Task Observer: One Skill to Rule Them All

Creating skills is powerful but time-consuming, and the skills that do get built stay frozen: they never learn from how you actually use them.

Task Observer is a meta-skill that runs alongside your work, watches what you do, and does two things:

1. It identifies new skills for you. It spots repeating patterns in your work, flags them as skill candidates and helps you build them, so you get skills without staring at a blank page.

2. It improves your existing skills. It notices corrections you make, preferences you express and gaps in your current skills, then suggests specific updates.

It also watches itself. If it misses something, triggers where it shouldn't, or its own observation format could be clearer, it logs that too. The skill that improves all your skills also improves itself.

The observer never modifies your skills directly. It produces recommendations that you review, so you stay in control of what changes and when. Patterns that apply across skills are captured as cross-cutting principles, and new or updated skills are checked against them.

Who it's for: anyone who uses skills and wants them to get better over time instead of staying frozen. You don't need to be a developer. One honest boundary: its value compounds with scale. With a handful of skills, your assistant's built-in memory may cover much of the same ground; once editing skills directly stops feeling manageable, the observation log and review cycle pay off.

Track record: over 1,500 observations logged across 82 skills, most of them turned into skill improvements. The current version includes improvements suggested by 65 different users across 141 issues and 33 pull requests.

Open source under CC BY 4.0: github.com/rebelytics/one-skill-to-rule-them-all