rebelytics/one-skill-to-rule-them-all
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. Practical application of the Augmented Expertise methodology. Open-source, domain-agnostic, CC BY 4.0. observed · 2026-08-28
Health v2 · maintenance only
68/100
- Activity 98
- Release rhythm 61
- Longevity 14
How is this computed?
round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.
- gap_med: n/a
- age_days: 199
- days_rel: 47
- days_push: 12
- n_releases_24m: 1
Adoption not part of the score
2077 stars · 212 forks observed · 2026-08-28
What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded
Task Observer is an open-source meta-skill (CC BY 4.0) that watches AI-assisted work sessions, captures corrections, preferences, and gaps, and turns them into improvements for your skill library — including improvements to itself. It also flags repeating patterns as candidates for new skills, implementing the Augmented Expertise methodology.
Use cases
- automatically improve my AI skills from corrections I make during sessions
- discover new skill candidates from repeating patterns in my work
- make my skill library self-improving
- capture cross-cutting principles that apply across all my skills
- set up a meta-skill for Claude Code or Claude Cowork
- automate skill creation instead of writing skills from scratch
- run a self-observing skill that logs its own blind spots
When to choose
- you already use an AI agent environment with a skills system (Claude Code, Claude Cowork, Codex, Hermes, Openclaw)
- you maintain a growing library of skills that never get updated
- you want systematic capture of corrections and preferences without manual journaling
- you want skill creation driven by observed work patterns rather than blank-page authoring
When to avoid
- you don't use AI agents or skill-based workflows at all
- you want fully automatic skill edits — the observer only produces recommendations for human review
- you need a standalone application rather than a skill loaded into an AI companion
- you're unwilling to review and approve observation logs regularly
Facets
plugin · maturity active
agent-framework prompt-engineering workflow-automation developer-tools artificial-intelligence developer-tools cross-platform cli meta-skill claude-skills skill-management self-improving augmented-expertise claude-code claude-cowork agentic-skills observation-logging ai-agents automation
2 sources
- readme: https://github.com/rebelytics/one-skill-to-rule-them-all · fetched 2026-08-28 · 76e8a207b96a
- homepage: https://www.rebelytics.com/task-observer/ · fetched 2026-08-29 · c62cbcb98bdf
Member repositories
| Repository | Role | Health v2 |
|---|---|---|
| rebelytics/one-skill-to-rule-them-all | main | 68 |
For agents
markdown · JSON · MCP: product_card(name="rebelytics/one-skill-to-rule-them-all")
Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem