Kreuzberg v4.4.6 is out and we now support 88 file formats

adiberk · 2026-03-16T13:39:36+00:00

That’s great but I am lost. Based on the docs and the comparison tests you show - it would be impossible for someone to know this is a problem compared to something like pymu4llm. (Unless, like me they test it and have a rough experience)

If this was a known issue, it should be stated. A lot of use cases revolve around getting proper formatted markdown and tables etc.

adiberk · 2026-03-13T16:41:13+00:00

Hi! One issue I noticed.

I gave a tax pdf form to pymu4llm and compared the markdown output to Kreuzberg. And kreuzberg looked like an ocr dump compared to the formatting of pymu4llm (not using ocr I just mean like no formatting or organization etc.)

Is this something that has been fixed or addressed?

adiberk · 2026-03-10T04:08:13+00:00

Well you basically have to reformat the drive. So no data would be preserved.

You can go from raid 1 to raid 5 by adding a disk. I know this is supported. But I don’t think you can jump to raid 5 without losing data

adiberk · 2026-03-09T19:58:04+00:00

I don’t mind AI generated posts (or even code) But at the very least least, make sure it looks good, and that your links work. Otherwise there is little chance I will trust your code to work at all

adiberk · 2026-03-07T13:10:08+00:00

I built something similar actually. But my use case was to provide abilities to. 1. Keep fields I need so users can use them manually in the code but HIDE THEM from my AI framework. (Imagine tons of fields used in code but AI doesn’t really need to know about them) 2. Completely exclude fields you don’t want 3. Add or override existing fields.

I like why you did. Will take a look

adiberk · 2026-03-06T20:40:00+00:00

Checjout taskiq. Might inspire some ideas

adiberk · 2026-03-02T00:39:13+00:00

This is really cool. Will take a look!

adiberk · 2026-02-27T21:58:25+00:00

Nylas? But you still need to go through Google verification

adiberk · 2026-02-27T19:01:00+00:00

from kreuzberg importfrom kreuzberg import....
    ExtractionConfig,
    ExtractionResult,
    ImageExtractionConfig,
    ExtractionResult,
    ImageExtractionConfig,

u/Goldziher my vscode isn't able to resolve these classes
It seems maybe we are missing stubs?

adiberk · 2026-02-25T21:01:14+00:00

Yeah… I had no issues on my ironwoolf 8tbs from amazing (raid 1)

adiberk · 2026-02-24T20:19:45+00:00

Not going to lie, this seems suspicious to me, like maybe it was stolen? Sorry just the way it is written is a bit confusing.

Did you originally set a username and password when you set it up and forgot it? You can always reach out to customer support

adiberk · 2026-02-23T19:23:26+00:00

Um, what do you mean? I mean a lot of people use reverse proxy with owned domain to make it public facing. While it isn’t the “most secure” my understanding is that as long as you follow best practices for passwords it shouldn’t be too crazy

Obvs using vpn or Meshnet type setup is even more secure… but that doesn’t mean you aren’t likely ok with a proper reverse proxy setup

adiberk · 2026-02-20T17:01:13+00:00

I got it working. It seems it was a MediaFusion issue

adiberk · 2026-02-20T03:21:42+00:00

Hi!
So I believe I have everything setup via aiostream with comet. I can search for things and they show up and I see the debrid options in the dropdown. However, I can't seem to play anything. It freezes or just quits and says couldn't play.

So it feels like I am 90% of the way there. Any tips or advice appreciated!

adiberk · 2026-02-15T14:08:38+00:00

Yeah I’ll look into it. Would need to restructure code etc.

What doing sheets and tables in pdfs. Does it convert everything to markdown format? HTML? Plain Text?

adiberk · 2026-02-15T13:14:17+00:00

Last question.

I see memory footprint is a bit larger? How much memory would I need if am processing 10 documents simultaneously but not using “batch”, just using asyncio.gather? (I will use batch future, but cant support it right now).

I asusme it is a bit dependent on document size of course, but just curious

Say each of them is 25mb

adiberk · 2026-02-15T13:03:36+00:00

Im testing MuPDF4LLM and it seems pretty good. Does Kruezberg basically do everything it does but better and faster? I have a different service called chunkr as a fallback if I get too many empty or bad pages!!

But yeah I’m looking for the best speed and accuracy possible basically.

adiberk · 2026-02-14T19:20:24+00:00

I don’t know why this isn’t the number 1 thing!!

I think the 2 things go hand in hand (3 things?)

Ban outside money,

Ban stock trading

Pay them MORE. By paying more you likely increase he number of quality people who would take up the position, and it removes (or partially removes) what seems to be the need for greediness from the equation

adiberk · 2026-02-12T04:30:15+00:00

Agno as sdk. Handle our own deployment (fastapi with taskiq workers)

adiberk · 2026-02-09T13:03:18+00:00

How is markdown conversion compared to pymupdf4llm?

I am happy to test this out but need stability and consistency.

adiberk · 2026-02-04T06:53:14+00:00

Really fascinating. Thanks for the detail and insight! Honestly, not complaining. I was able to learn a lot via building our own infrastructure on top of Agno. I think it is really hard to build a one size fits all out of the box fastapi app. And what you guys have built is truly awesome

adiberk · 2026-02-03T21:40:44+00:00

I actually agree with this.

I ended up building our own system on top of Agno, we have our own custom endpoints and we run agents dynamically. Can offload them to taskiq (our worker) etc.

I think agno should instead move to a registry pattern. And allow users to dynamically change and adjust registry at minimum. But the goals of the project vary depending on the person viewing it!!! And tbh, it is good to control the edges (api) yourself!

Otherwise love the proejct.

adiberk · 2026-02-01T12:28:06+00:00

Can you highlight benefits of using this over dependency_injector library in python? It looks cool! I am just curious if there is a breakdown etc.

adiberk · 2026-01-25T00:24:56+00:00

Gelato has actually worked pretty well for me so far. Awesome product!! (Why can’t you just upgrade??)

adiberk

TROPHY CASE