by rebelytics · Agent Tool · ★ 2.8k
task-observer - One Skill to Rule Them All The meta-skill that builds and improves all your skills, including itself. In the first six months of using this meta-skill, it logged and applied over 900 improvements across my 50 skills, most of which were themselves created based on observations by the meta-skill. This meta-skill, called "task-observer", is a practical application of the Augmented Expertise methodology, an AI framework for knowledge workers. However, users have reported successful integrations into their Hermes and Openclaw setups, so it works equally well with autonomous agents.
| Stars | 2,797 |
| Forks | 275 |
| Language | Python |
| Category | Agent Tool |
| License | CC-BY-4.0 |
| Quality Score | 64.9938045201714/100 |
| Open Issues | 36 |
| Last Updated | 2026-09-21 |
| Created | 2026-02-15 |
| Platforms | claude-code, python |
| Est. Tokens | ~16k |
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one-skill-to-rule-them-all is The meta-skill that builds and improves all your skills, including itself. Watches your work sessions (autonomous or human-led), captures patterns, corrections and judgement calls, and turns them into. It is categorized as a Agent Tool with 2.8k GitHub stars.
one-skill-to-rule-them-all is primarily written in Python. It covers topics such as agent-skills, agentic-skills, ai-skills.
You can find installation instructions and usage details in the one-skill-to-rule-them-all GitHub repository at github.com/rebelytics/one-skill-to-rule-them-all. The project has 2.8k stars and 275 forks, indicating an active community.
one-skill-to-rule-them-all is released under the CC-BY-4.0 license, making it free to use and modify according to the license terms.