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Skill Creator

Skill Verified Active

Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or optimize an existing skill, run evals to test a skill, benchmark skill performance with variance analysis, or optimize a skill's description for better triggering accuracy.

Purpose

Empower users to efficiently build, refine, and validate AI skills, ensuring they are effective and accurate for their intended tasks.

Features

  • Create new AI skills from scratch
  • Modify and improve existing AI skills
  • Measure AI skill performance with evaluations
  • Benchmark skill performance with variance analysis
  • Optimize skill descriptions for better triggering accuracy

Use Cases

  • When a user wants to develop a new skill for a specific task.
  • When a user has an existing skill that needs refinement or optimization.
  • When a user needs to quantitatively assess the performance of a skill.
  • When a user wants to ensure a skill triggers accurately for relevant prompts.

Non-Goals

  • Directly executing arbitrary code outside the defined skill development process.
  • Providing a generic chatbot interface without a focus on skill creation.
  • Automating the entire skill creation process without user input or review.

Workflow

  1. Capture user intent for skill creation
  2. Interview user and research existing MCPs
  3. Write draft SKILL.md (description, instructions)
  4. Define output formats and examples
  5. Create test cases and run evaluations (with/without skill)
  6. Analyze results and grade runs
  7. Improve skill based on feedback and re-run evaluations
  8. Optimize skill description for triggering accuracy
  9. Package and present the final skill

Practices

  • Iterative skill development
  • Prompt engineering
  • Evaluation design
  • Performance benchmarking

Prerequisites

  • Access to Claude Code or similar LLM environment

Installation

First, add the marketplace

/plugin marketplace add anthropics/skills
/plugin install skills@anthropic-agent-skills

Quality Score

Verified
95 /100
Analyzed 10 days ago

Trust Signals

Last commit14 days ago
Stars133.4k
LicenseApache-2.0
Status
View Source

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