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Show HN: Rust UEFI UI Lib

https://github.com/sloev/uefi-ui
2•supernihil•1h ago•2 comments

Show HN: Pardus Browser- a browser for AI agents without Chromium

https://github.com/JasonHonKL/PardusBrowser/tree/main
8•JasonHEIN•4h ago•4 comments

Show HN: I turned a sketch into a 3D-print pegboard for my kid with an AI agent

https://github.com/virpo/pegboard
53•virpo•15h ago•14 comments

Show HN: Signboard – Kanban app lists are folders and cards are Markdown files

https://cdevroe.com/signboard/
4•cdevroe•2h ago•1 comments

Show HN: Coasts – Containerized Hosts for Agents

https://github.com/coast-guard/coasts
84•jsunderland323•23h ago•36 comments

Show HN: WebRTC video calls, no account needed

https://just-call.app/
3•ddoronin•3h ago•1 comments

Show HN: Fingerprinting browser-impersonating bots w/o JavaScript (open spec)

https://github.com/rozetyp/rq4
6•rozetyp•7h ago•4 comments

Show HN: Free AI API gateway that auto-fails over Gemini, Groq, Mistral, etc.

https://github.com/msmarkgu/RelayFreeLLM
4•markfront•11h ago•1 comments

Show HN: A 3D Body Scan for Nine Cents – Without SMPL

https://clad.you/blog/posts/body-pipeline/
15•arkadiuss•23h ago•4 comments

Show HN: QuickBEAM – run JavaScript as supervised Erlang/OTP processes

https://github.com/elixir-volt/quickbeam
107•dannote•2d ago•16 comments

Show HN: Sheet Ninja – Google Sheets as a CRUD Back End for Vibe Coders

https://sheetninja.io
83•sxa001•2d ago•75 comments

Show HN: Provero – Data quality checks in YAML, compiled to single SQL queries

https://github.com/provero-org/provero
3•andreahlert•10h ago•0 comments

Show HN: Crazierl – An Erlang Operating System

https://crazierl.org/demo/
71•toast0•1d ago•13 comments

Show HN: A shot tracking app for hockey teams

https://github.com/dvelton/hockey-shot-tracker
4•deevelton•11h ago•1 comments

Show HN: Open Source TikTok Alternative on AT Protocol

https://sprk.so
2•knotbin•11h ago•0 comments

Show HN: The Alphabetical Clock

https://boat.horse/clock/
39•secretdark•1d ago•23 comments

Show HN: BreezePDF – Free, in-browser PDF editor

https://breezepdf.com/?v=3
94•philjohnson•2d ago•45 comments

Show HN: HN Sieve – AI scores every HN project so you don't miss the good ones

https://github.com/primoia/hn-sieve
2•cezarvil•12h ago•2 comments

Show HN: I made a "programming language" looking for feedback

https://github.com/alonsovm44/glupe
36•alonsovm•1d ago•39 comments

Show HN: I made my fitness dashboard public and Apple Health needs an API

https://aka.me/blog/personal-software-to-stay-healthy/
10•pbarondadditude•21h ago•10 comments

Show HN: Heartbeat – A simple public page for your real-world and online status

https://heartbeat.page/
12•ipster_io•1d ago•9 comments

Show HN: Rusdantic

https://github.com/mmgehlot/rusdantic
3•mmgehlot•17h ago•0 comments

Show HN: React-Rewrite – Figma for localhost that directly edits your codebase

https://github.com/donghaxkim/react-rewrite
7•donghaxkim•1d ago•1 comments

Show HN: Memoir – persistent memory for AI coding tools via MCP

https://memoir.sh
2•camgitt•19h ago•0 comments

Show HN: 30u30.fyi – Is your startup founder on Forbes' most fraudulent list?

https://30u30.fyi
241•not-chatgpt•16h ago•97 comments

Show HN: Payphone Tag is territory game using Australia's 15,000 payphones

https://payphonetag.com
20•gangerang•2d ago•9 comments

Show HN: Turbolite – a SQLite VFS serving sub-250ms cold JOIN queries from S3

https://github.com/russellromney/turbolite
184•russellthehippo•4d ago•46 comments

Show HN: Pglens – 27 read-only PostgreSQL tools for AI agents via MCP

https://github.com/janbjorge/pglens
12•jeeybee•1d ago•7 comments

Show HN: DeepRepo – AI architecture diagrams from GitHub repos

https://deeprepo.dev
17•uwais12•1d ago•7 comments

Show HN: I put an AI agent on a $7/month VPS with IRC as its transport layer

https://georgelarson.me/writing/2026-03-23-nullclaw-doorman/
339•j0rg3•4d ago•97 comments
Open in hackernews

Show HN: Fahmatrix – A Lightweight, Pandas-Like DataFrame Library for Java

https://github.com/moustafa-nasr/fahmatrix
46•mousomashakel•10mo ago
Hey HN, I’ve built Fahmatrix, a minimal, fast Java library for working with tabular data — inspired by Python’s pandas, but designed for performance and simplicity on the JVM.

After working extensively with Python’s data stack, I often ran into limitations related to speed, especially in larger or long-running data workflows. So I built Fahmatrix from scratch to offer similar APIs for manipulating CSVs, performing summary statistics, slicing rows/columns, and more — but all in Java.

Features:

Lightweight and dependency-free

CSV/TSV import with auto-headers

Series/DataFrame structures (like pandas)

describe(), mean(), stdDev(), percentile() and more

Fast parallel operations on numeric columns

Java 17+ support

Docs: https://moustafa-nasr.github.io/Fahmatrix/ GitHub: https://github.com/moustafa-nasr/fahmatrix

I’d love feedback from the Java and data communities — especially if you’ve ever wanted a simple dataframe utility in Java without needing full-scale ML libraries.

Happy to answer any questions!

Comments

rickette•10mo ago
Congrats on putting this out there. There isn't a de facto pandas-like library in Java like you said. But for Kotlin there is: https://github.com/Kotlin/dataframe
mousomashakel•10mo ago
Thanks so much! Yep, I’ve seen the Kotlin DataFrame lib — very elegant. Fahmatrix is meant for plain Java users who want similar capabilities without switching ecosystems. Appreciate the support!
uwemaurer•10mo ago
Always great to see efforts to make working with data frames easier. Here are some similar data frame libraries for Java:

https://github.com/jtablesaw/tablesaw

https://github.com/dflib/dflib

My preferred way is just use duckdb java API. I didn't see anything better in performance/efficiency. Also a SQL query is often easier to write

theanonymousone•10mo ago
Yes. It has bothered me for a long time too. Maybe the best mix is a dataframe library with basic operations (column select, non-null etc), which also allows SQL for more complex stuff?
radus•10mo ago
Polars and duckdb interoperate nicely and can enable this flexibility
theanonymousone•10mo ago
Does Polars have a Java library?
mousomashakel•10mo ago
Totally agree that SQL can be the best tool for many jobs. My goal with Fahmatrix is to serve the opposite niche: where devs want something that's Java-native, procedural, and simple without reaching for an external engine. SQL support or DSL might come later though — I see the appeal.
theanonymousone•10mo ago
Sure. So maybe notehr comment would be to make it (particularly the Series class), as compatible with Java Streams as possible.

Next step would likely be compatibility with popular libraries such as Apache Commons Math: https://commons.apache.org/proper/commons-math/userguide/sta...

mousomashakel•10mo ago
Thanks! I'm aware of those great projects. Fahmatrix aims to offer a lightweight, dependency-free alternative that’s easy to embed in any Java app. DuckDB is super impressive, especially for SQL-heavy tasks — but my goal is more about a native, fluent API for those who prefer direct Java code over SQL.
skanga•10mo ago
What about Tablesaw, Apache Arrow? How does this compare ...
mousomashakel•10mo ago
Good question. I’ll publish benchmarks soon, but the core difference is that Fahmatrix is fully Java, no JNI, and minimalistic — ideal for small projects or environments like Android. Tablesaw and Arrow are more powerful, but heavier. Fahmatrix aims to be the “just enough” middle ground.
owlstuffing•10mo ago
Nice!

I’m currently using manifold-sql with duckdb for this.

mousomashakel•10mo ago
Thanks! That’s a great combo — manifold-sql + duckdb gives you strong typing with powerful SQL under the hood. Fahmatrix is aiming to complement that approach for cases where you want quick, native Java code without SQL — e.g., when building data flows or custom logic inline. Would love to hear if you’ve hit any pain points that a Java-native approach could help with.