This is great - and another example of how much more efficient CLI tool use ends up being in actual day-to-day use. Claude Code and Hermes took it in and it runs great in my initial tries at it. Thanks for making and sharing it!
I originally started this project just to build a TA agent for a professor who didn't have any TAs (my wife). So as you can imagine, it was critical that it could properly write comments and only edit with track edits mode on... and do all of this without accidentally breaking the structure of the doc that couldn't be read.
It's since then expanded to cover everything from editing tables, hyperlinks, footnotes, and a lot more. Now it's a pretty powerful tool that can trivially fill out a MNDA form, mark up a contract, author a poetry booklet, and fill out an invoice, which is now the eval suite where the numbers in the title come from.
You might be asking, "why did you do all of this?" Well, I'm building an agent harness for normies that are not gonna know what a token even is but just want their stuff not to take an epoch and a half to run. So I've got to make the tools be MUCH more optimal than they've even been.
I figure putting them out to the community and inviting all of you to help me might be a way to do that =).
I know that the office suite format is a relic which is hard to get rid of. But I can't help feeling that in these new AI era, that we should focus on leaving that proprietary format behind.
It is one of the biggest facilitator of vendor lock in in the history of computing.
Realistically... everyone's using it from students, to lawyers, to academics, and so on and so forth.
And given that LibreOffice and Google Docs are pretty good nowadays and OOXML is an open standard now post the monopoly rulings of the 90s, it's not quite as bad as it used to be.
Very cool. So much of the 'capability overhang' of AI can be addressed with tools like this--data manipulation etc without LLMs having to galaxy brain everything in token space
Nice — CLI-first for document tooling is underrated. How are you handling embedded images in the XML? That was a pain point when I was parsing OOXML in a different context.
If the reader needs the images, there's an explicit extract command that gets them into a folder.
If the writer needs to update them, there's and explicit replace command and insert commands for that purpose.
It all has to go into the relationship files of course.
I haven’t looked under the hood here but to make simple text replacement via command line is an LLM even required? A human driven command line tool to do basic substitution on batches of files reliably would be amazing.
Not really - if you wanna do a text replacement you can extract it yourself and do some work (or just use this CLI).
The library is designed for longer workloads.
Sadly I have spent lots of time with ooxml and pdf and my experience suggests there really aren’t reliable means for dealing with seemingly simple changes.
There have been a few similar posts on HN recently for working with MS Office docs:
https://github.com/iOfficeAI/OfficeCLI
https://github.com/rcarmo/python-office-mcp-server
https://github.com/espressoplease/smalldocs
It would be great to see some benchmarks for token use, correctness, features etc.
fair point! i've got some stats in the body of the github, and a skill that has the eval that i've built for it.
This is great - and another example of how much more efficient CLI tool use ends up being in actual day-to-day use. Claude Code and Hermes took it in and it runs great in my initial tries at it. Thanks for making and sharing it!
I originally started this project just to build a TA agent for a professor who didn't have any TAs (my wife). So as you can imagine, it was critical that it could properly write comments and only edit with track edits mode on... and do all of this without accidentally breaking the structure of the doc that couldn't be read.
It's since then expanded to cover everything from editing tables, hyperlinks, footnotes, and a lot more. Now it's a pretty powerful tool that can trivially fill out a MNDA form, mark up a contract, author a poetry booklet, and fill out an invoice, which is now the eval suite where the numbers in the title come from.
You might be asking, "why did you do all of this?" Well, I'm building an agent harness for normies that are not gonna know what a token even is but just want their stuff not to take an epoch and a half to run. So I've got to make the tools be MUCH more optimal than they've even been.
I figure putting them out to the community and inviting all of you to help me might be a way to do that =).
I know that the office suite format is a relic which is hard to get rid of. But I can't help feeling that in these new AI era, that we should focus on leaving that proprietary format behind.
It is one of the biggest facilitator of vendor lock in in the history of computing.
Hey, I'm building something a bit like that - please checkout https://smalldocs.org if you have time.
I say it’s as if “Claude Code & Microsoft Office had a baby...”
Code available: https://github.com/espressoplease/smalldocs
Discord: https://discord.gg/txjATTsDaq
Sample document: https://smalldocs.org/blogs/what-is-a-smalldoc
Invoked via Claude Code by saying stuff like: “sdoc me the plan for this feature”, or “dig into our logs and sdoc me a report on our latency"
Realistically... everyone's using it from students, to lawyers, to academics, and so on and so forth.
And given that LibreOffice and Google Docs are pretty good nowadays and OOXML is an open standard now post the monopoly rulings of the 90s, it's not quite as bad as it used to be.
Very cool. So much of the 'capability overhang' of AI can be addressed with tools like this--data manipulation etc without LLMs having to galaxy brain everything in token space
Yeah, I agree. Working on something like this for PDFs.
I've done many custom low token output CLIs like this for my day job and it's something I expect to see much more of.
this is awesome - I wonder how this would combine with DSL tools like https://slangify.org
honestly, worth a try! might be easier for the LLMs than authoring CLI commands.
Nice — CLI-first for document tooling is underrated. How are you handling embedded images in the XML? That was a pain point when I was parsing OOXML in a different context.
If the reader needs the images, there's an explicit extract command that gets them into a folder. If the writer needs to update them, there's and explicit replace command and insert commands for that purpose. It all has to go into the relationship files of course.
I haven’t looked under the hood here but to make simple text replacement via command line is an LLM even required? A human driven command line tool to do basic substitution on batches of files reliably would be amazing.
there is a python library for docx handling. my thinking was the use case for this was for larger scale automations / document processing.
Not really - if you wanna do a text replacement you can extract it yourself and do some work (or just use this CLI). The library is designed for longer workloads.
sed, awk. docx is just zipped xml.
you've never dealt with ooxml.
Sadly I have spent lots of time with ooxml and pdf and my experience suggests there really aren’t reliable means for dealing with seemingly simple changes.
nice to see others try to solve a problem we also experienced.
I'm also working on letting agents read/edit word docs but exposing it as a simple MCP
www.vespper.com
That's pretty cool!
I like it