skill-suggester

Route user requests to the best matching skill from the CLAUDE.md Skills table.

Updated Apr 8, 2026

Search Tags:#workflow #routing #heuristics #recommendation #intent #skill-discovery #multiskill

Ready to run

npx skills add https://github.com/zm2231/personal-os-cowork --skill skill-suggester

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: skill-suggester
Source: https://github.com/zm2231/personal-os-cowork/tree/main/.claude/skills/skill-suggester
Command: npx skills add https://github.com/zm2231/personal-os-cowork --skill skill-suggester

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Maps user requests to the best matching skill or skill chain by analyzing the CLAUDE.md Skills table and intent signals, enabling seamless discovery and routing within the system.

Core Features & Use Cases

Read CLAUDE.md Skills table to understand available skills and their capabilities.
Analyze user requests and recommend the best matching skill or a multi-skill chain.
Handle ambiguity with clarifying prompts and propose alternatives or next steps.

Example: When a user asks "What should I use for [task]?", the Skill Suggester returns a recommended skill and, if appropriate, a suggested chain.

Quick Start

Provide a user request and let the Skill Suggester return the best matching skill.

Frequently Asked Questions about skill-suggester

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

FAQPage Schema

How do I route user requests to the best matching skill?▼

Route user requests by analyzing the CLAUDE.md Skills table and intent signals. The system uses exact phrase matches, keyword overlap, and context clues to identify the best skill or propose a multi-skill chain for your workflow.

What is skill discovery and how does intent mapping work?▼

Skill discovery uses intent mapping to analyze user requests against a skills table. It evaluates keyword overlap and context clues to recommend a single best skill or a multi-skill chain for task execution.

How do I resolve ambiguity when multiple skills match a user request?▼

Resolve ambiguity by using clarifying prompts to propose alternatives. The system analyzes context clues from the request to suggest the most appropriate next steps and distinguish between overlapping skills.

Can I use heuristics to recommend a multi-skill chain for complex workflows?▼

Yes, heuristics analyze the skills table to recommend a multi-skill chain. It evaluates exact phrase matches and keyword overlap to sequence multiple skills for complex user requests.

What's the best way to find the right skill for a specific task?▼

Find the right skill by providing a user request. The suggester reads the skills table to return the best matching skill, leveraging heuristics and intent signals for seamless discovery.