Can I add my own custom routing patterns?

Yes, you can extend the router's capabilities by adding custom triggers and target skills in your local routing configuration file.

Does it understand the context of our conversation?

Yes, the router tracks conversational context, allowing it to accurately interpret follow-up requests and improve routing accuracy based on recent activity.

What happens if my request is ambiguous?

If confidence is medium or low, the router will present you with the most likely options or ask for clarification to ensure the correct workflow is triggered.

How does the nl-router decide which skill to use?

It uses a confidence scoring system that parses action verbs and objects, matching them against predefined patterns to ensure high-precision routing.

Natural Language Router

Name: Natural Language Router
Author: jmagly

byjmagly

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Productivity & Workflow

Routes natural language commands to specific AI workflows and skills by parsing user intent and matching domain patterns.

The nl-router serves as the central orchestration hub for Claude Code, intelligently interpreting natural language requests and directing them to the most appropriate specialized agents or workflows. By analyzing action verbs, identifying target objects, and maintaining conversational context, it eliminates the need for users to remember specific command syntax. Whether you are transitioning through SDLC phases, creating documentation artifacts, or managing marketing workflows, this skill ensures your requests reach the right tool with high precision, offering clarifications or multi-choice options when intent is ambiguous.

Key Features

01Intelligent intent classification using action verb and object mapping

02Multi-domain routing for SDLC, marketing, security, and utility workflows

03Extensible pattern matching via custom configuration files

0467 GitHub stars

05Confidence-based decision making with direct routing or user clarification

06Contextual awareness to infer intent from previous conversation history

Use Cases

01Directing document creation tasks such as 'Draft an ADR' to the correct orchestration agents

02Managing production incidents by prioritizing and routing urgent triggers like 'system down'

03Converting generic requests like 'Where are we?' into specific project status reports

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jmagly/ai-writing-guide nl-router

For use in Claude.ai and ChatGPT

Download Skill