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task-classifier

Analyzes task descriptions and classifies them into categories for agent selection

personAuthor: jakexiaohubgithub
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Task Classifier Skill

Analyzes task descriptions using keyword matching to suggest appropriate agent specializations.

Usage

./.claude/skills/task-classifier/classify-task.sh "Task description"

Classification Categories

| Category | Keywords | Use Case | |----------|----------|----------| | frontend | ui, ux, react, component, css, styling, layout, responsive, interface | UI/UX development | | backend | api, endpoint, server, database, rest, graphql, service, authentication | Server-side development | | devops | docker, kubernetes, ci/cd, deployment, infrastructure, container, pipeline | Infrastructure work | | testing | test, qa, validation, coverage, integration, unit, e2e | Quality assurance | | security | security, auth, encryption, vulnerability, audit, penetration | Security work | | data | database, sql, migration, schema, data, model, entity | Data modeling | | performance | performance, optimization, speed, cache, memory, cpu | Performance tuning | | general | (default) | General development |

Output Format

Comma-separated list of classifications:

$ classify-task.sh "Create a React dashboard with API integration"
frontend,backend,testing

Integration with Agent Selector

This skill is typically used with cfn-agent-selector to determine which agents to spawn:

CLASSIFICATION=$(classify-task.sh "$TASK_DESCRIPTION")
AGENTS=$(select-agents.sh --classification "$CLASSIFICATION" --mode standard)

Examples

# Frontend task
$ classify-task.sh "Build responsive navigation component"
frontend

# Full-stack task
$ classify-task.sh "Create REST API with React admin panel"
frontend,backend

# DevOps task
$ classify-task.sh "Setup CI/CD pipeline with Docker"
devops

# Security audit
$ classify-task.sh "Perform security audit and fix vulnerabilities"
security

Implementation Details

  • Uses grep -E for case-insensitive pattern matching
  • Returns multiple classifications if multiple keywords match
  • Falls back to "general" if no specific keywords detected
  • Stateless execution (no persistent state)
  • Exit code 0 on success, 1 on error

Used By

  • cfn-v3-coordinator - For automatic agent selection
  • cfn-agent-selector - As input for agent mapping
  • CFN Loop orchestration - For task-specific agent spawning