How does skill matching work?

The skill extracts relevant tags from your task description and matches them against a skills index, ensuring that domain-specific guides like 'testing-principles' or 'security-rules' are loaded when needed.

How does it estimate task scale?

It evaluates the complexity and estimated number of files involved, categorizing tasks into small (1-2 files), medium (3-5 files), or large (6+ files) scales to adjust process priorities.

What is the Task Analyzer skill?

Task Analyzer is a metacognitive utility for Claude Code that analyzes developer tasks to determine their underlying purpose, scope, and the most appropriate skills to apply for the best results.

Can it prevent common coding errors?

Yes, it includes a warning pattern detection system that flags high-risk behaviors like large atomic changes, implementation without tests, or coding without a clear plan.

What are metacognitive questions in this context?

These are 3-5 automatically generated questions designed to force the AI to consider edge cases, root causes, and design trade-offs before it begins writing code.

Task Analyzer

Name: Task Analyzer
Author: shinpr

byshinpr

•

生产力与工作流

Performs metacognitive task analysis to identify task essence, scale, and optimal skill selection for development workflows.

Task Analyzer serves as a sophisticated orchestration layer for Claude Code, enabling the AI to pause and evaluate the fundamental purpose of a request before execution. By analyzing the task type—whether it's an implementation, fix, or refactor—and estimating the scale of the change, it intelligently selects the most relevant development skills and best practices from your library. This process prevents superficial coding and ensures high-quality outcomes through root-cause analysis, risk identification, and structured planning tailored to the specific technical requirements of the project.

主要功能

01Automated task scale estimation and file count prediction

0235 GitHub stars

03Proactive warning pattern detection for high-risk changes

04Intelligent tag-based skill matching and prioritization

05Hidden dependency and implicit relationship discovery

06Metacognitive task essence identification

使用场景

01Orchestrating multi-file refactoring projects by breaking them into manageable, phased workflows.

02Determining the best architectural principles to apply before starting a complex feature implementation.

03Analyzing bug reports to ensure root-cause analysis is performed instead of a superficial hotfix.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add shinpr/claude-code-workflows task-analyzer

For use in Claude.ai and ChatGPT

Download Skill