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Show HN: TwitchRoulette – Find live streamers who need views the most

https://twitchroulette.net/
4•ellg•40m ago•0 comments

Show HN: Open-Source Animal Crossing–Style UI for Claude Code Agents

https://github.com/outworked/outworked/releases/tag/v0.3.0
42•ZeidJ•5h ago•35 comments

Show HN: Kagento – LeetCode for AI Agents

https://kagento.io
4•ifdotpy•2h ago•1 comments

Show HN: Foundry: a Markdown-first CMS written in Go

https://github.com/sphireinc/Foundry
11•nsayoda•5h ago•4 comments

Show HN: Sup AI, a confidence-weighted ensemble (52.15% on Humanity's Last Exam)

https://sup.ai
20•supai•1d ago•25 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/
319•j0rg3•1d ago•93 comments

Show HN: Fio: 3D World editor/game engine – inspired by Radiant and Hammer

https://github.com/ViciousSquid/Fio
90•vicioussquid•1d ago•9 comments

Show HN: For You – AI art floats down a river for strangers to find

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3•arclegger•3h ago•8 comments

Show HN: Anvil – Desktop App for Spec Driven Development

https://github.com/zdenham/anvil
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Show HN: Turbolite – a SQLite VFS serving sub-250ms cold JOIN queries from S3

https://github.com/russellromney/turbolite
161•russellthehippo•1d ago•41 comments

Show HN: MLForge: A Visual Machine Learning Platform

https://github.com/zaina-ml/ml_forge
3•zaina-ml•4h ago•2 comments

Show HN: Control Codex via WhatsApp using a Codex plugin

https://github.com/abuiles/codex-whatsapp-relay
3•abuiles•5h ago•0 comments

Show HN: Grafana TUI – Browse Grafana dashboards in the terminal

https://github.com/lovromazgon/grafana-tui
7•lmazgon•11h ago•3 comments

Show HN: Build AI Trading Agents in Cursor/Claude with an MCP Server

https://financialdata.net/mcp-server
3•financial-data•5h ago•0 comments

Show HN: Minimalist library to generate SVG views of scientific data

https://github.com/alefore/mini_svg/
41•afc•4d ago•3 comments

Show HN: Image Ranker – Open-Source Pairwise Ranking for Preference Learning

https://github.com/QuentinWach/image-ranker
2•quentinwach•1h ago•0 comments

Show HN: Veil – Dark mode PDFs without destroying images, runs in the browser

https://veil.simoneamico.com/
90•simoneamico•1d ago•26 comments

Show HN: Cranki – Crosswords meet Anki flashcards

https://cranki.app
3•petargyurov•6h ago•0 comments

Show HN: jid – JSON Incremental Digger v1.1.0 with JMESPath support

https://github.com/simeji/jid/releases/tag/v1.1.0
5•jamslater•4h ago•0 comments

Show HN: AgentGuard – A high-performance Go proxy for AI agent guardrails

https://github.com/Caua-ferraz/AgentGuard
3•millimercure•6h ago•0 comments

Show HN: OpenHelm – OpenClaw but free (using your Claude Code subscription)

https://www.openhelm.ai/
3•maxbeech•6h ago•2 comments

Show HN: FileWash – File tools that never see your files

https://filewash.app/
3•PressKeyProdigy•7h ago•0 comments

Show HN: Optio – Orchestrate AI coding agents in K8s to go from ticket to PR

https://github.com/jonwiggins/optio
81•jawiggins•2d ago•56 comments

Show HN: Forkrun – NUMA-aware shell parallelizer (50×–400× faster than parallel)

https://github.com/jkool702/forkrun
5•jkool702•10h ago•1 comments

Show HN: A plain-text cognitive architecture for Claude Code

https://lab.puga.com.br/cog/
148•marciopuga•1d ago•49 comments

Show HN: Alumnium – SOTA Browsing for Claude Code

https://alumnium.ai/blog/webvoyager-benchmark/
3•p0deje•7h ago•0 comments

Show HN: AppDesk – Native macOS Client for App Store Connect

https://appdesk.dev
5•prasadrl•8h ago•0 comments

Show HN: Bottrace – headless CLI debugger for Python, built for LLM agents

https://github.com/devinvenable/bottrace
3•devinvenable•8h ago•0 comments

Show HN: LLM-Gateway – Zero-Trust LLM Gateway

https://github.com/openziti/llm-gateway
7•michaelquigley•8h ago•1 comments

Show HN: Git Web Manager

https://github.com/WallabyDesigns/gitmanager
3•wallabydesigns•8h 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•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.