How does the skill decide which tool to run?

It uses a scoping phase to ask about your goals and the specific files you want to analyze, then routes your request to the appropriate MCP tool based on your intent.

What types of workflows can this skill automate?

The skill can orchestrate workflows for security audits, code reviews, bug prediction, performance audits, test generation, documentation maintenance, and release preparation.

Can it help me fix the issues it discovers?

Yes, after presenting analysis results, the skill provides follow-up options to automatically fix critical issues or generate tests for flagged files.

How are analysis results formatted?

Results are presented in a clean, grouped format based on severity level, including clickable markdown links to the specific files and lines of code referenced.

Does it support large-scale projects?

Absolutely. It includes specialized workflows like Parallel Test Gen, which is designed for batch test generation across 10-50 different modules.

AI Workflow Orchestrator

Name: AI Workflow Orchestrator
Author: Smart-AI-Memory

bySmart-AI-Memory

•

安全与测试

Automates multi-stage developer workflows including security audits, code reviews, and test generation to optimize software quality and release readiness.

The AI Workflow Orchestrator acts as a central hub for engineering operations, intelligently routing developer requests to specialized analysis and maintenance tools within the Attune AI ecosystem. It streamlines the software development lifecycle by handling complex tasks such as deep security reviews, performance bottleneck detection, and automated documentation maintenance through a conversational interface. By scoping user intent and project context, this skill ensures that the right diagnostic or generative workflow is applied to the correct files, providing actionable insights grouped by severity and offering automated fixes for identified issues.

主要功能

01Intelligent intent routing for security, performance, and quality audits

02Comprehensive release preparation including health checks and changelogs

03Automated unit test generation with edge case coverage

04Multi-pass deep review analysis for hidden bug detection

051 GitHub stars

06Full documentation maintenance and orchestration pipelines

使用场景

01Identifying and fixing likely bugs through predictive pattern analysis

02Conducting a pre-production security audit and performance bottleneck analysis

03Automating documentation updates and test generation for new feature modules

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add smart-ai-memory/attune-ai workflow-orchestration

For use in Claude.ai and ChatGPT

Download Skill