How does it handle ambiguous requests?

If intent is unclear, the router uses confidence scoring to either ask for clarification or provide a list of the most likely relevant options for the user to choose from.

When is this skill triggered?

It serves as a meta-router and is consulted automatically whenever a user's input does not match an explicit skill trigger.

Can I add my own custom routing patterns?

Yes, you can define custom triggers and routing targets within the .aiwg/config/routing.yaml file to extend the router's capabilities for your specific project needs.

What does the nl-router skill do?

It acts as a traffic controller for Claude Code, interpreting natural language requests and sending them to the correct specialized skill or workflow based on the user's intent.

Does it understand project context?

Yes, it recognizes context from the current conversation, allowing it to route relative commands like 'create a ticket for this' based on previous bug discussions.

Natural Language Intent Router

Name: Natural Language Intent Router
Author: jmagly

byjmagly

•

生产力与工作流

Routes natural language requests to the most relevant Claude Code skills and specialized workflows using intent parsing and confidence scoring.

The nl-router serves as a central intelligence layer for autonomous agents, acting as a meta-router that interprets user intent when no explicit command is triggered. By analyzing action verbs, object mappings, and conversational context, it seamlessly directs requests to appropriate SDLC, marketing, or utility workflows. It enhances the developer experience by handling ambiguous requests through clarification loops, offering alternative suggestions for low-confidence matches, and learning from routing patterns to improve agentic coordination over time.

主要功能

01Multi-domain routing covering SDLC, artifacts, marketing, and utilities

02Contextual awareness to infer intent from recent conversation history

03Intelligent intent parsing for action verbs and object targets

04Confidence-based execution with automated clarification for ambiguous queries

0567 GitHub stars

06Extensible pattern matching via custom configuration files

使用场景

01Triage and routing of production incidents or security scans using prioritized keywords

02Navigating complex SDLC transitions like moving from elaboration to construction

03Automating artifact creation or reviews based on fuzzy natural language descriptions

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