# 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.

Repository: https://github.com/rebelytics/one-skill-to-rule-them-all
Canonical: https://ross.abutalabs.com/products/one-skill-to-rule-them-all
Homepage: https://www.rebelytics.com/task-observer/
License: CC-BY-4.0
License Family: other
Topics: skills, augmented-expertise, agentic-skills, ai-skills, claude, claude-cowork, improve-skills, skill, skill-creation, skill-generation, skill-improvement, skill-management, meta-skill, meta-skills, agent-skills, awesome-skills, claude-code, rebelytics, skill-automation, skill-builder
Last push: 2026-08-21T11:27:50+00:00

## Health v2 (maintenance only)
Score: 68/100 (v2, computed 2026-09-03T02:20:16.233290+00:00)
- activity 98, release rhythm 61, longevity 14
- inputs: {"age_days": 199, "days_push": 12, "days_rel": 47, "gap_med": null, "n_releases_24m": 1}
- flags: none
- formula: round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)

## Adoption (not part of the score)
Stars 2077, forks 212 (observed 2026-08-28T04:06:10.421122+00:00)

## What it is
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
- artifact type: plugin
- maturity: active
- function: agent-framework, prompt-engineering, workflow-automation, developer-tools
- domain: artificial-intelligence, developer-tools
- platform: cross-platform, cli
- tags: meta-skill, claude-skills, skill-management, self-improving, augmented-expertise, claude-code, claude-cowork, agentic-skills, observation-logging, ai-agents, automation

## Member repositories
- rebelytics/one-skill-to-rule-them-all (main) score 68

## Provenance
- Observed fields: from GitHub, fetched 2026-08-28T04:06:10.421122+00:00.
- Health v2: computed from the inputs above; adoption is never an input.
- Inferred fields (summary, facets, guidance): AI-extracted, prompt v1, taxonomy v1, on 2026-08-30T02:56:09.781452+00:00, confidence not recorded.
  - readme: https://github.com/rebelytics/one-skill-to-rule-them-all (fetched 2026-08-28T04:06:10.421122+00:00, sha 76e8a207b96a)
  - homepage: https://www.rebelytics.com/task-observer/ (fetched 2026-08-29T10:36:46.495662+00:00, sha c62cbcb98bdf)
- Data as of 2026-08-30T08:39:29.467469+00:00.