QiAgent

Translate ShuAgent execution plans into technical implementations with components, technologies, estimates, and risks.

Updated Aug 27, 2026

Search Tags:#planning #implementation #software-engineering #tech-stack #decompose #RAG-enabled

Ready to run

npx skills add https://github.com/liushuang393/serverlessAIAgents --skill qiagent

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: QiAgent
Source: https://github.com/liushuang393/serverlessAIAgents/tree/main/skills/apps/decision_governance_engine/qi
Command: npx skills add https://github.com/liushuang393/serverlessAIAgents --skill qiagent

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

QiAgent translates ShuAgent's execution plan into concrete, auditable technical implementations, enabling engineering teams to proceed with precise design and delivery steps.

Core Features & Use Cases

Implementation breakdown: Break plans down into components, technologies, effort estimates, and risks.
RAG-guided recommendations: Leverage a tech stack database to surface optimal implementation patterns.
Integration planning: Identify and document integration points with external systems and CI/CD pipelines.

Quick Start

Provide a ShuAgent result and constraints; QiAgent outputs concrete implementations, suggested tools, and integration points to kick off development.

Frequently Asked Questions about QiAgent

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

FAQPage Schema

How do I convert an execution plan into concrete technical implementations?▼

To convert an execution plan into concrete technical implementations, you provide the plan result and technical constraints to QiAgent, which outputs decomposed components, technologies, effort estimates, and identified risks.

What is the best way to decompose software engineering plans into actionable components?▼

Decomposing software engineering plans into actionable components requires translating execution steps into specific technologies and integration points, a process QiAgent automates by generating auditable implementation details from your plan.

How does RAG-guided recommendation work for selecting tech stack components?▼

RAG-guided recommendation for selecting tech stack components works by leveraging a tech stack database to surface optimal implementation patterns, ensuring the generated technical actions align with established engineering workflows.

Can I identify external system integration points and CI/CD pipelines from a software plan?▼

Yes, you can identify external system integration points and CI/CD pipelines from a software plan by passing the plan to QiAgent, which automatically documents these integration points alongside tool recommendations.

Do I need technical constraints to generate effort estimates for software implementation?▼

Yes, you need to provide technical constraints alongside the execution plan to accurately generate effort estimates and technical debt warnings for your software implementation workflow.

When should I expect technical debt warnings during implementation breakdown?▼

You should expect technical debt warnings during implementation breakdown when QiAgent analyzes your execution plan and technical constraints, identifying potential risks and surfacing them in the output alongside component recommendations.