domain-detection

Detect technical domains in text and output delegation strategies with suggested agents.

Updated Aug 27, 2026
One-click install
npx skills add https://github.com/aseesy/DEMO --skill domain-detection-aseesy
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: domain-detection
Source: https://github.com/aseesy/DEMO/tree/main/.claude/skills/validation/domain-detection
Command: npx skills add https://github.com/aseesy/DEMO --skill domain-detection-aseesy

SYSTEM DOCUMENTATION & REQUIREMENTS

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

What problem does it solve?

Analyzes text to identify technical domains and suggests appropriate agents for delegation, helping you avoid cross-domain chaos.

Core Features & Use Cases

  • Domain keyword detection: Scores frontend, backend, database, and other domains.
  • Delegation strategy: Determines single vs multi-agent coordination and mapping to agents.
  • Automation integration: Works with /specify, /plan, /tasks to drive automation.

Quick Start

Feed it a spec or plan to see detected domains and suggested agents.

Frequently Asked Questions about domain-detection

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

FAQPage Schema
How do I identify technical domains in a specification or task description?

Domain detection analyzes text to identify technical domains like frontend, backend, and database by scoring keyword occurrences. It flags domains with 3+ keywords as significant, helping you understand which specialties your task requires before delegating to agents.

When should I use domain detection to route work to multiple agents?

Use domain detection when your spec or plan spans multiple technical domains. It evaluates keyword density across domains and recommends single-agent or multi-agent delegation strategies, routing each domain to appropriate specialists.

Can domain detection work automatically with planning and specification tools?

Yes, domain detection integrates with /specify, /plan, and /tasks commands to automatically analyze text and suggest agent delegation. It activates without manual invocation, streaming domain scores and recommended specialists.

What output does domain detection provide for routing decisions?

Domain detection returns a JSON structure with detected_domains, domain_scores, significant_domains, delegation_strategy, suggested_agents, and confidence level. This gives you complete visibility into how work should be distributed across specialists.

How does domain detection handle ambiguous or cross-domain tasks?

Domain detection scores all detected domains and identifies which ones exceed the 3+ keyword threshold. For tasks spanning multiple high-confidence domains, it recommends multi-agent coordination; for single-domain tasks, it suggests focused delegation.