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mccode415
mccode415COMMUNITY
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se

Automate complex software engineering tasks with a multi-phase, complexity-aware workflow.

Updated Jan 27, 2026
Search Tags:#workflow automation#task decomposition#token optimization#code implementation#staff engineer#engineering rigor
One-click install
npx skills add https://github.com/mccode415/agent --skill se
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: se
Source: https://github.com/mccode415/agent/tree/main/skills/se
Command: npx skills add https://github.com/mccode415/agent --skill se

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill provides a highly optimized workflow for complex software engineering tasks, significantly reducing token usage and execution time compared to a full-lifecycle engineer.

Core Features & Use Cases

  • Complexity-based routing: Intelligently skips unnecessary agents based on task complexity.
  • Context package: Consolidates all necessary information into a single file, read once by all downstream agents.
  • Inline diffs: Analyzes code changes directly from diffs, further reducing token overhead.
  • Use Case: Implement a new feature, refactor a module, or fix a complex bug with rigorous engineering standards but with much greater efficiency.

Quick Start

Use the se skill to implement a new user authentication flow.

Frequently Asked Questions about se

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I automate complex software engineering tasks while optimizing token usage?▼

Automate complex software engineering tasks by using a multi-phase workflow that optimizes token usage through context packaging and inline diff analysis. This approach consolidates necessary information into a single file read once by downstream agents, reducing overhead.

What is complexity-based routing in workflow automation for code implementation?▼

Complexity-based routing in workflow automation intelligently skips unnecessary agents based on task complexity. This streamlines the software development process by ensuring only required validation and implementation phases are executed for a given feature or bug fix.

How do I implement a new feature with rigorous engineering standards but greater efficiency?▼

Implement a new feature with engineering rigor by employing tiered validation and first-principles reasoning within a complexity-aware workflow. This method enables efficient implementation and iteration while significantly reducing execution time compared to a full-lifecycle engineer.

Does inline diff analysis work for refactoring modules and fixing complex bugs?▼

Inline diff analysis works for refactoring modules and fixing complex bugs by analyzing code changes directly from the diffs. This reduces token overhead and enables efficient validation and iteration during the software development lifecycle.

Can I use context packaging to consolidate information for downstream agents?▼

You can use context packaging to consolidate all necessary information into a single file. This file is read once by all downstream agents, which optimizes token usage and streamlines the detailed planning process for complex tasks.

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