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.