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databricks-solutions
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skill-navigator

Route Databricks tasks to specialized skills via keyword detection.

5|6|Updated Jan 26, 2026
Search Tags:#context management#AI agent#orchestration#task delegation#skill routing#Databricks
One-click install
npx skills add https://github.com/databricks-solutions/vibe-coding-workshop-template --skill skill-navigator-databricks-solutions
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: skill-navigator
Source: https://github.com/databricks-solutions/vibe-coding-workshop-template/tree/main/data_product_accelerator/skills/skill-navigator
Command: npx skills add https://github.com/databricks-solutions/vibe-coding-workshop-template --skill skill-navigator-databricks-solutions

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) and scripts (resource) and assets (resource) components.

What problem does it solve?

This Skill addresses the challenge of managing large numbers of AI agent skills by providing an intelligent routing system that efficiently directs tasks to the most appropriate skill, optimizing context usage and operational speed.

Core Features & Use Cases

  • Orchestrator-First Routing: Prioritizes orchestrator skills for complex, end-to-end workflows.
  • Tiered Context Loading: Manages token limits by loading only necessary skill details and references on demand.
  • Keyword-Based Detection: Routes tasks based on detected keywords in user requests.
  • Use Case: When a user asks to "design the Gold layer for a new data product," this skill identifies the relevant keywords and routes the request to the gold/00-gold-layer-design orchestrator skill, ensuring the correct workflow is initiated.

Quick Start

Use the skill-navigator to route a request about designing a Gold layer.

Frequently Asked Questions about skill-navigator

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

FAQPage Schema
How does intelligent skill routing manage context limits for AI agents?▼

Orchestrator-first routing prioritizes orchestrator skills to handle complex, end-to-end workflows on Databricks. It identifies keywords in user requests to ensure each task initiates the correct specialized workflow, such as routing a Gold layer design request to the appropriate skill.

How do I route a Databricks data product request to the correct specialized skill?▼

Yes, skill routing is designed specifically for Databricks-related tasks to determine which specialized skills to load. It serves as the entry point for any Databricks workflow request, using keyword detection to direct tasks to the correct domain skill.

What is the best way to delegate AI agent tasks across multiple specialized skills?▼

The best way to delegate tasks is using orchestrator-first routing with tiered context loading. This approach directs tasks to the most appropriate domain skill based on keyword detection, ensuring efficient context usage and operational speed.

When should I use tiered context loading for AI agent orchestration?▼

You should use tiered context loading when managing large numbers of AI agent skills to prevent token limit exhaustion. It loads only the necessary skill details and references on demand, keeping context usage efficient during task delegation.

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