The meta-skill that improves all your skills (including itself) and automatically creates new skills for you.

Also known as “One skill to rule them all”, task-observer works for human-led AI sessions, as well as autonomous agents.

Over the first three months of using it, task-observer applied 600 skill improvements across my 40 skills. Most of my skills were themselves created based on skill creation potentials that task-observer logged during my work sessions.

Task-observer works in many AI environments

I’m a knowledge worker, and I use task-observer as the practical implementation of my Augmented Expertise methodology. My main environment is Claude Cowork.

However, I have also had feedback from users who integrated task-observer into their Hermes and Openclaw agent setups, or connected it to Obsidian. There is an adopted version for Codex that I link to from the main GitHub repo for task-observer. I will link to more versions as I discover them.

Get started with task-observer to make your skills self-improving and to automate your skill creation process

The best way to get started with task-observer is to point the AI companion of your choice at the repo and ask it to guide you towards the ideal implementation for your specific setup: