Can I use this for non-coding tasks?

Yes. While it is optimized for technical development, the underlying logic can analyze the complexity and requirements of any natural language task description.

How does this skill improve Claude's output quality?

By identifying complex tasks early, the skill prevents 'lazy' or oversimplified responses and instead triggers iterative, multi-step reasoning strategies like autonomous evolution.

What does the complexity score represent?

The score is a weighted value from 0.0 to 1.0 calculated by analyzing word count, linguistic ambiguity, logical dependencies, and the technical depth required for the task.

What are the three main strategy levels?

The skill routes tasks to Direct Execution (Simple), Multi-Approach Synthesis (Medium/Trade-off heavy), or Autonomous Evolution (Complex/Architectural).

Task Complexity Analyzer

Name: Task Complexity Analyzer
Author: HermeticOrmus

byHermeticOrmus

•

Productivity & Workflow

Evaluates task requirements to determine the optimal AI prompting strategy based on complexity, ambiguity, and technical depth.

The Task Complexity Analyzer is a meta-prompting utility designed to optimize how Claude approaches development tasks. By analyzing four key factors—word count, ambiguity, logical dependencies, and domain specificity—it generates a numerical complexity score (0.0-1.0) and routes the task to the most effective execution strategy. Whether a task requires a simple direct execution, a multi-approach synthesis for architectural trade-offs, or a rigorous iterative evolution for complex systems, this skill ensures that Claude applies the right level of reasoning and depth for the job at hand.

Key Features

01Automatic strategy routing (Direct, Synthesis, or Autonomous Evolution)

024 GitHub stars

03Recommended iteration budgeting for complex architectural tasks

04Multi-factor scoring based on ambiguity, dependencies, and domain depth

05Detection of vague requirements and hidden technical bottlenecks

06Structured XML assessment output with clear reasoning and logic

Use Cases

01Automating workflow routing within agentic pipelines and CI/CD scripts

02Budgeting development time and AI tokens for large-scale project planning

03Determining if a coding request needs a single-pass solution or an architectural deep dive

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add hermeticormus/claude-code-game-development analyze-complexity

For use in Claude.ai and ChatGPT

Download Skill