBs of data through tools, e.g. pulling huge spreadsheets directly from SharePoint in 50,000 row chunks using a tool which calls the Excel Services REST API, passing those all into a code execution tool to join them together and process them, which generates an Excel output file using SheetJS, none of which goes into context.
People used to drag their multi-MB documents in and complain either it didn't work or the agent couldn't do anything useful with it. Now it just works.
[1] https://developer.mozilla.org/en-US/docs/Web/API/File_System...
[2] https://developer.mozilla.org/en-US/docs/Web/API/Window/show...
I'm not saying MCP or the ways we use it cannot be extended to cover this use case, but my understanding is that nobody does it. But shell/code does, and more.
However, wouldn’t a shell where all permissions are off by default, then you can enable read and write privileges to certain files and directories and executable privileges to certain binaries accomplish the same thing using UNIX permissions? Isn’t this still reinventing the wheel?
The more I read this thread the more I'm convinced that the main value of MCP is to provide a server managed release process. This is the same advantage that SaaS has over client side apps.
However MCPs couples with a client willing to run tools locally can provide the best of both worlds
It seems like there's little point in MCP in that case. Maybe more point if it was a standard mechanism for MCP to provide additional data, in a completely compatible fashion with all other tools? You could perhaps even pass such URLs to other MCPs. You could have an MCP for jq for doing stream processing. Starts to look a lot like a shell, though.
Seems like MCPs could also be extended to store auxiliary data to your memory (or filesystem..), and then an additional extension to provide that kind of data as auxiliary data in the calls to MCP.
Well, even as is, MCP still provides a standard method of using OAuth for accessing such services. And you must use MCP if you wish to add something to the ChatGPT.com web service, so it's easy to see why OpenAI folks are seeing companies going that way.
why not build this directly into MCPs?
Sounds a lot like a shell to me.