skill-capability-matcher

Match user requirements to available Looplia skills and export a structured data-flow specification.

21|3|Updated Dec 5, 2025
One-click install
npx skills add https://github.com/memorysaver/looplia-core --skill skill-capability-matcher
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: skill-capability-matcher
Source: https://github.com/memorysaver/looplia-core/tree/main/plugins/looplia-core/skills/skill-capability-matcher
Command: npx skills add https://github.com/memorysaver/looplia-core --skill skill-capability-matcher

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Given user requirements and a skill registry, identify the best sequence of skills to execute a task.

Core Features & Use Cases

  • Loads plugin registry and builds a capability index
  • Scores skills by description overlap and input/output compatibility
  • Designs step-by-step sequences and data flow between steps

Quick Start

Provide a natural language description and the registry JSON to receive recommended steps.

Frequently Asked Questions about skill-capability-matcher

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I match requirements to available skills for a workflow?

Skill-capability matcher analyzes your requirements against a registry, scores skills by description overlap and input/output compatibility, then recommends an ordered sequence of skills with data flow between steps to accomplish your task.

What does capability matching mean in workflow planning?

Capability matching is the process of aligning functional requirements with available tools by indexing their capabilities, comparing input and output types, and designing step sequences that satisfy dependencies and data flow requirements.

Can I use skill matching to automate task sequencing?

Yes. Provide natural language requirements and your skill registry; the matcher designs dependent step sequences with step IDs, missions, and data-flow specifications to automate task planning and ordering.

What input does the capability matcher need?

Supply a natural language description of your task requirements and a registry JSON containing available skills with their descriptions, input types, and output types to receive structured step recommendations.

How does the matcher score and rank skills?

The matcher builds a capability index, scores skills by description text overlap with your requirements and compatibility between output and input types across steps, then ranks matches to design optimal sequences.

What output does the skill matcher produce?

A structured data-flow specification containing recommended steps, step IDs, mission descriptions, and input/output mappings that show how to execute your task using matched skills in the correct order.