# one-skill-to-rule-them-all

> Meta-skill that monitors work sessions and improves AI agent skills

Task Observer is a self-improving meta-skill designed for AI assistants such as Claude Code. It watches user interactions to capture corrections, recurring workflows, and capability gaps, proposing updates to existing skills or drafting new candidates. Users run it inside agent environments by installing the skill bundle or using the skills CLI.

- Source: https://github.com/rebelytics/one-skill-to-rule-them-all
- Homepage: https://www.rebelytics.com/task-observer/
- License: CC-BY-4.0
- Built with: Markdown 77.7%, Python 16.9%, Shell 5.4%
- Stars: 3617
- Forks: 355
- Contributors: 115
- Last commit: 2026-10-26
- Latest release: v3.8.0 (2026-10-23)
- Purpose: AI & LLM tooling, Agent skills
- Type: CLI, Extension / plugin
- For: Personal

## Worth score: 74/100

How much DigGitHub recommends it, from activity, adoption, docs, license and security signals.

- Popularity: 18/25
- Momentum: 10/20
- Maintenance: 25/25
- Community: 10/15
- Readiness: 11/15

## Downloads

Latest release: [v3.8.0: test branch merge, first-run and upgrade fixes, consent-free review plumbing, reporting for runs that cannot write](https://github.com/rebelytics/one-skill-to-rule-them-all/releases/tag/v3.8.0). Files from the project's GitHub release, not checked by DigGitHub.

Other files:

- [task-observer.skill](https://github.com/rebelytics/one-skill-to-rule-them-all/releases/download/v3.8.0/task-observer.skill) (252 KB, 141 downloads)

## Alternatives

- [awesome-agent-skills](https://diggithub.com/VoltAgent/awesome-agent-skills.md): Curated collection of agent skills for AI coding tools
- [notebooklm-py](https://diggithub.com/teng-lin/notebooklm-py.md): Python API, CLI, and agent skill for Google Gemini NotebookLM
- [Claude Skills Library](https://diggithub.com/alirezarezvani/claude-skills.md): Hundreds of skills and agents for coding tools
- [Planning with Files](https://diggithub.com/OthmanAdi/planning-with-files.md): File-based planning for coding agents
- [invisible_dots](https://diggithub.com/feder-cr/invisible_dots.md): Self-hosted AI agent with undetectable browser automation
- [Claude-Mem](https://diggithub.com/thedotmack/claude-mem.md): Persistent memory across coding agent sessions
- [Papermorph](https://diggithub.com/DozenTwelve/Papermorph.md): Convert PDFs into animated, interactive web books with AI
- [Ruflo](https://diggithub.com/ruvnet/ruflo.md): Orchestrate swarms of AI agents

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Source page: https://diggithub.com/rebelytics/one-skill-to-rule-them-all
Updated: 2026-10-29