Long Ge found a hard-to-get item today, something most people haven't used — it's a hard asset with 201K downloads.

This skill from Self-Improving + Proactive Agent on GitHub basically lays out the capabilities right on its face: self-growth and proactive work.
Let's start with self-improvement.
What's the biggest problem with AI agents that everyone uses? You teach it once, and it doesn't learn. You correct it when it makes a mistake today, but tomorrow it keeps making the same mistake. It looks like you're training AI, but in reality, it's an endless loop.
This skill is specifically designed to solve that.
Every time it makes a mistake during execution, it records the issue itself, reviews the cause, and consolidates the experience into long-term memory.
You teach it once, and it doesn't just say "Got it, I'll pay attention next time," but truly records the task into the system.
Next, let's talk about proactivity.
Ordinary agents are essentially tools. You push, they move. If you don't say anything, they stay idle.
But after installing this, it's different.
It will judge what to do next on its own. When to remind, when to push the task forward, when to sync progress — it starts thinking for itself instead of waiting for you to give commands one by one.
In simple terms, it evolves from "waiting for instructions" to "working autonomously."
1.2K stars — that number definitely didn't come randomly.
Together, these two things make you feel one thing clearly:
Your agent is no longer just a tool, but truly starts to become smarter the more you use it, and the more it understands your habits.
Installation command:
clawhub install self-improving
Long Ge's comment:
The real competition for AI agents isn't response speed, but whether they can grow on their own. This skill hits the core.