by rebelytics · Agent Tool · ★ 1.1k
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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. Why you should use this meta-skill Creating skills is powerful but time-consuming. The skills that do get built stay frozen: they never learn from how you actually use them. Task Observer fixes those problems.
| Stars | 1,068 |
| Forks | 117 |
| Category | Agent Tool |
| License | CC-BY-4.0 |
| Quality Score | 62.9266734198581/100 |
| Last Updated | 2026-07-17 |
| Created | 2026-02-15 |
| Platforms | claude-code |
| Est. Tokens | ~19k |
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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, captures corrections and judgement calls, and turns them into skill improvements automatically. P. It is categorized as a Agent Tool with 1.1k GitHub stars.
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 1.1k stars and 117 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.
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