demo

Demonstrate UltraRAG tracing of LangGraph pipelines with YAML tests.

15|4|Updated Dec 24, 2025
One-click install
npx skills add https://github.com/tao3k/omni-dev-fusion --skill demo
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: demo
Source: https://github.com/tao3k/omni-dev-fusion/tree/main/assets/skills/demo
Command: npx skills add https://github.com/tao3k/omni-dev-fusion --skill demo

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires omni, and includes assets (resource) and scripts (resource) components.

What problem does it solve?

UltraRAG tracing and YAML pipeline orchestration for AI-driven development enable clear visibility into multi-step workflows, facilitating debugging, iteration, and demonstration of complex orchestration patterns.

Core Features & Use Cases

  • UltraRAG-style execution tracing across LangGraph pipelines for transparent debugging.
  • Demo commands and YAML pipeline tests to validate tracing, hot-reload, and pipeline composition.
  • Packaged runtime examples and script-based commands to illustrate end-to-end workflow.

Quick Start

Run omni skill run demo.hello to observe UltraRAG tracing in action.

Frequently Asked Questions about demo

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

FAQPage Schema
How do I trace execution in LangGraph pipelines for debugging?

LangGraph pipeline tracing is demonstrated using UltraRAG-style execution visibility to monitor multi-step workflows. Running a simple hello command shows the tracing mechanism in action for transparent debugging and iteration.

How do I test YAML pipeline composition and hot-reload capabilities?

YAML pipeline tests validate composition and hot-reload capabilities through a packaged demo runtime. Script-based commands illustrate the end-to-end workflow to verify tracing and pipeline orchestration.

What is UltraRAG tracing and when do I need it for AI-driven workflows?

UltraRAG tracing provides clear visibility into multi-step AI workflows. You need it when orchestrating complex LangGraph pipelines to facilitate debugging, iteration, and demonstration of orchestration patterns.

Do I need omni to run the demo and observe the tracing workflow?

Yes, omni is required as a dependency to run the demo. You execute omni skill run demo.hello to observe the UltraRAG tracing workflow in action through the packaged runtime environment.

Does this Skill support hot-reload for YAML pipelines during execution?

Yes, hot-reload capabilities for YAML pipelines are supported and tested. The demo runtime validates hot-reload functionality alongside tracing and pipeline composition to ensure seamless workflow iteration.