assess

Classify raw project requirements into defined project types with architecture-ready assessments.

1|Updated Mar 26, 2026
One-click install
npx skills add https://github.com/selcukyucel/north-starr-genai --skill assess-selcukyucel
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: assess
Source: https://github.com/selcukyucel/north-starr-genai/tree/main/skills/assess
Command: npx skills add https://github.com/selcukyucel/north-starr-genai --skill assess-selcukyucel

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill enables early classification of a client requirement into one of the catalog project types and provides an architecture-ready assessment to guide subsequent decomposition and activation planning.

Core Features & Use Cases

  • Classifies requirements into Automation Pipeline, Agent Harness, Multi-Agent System, RAG Application, Prompt Chain, AI OS Component, or Hybrid.
  • Recommends high-level architecture approach and key DESIGN decisions for the BUILD phase.
  • Suggests an initial agent activation map and complexity estimate to scope work before decomposition.
  • Use case: Given a raw requirement, run assess to determine project type and prepare the plan before /decompose.

Quick Start

Provide the raw project requirement text to this skill and have it classify the project type and outline the architecture-ready plan.

Frequently Asked Questions about assess

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

FAQPage Schema
How do I classify a raw project requirement into an architecture type like RAG app or multi-agent system?

To classify a raw project requirement into an architecture type like a RAG app or multi-agent system, provide the project text to the assess skill. It categorizes the requirement into defined types and outputs an architecture-ready assessment to guide subsequent decomposition and activation planning.

What is the best way to scope upfront architecture and agent activation before decomposing a project?

The best way to scope upfront architecture and agent activation before decomposition is to run an initial project assessment. This process delivers an activation map, complexity estimate, and high-level design decisions to inform the BUILD phase and prepare the plan.

Can I use requirement classification to estimate complexity for an automation pipeline?

Yes, you can use requirement classification to estimate complexity for an automation pipeline. Classifying the raw requirement outputs a complexity estimate and suggests a high-level architecture approach, specifically scoping work before initiating the decomposition phase.

Does upfront architecture assessment support hybrid AI OS components and prompt chains?

Upfront architecture assessment supports hybrid AI OS components and prompt chains. The classification mechanism categorizes requirements across these defined project types, recommending key design decisions to guide the subsequent BUILD phase.

When do I need to run requirement classification for early project scoping?

You need to run requirement classification for early project scoping when you have a raw client requirement and must determine the project type before decomposition. It prepares the architecture-ready plan by delivering an initial activation map and complexity estimate.

What design decisions are recommended after classifying a requirement into a multi-agent system?

After classifying a requirement into a multi-agent system, the assessment recommends high-level architecture approaches and key design decisions. It outputs an initial agent activation map and complexity estimate to directly inform the downstream design and build phases.