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Show HN: Timber – Ollama for classical ML models, 336x faster than Python

https://github.com/kossisoroyce/timber
105•kossisoroyce•6h ago•11 comments

Show HN: I built a zero-browser, pure-JS typesetting engine for bit-perfect PDFs

https://github.com/cosmiciron/vmprint
60•cosmiciron•18h ago•32 comments

Show HN: Workz–Git worktrees with zero-config dep sync and a built-in MCP server

https://github.com/rohansx/workz
2•rohansx•16m ago•0 comments

Show HN: Vibe Code your 3D Models

https://github.com/ierror/synaps-cad
48•burrnii•2d ago•14 comments

Show HN: Steward – an ambient agent that handles low-risk work

https://github.com/study8677/Steward
2•867762462f•1h ago•0 comments

Show HN: I built an AI tool that walks you through Toyota's 5 Whys method

https://www.fivewhys.ai/
2•mogic•1h ago•1 comments

Show HN: Logira – eBPF runtime auditing for AI agent runs

https://github.com/melonattacker/logira
16•melonattacker•7h ago•1 comments

Show HN: Interactive 3D WebGL Globe for real-time daylight cycles

https://github.com/azialle/Oclock
3•codechibi•2h ago•2 comments

Show HN: Visualize Git commit histories as animated force-directed graphs

https://github.com/nshcr/git-commits-threadline
3•wwhxd•2h ago•0 comments

Show HN: Audio Toolkit for Agents

https://github.com/shiehn/sas-audio-processor
55•stevehiehn•15h ago•9 comments

Show HN: I built open source Gmail organizer because I refused to pay $30/month

https://github.com/Lakshay1509/NeatMail
3•mafia15•2h ago•1 comments

Show HN: OpenTamago – P2P GenAI Tamagotch

https://open.tamago.chat
3•boiling_eggs•3h ago•0 comments

Show HN: HN Bot Detector - Detects LLM-Generated Comments on Hacker News

https://github.com/umairnadeem/hn-bot-detector
5•umairnadeem123•3h ago•2 comments

Show HN: AI agent that works autonomously while I'm offline

https://hire-your-ai-guide.vercel.app
2•ZeroDayCyber•3h ago•1 comments

Show HN: Vertex.js – A 1kloc SPA Framework

https://lukeb42.github.io/vertex-manual.html
32•LukeB42•20h ago•19 comments

Show HN: Sun – Realtime voice agent for group conservation not just turn taking

https://www.getsun.io/
4•anand_pattern•5h ago•2 comments

Show HN: ClawShield – Open-source security proxy for AI agents (Go, eBPF)

https://github.com/SleuthCo/clawshield-public
2•sleuthco•6h ago•1 comments

Show HN: LightJJ – Web-Based UI for Jujutsu VCS

https://github.com/chronologos/lightjj
2•Chronologos•6h ago•0 comments

Show HN: LocalRAG – Ask AI about your own documents (iOS/Android)

https://localrag.app
3•snakaya•9h ago•0 comments

Show HN: SwarmClaw – Orchestration dashboard for OpenClaw and AI agents

https://github.com/swarmclawai/swarmclaw
3•jamesweb•9h ago•1 comments

Show HN: MCP-firewall: I created a policy engine for CLI Agents

https://github.com/dzervas/mcp-firewall
2•ttouch•6h ago•0 comments

Show HN: Tool to comply with the Pentagon's Claude ban

https://github.com/dabrez/shannonsRevenge
3•dabrez•6h ago•0 comments

Show HN: Now I Get It – Translate scientific papers into interactive webpages

https://nowigetit.us
290•jbdamask•1d ago•128 comments

Show HN: Gala – Sealed types, pattern matching, and monads for Go

https://github.com/martianoff/gala
3•mmcodes•7h ago•2 comments

Show HN: I built speedmux, a libghostty-powered terminal multiplexer

https://github.com/webforspeed/speedmux
4•n89nanda•8h ago•1 comments

Show HN: Service Book – Smart maintenance tracking for every car owner

https://yourservicebook.com/
3•sectorthree•8h ago•0 comments

Show HN: Ductwork – A Go platform for running AI agents on autopilot

https://github.com/dneil5648/ductwork
4•dneil8675•8h ago•3 comments

Show HN: RetroTick – Run classic Windows EXEs in the browser

https://retrotick.com/
191•lqs_•2d ago•59 comments

Show HN: Unfucked - version all changes (by any tool) - local-first/source avail

https://www.unfudged.io/
136•cyrusradfar•3d ago•85 comments

Show HN: Lightweight, S3-compatible object storage server with built-in web dash

https://github.com/eniz1806/VaultS3
6•open_source_new•9h ago•0 comments
Open in hackernews

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

https://github.com/moustafa-nasr/fahmatrix
46•mousomashakel•9mo 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•9mo 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•9mo 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•9mo 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•9mo 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•9mo ago
Polars and duckdb interoperate nicely and can enable this flexibility
theanonymousone•9mo ago
Does Polars have a Java library?
mousomashakel•9mo 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•9mo 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•9mo 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•9mo ago
What about Tablesaw, Apache Arrow? How does this compare ...
mousomashakel•9mo 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•9mo ago
Nice!

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

mousomashakel•9mo 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.