One Skill to Rule Them All is an innovative meta-skill designed to enhance and evolve all of your skills, including itself. This open-source Claude skill observes work sessions, captures adjustments and corrections, and transforms them into automated skill improvements.

Key Features

• Automated Skill Creation: The Task Observer identifies repetitive patterns in your tasks and drafts new skill candidates automatically, reducing the need for extensive manual effort.
• Skill Enhancement: It recognizes corrections made during your work, preferences expressed, and any existing skill gaps, suggesting specific updates to optimize your skills.

How It Functions

Task Observer seamlessly monitors work sessions, focusing on three main aspects:

1. Corrections and Adjustments: It detects when adjustments are made to the outputs, indicating areas for improvement.
2. Uncovered Gaps: The observer identifies manual tasks that could be automated with new skills.
3. Self-Improvement: It also observes its own methods, capturing improvements that can enhance its functionality over time.

At the conclusion of each session, Task Observer generates a structured observation log detailing findings, affected skills, and improvements, allowing for an easy review process before applying changes.

Intended Audience

This tool caters to anyone utilizing Claude skills in various capacities such as writing, research, or content creation. It is especially beneficial for users with multiple skills seeking a systematic approach to maintain and improve them without extensive manual audits. Furthermore, those starting with zero skills will find the observer particularly useful, as it begins identifying and drafting skills automatically.

Compatibility

• Fully Supported:

  • Claude Cowork: Full experience with filesystem access.
  • Claude.ai web interface: Operates in handoff doc mode.

• Expected to Work (Untested):

  • Claude Code: The skill is designed to be compatible but has not undergone verification.

• Potential Compatibility:

  • Other Agent Skills-compatible platforms with adaptations for Claude-specific concepts such as <available_skills>.

By leveraging Task Observer, individuals can effortlessly enhance their skill libraries over time, ensuring continuous growth and improvement without the hassle of constant manual updates.

For more information and updates, consider following the development and contributing feedback.