How does the skill handle conflicting reviews?

A Documentation Synthesizer agent merges feedback and applies priority rules, where security and compliance concerns take precedence over other suggestions.

What is the Primary Author pattern in this skill?

It is a workflow where one specialized agent drafts the document for consistency, followed by 3-5 parallel expert agents who provide feedback from specific domains like security or testing.

Can I define my own custom documentation templates?

Yes, you can add custom artifact configurations and templates in the .aiwg/config/artifacts.yaml file to extend the skill's capabilities.

What types of artifacts can this skill create?

It supports Software Architecture Documents (SAD), Test Plans, Deployment Plans, Software Requirements Specifications (SRS), and Threat Models out of the box.

Artifact Orchestration

Name: Artifact Orchestration
Author: jmagly

byjmagly

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Content Management

Automates the generation of high-quality technical documentation using a multi-agent authoring, review, and synthesis workflow.

The Artifact Orchestration skill implements a sophisticated multi-agent pattern designed to ensure documentation quality through rigor and peer review. By coordinating a primary author agent with multiple specialized parallel reviewers (e.g., security, testing, and technical writing experts), it automatically drafts, critiques, and synthesizes complex artifacts like Software Architecture Documents, Test Plans, and Deployment Plans. This skill is essential for teams looking to maintain high documentation standards without the manual overhead of traditional review cycles, ensuring all artifacts are baselined with consistent metadata and archived correctly.

Key Features

01Pre-configured templates for SAD, SRS, Test Plans, and Threat Models

02Automated workspace management and metadata tracking for all artifacts

0367 GitHub stars

04Multi-agent 'Author-Reviewer-Synthesizer' workflow for high-fidelity outputs

05Conflict resolution logic that prioritizes security and compliance feedback

06Parallel expert dispatch for rapid, multi-perspective document analysis

Use Cases

01Drafting comprehensive Deployment Plans that have been vetted by DevOps and Reliability engineers

02Generating a Software Architecture Document (SAD) with automated security and reliability audits

03Creating baselined Software Requirements Specifications (SRS) with formal versioning and archival

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add jmagly/ai-writing-guide artifact-orchestration

For use in Claude.ai and ChatGPT

Download Skill