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ARPAHLS
skillware
Python2026–2026
ARPAHLS / skillware

skillware

A Python framework for modular, self-contained skill management for machines.

3Distinct people
4Mentions
0Explicit recommenders
181GitHub stars
REPOSITORY AT A GLANCE

What to know before exploring

What it is

A Python framework for modular, self-contained skill management for machines.

GitHub

Where it is used

No documented product use has been verified yet.

What people are saying

No recommendation phrase was found in the indexed comments.

No classified warning is attached to this page. Read the discussions before treating silence as approval.

Also in these discussions

No other repository is repeatedly linked in the same discussions.

This week on Hacker News

Nov 7–Nov 14 UTC · Direct repository links and separately labeled related project stories. Indexed through 11/14/2026, 1:49:46 PM UTC.

No direct repository links were found in the indexed HN discussions over the past seven days. Older discussions are available below.

Mentions over time

HN mentions by month4 dated mentions

Observed mentions: 2026-01-20 12:05:01 UTC to 2026-10-10 18:08:44 UTC.

0122026-01-01 00:00:00 UTC to 2026-02-01 00:00:00 UTC (exclusive): 1 mentions; 1 submissions, 0 commentsJan 20262026-02-01 00:00:00 UTC to 2026-03-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2026-03-01 00:00:00 UTC to 2026-04-01 00:00:00 UTC (exclusive): 2 mentions; 0 submissions, 2 comments2026-04-01 00:00:00 UTC to 2026-05-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2026-05-01 00:00:00 UTC to 2026-06-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 commentsMay 20262026-06-01 00:00:00 UTC to 2026-07-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2026-07-01 00:00:00 UTC to 2026-08-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2026-08-01 00:00:00 UTC to 2026-09-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2026-09-01 00:00:00 UTC to 2026-10-01 00:00:00 UTC (exclusive): 0 mentions; 0 submissions, 0 comments2026-10-01 00:00:00 UTC to 2026-11-01 00:00:00 UTC (exclusive): 1 mentions; 0 submissions, 1 commentsOct 2026

Counts come from the repository’s dated source evidence. Index cutoff: 2026-11-02 08:16:59 UTC.

View mention counts and date ranges
UTC ranges include their start and exclude their end. Select a period to filter the source evidence.
PeriodStart (UTC)End (exclusive, UTC)MentionsSubmissionsComments
Jan 20262026-01-01 00:00:00 UTC2026-02-01 00:00:00 UTC110
Feb 20262026-02-01 00:00:00 UTC2026-03-01 00:00:00 UTC000
Mar 20262026-03-01 00:00:00 UTC2026-04-01 00:00:00 UTC202
Apr 20262026-04-01 00:00:00 UTC2026-05-01 00:00:00 UTC000
May 20262026-05-01 00:00:00 UTC2026-06-01 00:00:00 UTC000
Jun 20262026-06-01 00:00:00 UTC2026-07-01 00:00:00 UTC000
Jul 20262026-07-01 00:00:00 UTC2026-08-01 00:00:00 UTC000
Aug 20262026-08-01 00:00:00 UTC2026-09-01 00:00:00 UTC000
Sep 20262026-09-01 00:00:00 UTC2026-10-01 00:00:00 UTC000
Oct 20262026-10-01 00:00:00 UTC2026-11-01 00:00:00 UTC101

What Hacker News says

4 sources
First, this is not written by AI, please take the time to read, and maybe appreciate the project. Thanks in advance. <3 We have been building Skillware since 2023, started to use the framework internally with enterprise clients of ARPA, and surprisingly, not only it solved our hands, but it was easy to grasp, adapt, and maintain by technical teams who worked with it. In 2025 we decided to make it OpenSource. We didn't release the 200+ private skills from the original framework, but we released the core framework, engine, and extremely good documentation for humans and agents to design, build, and deploy REAL, robust, deterministic agent capabilities that are not just prompts wrapped in markdown files, self-branded as "skills". Skillware ships python bundles, scripts, schemas, guardrails, instructions, datasets and more components for ever
Read the rest
y skill. Sure, you might say, not all agent skills or skills md are markdown files, some of them now have python scripts. Well, that's great. We have been urging them to do so for years. Maybe next couple of years they will also have adapters for any model, intenet parsing schemas, native chaining, and whatnot, instead of overrelying on LLMs and core model reasoning and MCPs. Why Skillware was built different since day one and why it feels sad that not many agents are aware of it? We built it having in mind that it should be discovered, used, and maintained by agents. Not humans. Most skills md and agent skills are like "how can LLM make me money, work less..." or whatever. Skillware is built like "how can we make agents assess what is the right tool to call, when to call it, and call it correctly?" with the goal being, making agents life easier, not humans. Like give agents basic tools, serivces and functions so that they can do their work better, faster, easier, etc. Think of these silly stupid websites like youtube to mp3, or background remomver or whatever. The typical vibe coder who wants to make it, think they are stupid and that reinventing the wheel by using threejs for the first time in their life is going to raise billions and they will crack quantum computing with opus 5. In reality, these silly websites and services have millions, tens of millions of visitors every single day and make more than all vibe coders combined atm. Skillware is not a library of prompts that will make you a better dev or make you money or make your product look better or whatever (although it could), but it is a toolbox for agents that need to work autonomously without getting in your feet, asking for permission, or overengineering basic tools and functions, and again, that are genuinely needed to an agent, not to a VC pitch deck. Eg. token limiters, prompt compressors, context window optimizers, plug and play email, prompt injection firewalls, crypto wallets, etc. Things you can "equip" your agent with instead of prompting them, and let them do their job. The craziest part is that we see now all agent skill frameworks slowly evolving towards the same shape as skillware, even tho Skillware is 100 steps ahead, and have paved the way forward, by thinking beyond AI. Our vision is simple: modular, instlallable capabilities. Today it is for AI Agents. Tomorrow it will be for Robots, UAVs, Cars, your Fridge. The day after tomorrow it will be for your brain. Downloading capabilities via BMI/BCI, similar to the popular scene from the Matrix. So, in a nutshell, we are not just creating a prompt or a markdown file, we are not interested in making humans rich or fancy, and we certainly are not bound to AI, in a desperate attempt to bank on this termporal wave. If this makes any sense to any of you, please give it a read, and maybe a shot in your own workflows. It works out of the box with any LLM, or local agents. github.com/arpahls/skillware or skillware.site
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