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alfredolopez80

task-classifier

by alfredolopez80

v2.66.8 - Multi-Agent Ralph Wiggum: Smart orchestration with adversarial validation (22 issues fixed), SEC-053 compliant, Dynamic Contexts, Plan Lifecycle CLI, Task Primitive integration, 55 hooks, 266+ skills

54🍴 11📅 Jan 23, 2026

SKILL.md


VERSION: 2.43.0

name: task-classifier description: "Classify task complexity (1-10) to route to optimal model. Use when starting any non-trivial task to determine resources and approach. Triggers include: 'classify', 'complexity', 'what model', 'how complex'." context: fork model: opus agent: orchestrator allowed-tools:

  • Read
  • Grep
  • Glob

Skill: Task Classifier

ultrathink - Take a deep breath. We're not here to write code. We're here to make a dent in the universe.

The Vision

Classification should make the path forward feel inevitable.

Your Work, Step by Step

  1. Assess scope: Files, modules, and integrations.
  2. Assess risk: Security, breakage, rollback.
  3. Assess ambiguity: Unknowns and trade-offs.
  4. Assign complexity: Recommend models and iterations.

Ultrathink Principles in Practice

  • Think Different: Avoid defaulting to mid complexity.
  • Obsess Over Details: Map true blast radius.
  • Plan Like Da Vinci: Evaluate before judging.
  • Craft, Don't Code: Keep reasoning concise.
  • Iterate Relentlessly: Reclassify as scope changes.
  • Simplify Ruthlessly: Choose the simplest valid path.

Purpose

Classify task complexity (1-10) to route to optimal model.

Complexity Matrix

ScoreComplexityExamplesRecommended Model
1-2TrivialTypo fix, comment updateMiniMax-lightning
3-4SimpleAdd field, simple functionMiniMax M2.1
5-6MediumNew API endpoint, refactorSonnet → Codex/Gemini
7-8HighMulti-file feature, migrationOpus → Sonnet → CLIs
9-10ExceptionalArchitecture redesign, security fixOpus (thinking)

Classification Criteria

Technical Factors

  • Files affected (1 = trivial, 10+ = exceptional)
  • Cross-module dependencies
  • Database schema changes
  • External API integrations

Risk Factors

  • Security implications (auth, payments, data)
  • Breaking change potential
  • Rollback difficulty

Cognitive Factors

  • Novel problem (no existing patterns)
  • Ambiguity in requirements
  • Trade-off decisions required

Output Format

{
  "complexity": 7,
  "reasoning": "Multi-file feature with database changes and auth integration",
  "recommended_model": "opus",
  "delegation": ["codex:security", "gemini:integration-tests"],
  "estimated_iterations": 12,
  "risk_level": "medium"
}

Model Routing

ComplexityPrimarySecondaryFallback
1-2MiniMax-lightning--
3-4MiniMax M2.1--
5-6SonnetCodex/GeminiMiniMax
7-8OpusSonnet + CLIsMiniMax
9-10Opus (thinking)CodexGemini

Iteration Limits

ModelMax Iterations
Claude (Sonnet/Opus)15
MiniMax M2.130
MiniMax-lightning60

Score

Total Score

80/100

Based on repository quality metrics

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