How does the skill handle conflicting reviewer feedback?

It uses a Documentation Synthesizer agent that applies priority rules—such as giving precedence to security and compliance concerns—and documents the rationale for the final decision.

Can I add custom document types and templates?

Yes, you can define custom artifact types, select primary authors, and assign specific reviewers by updating the configuration in .aiwg/config/artifacts.yaml.

What types of artifacts can this skill generate?

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

What is the Primary Author → Parallel Reviewers pattern?

It is a collaborative AI workflow where one specialized agent creates a draft, multiple expert agents review it from different perspectives (like security or testing) simultaneously, and a synthesizer agent merges the feedback.

Artifact Orchestration

Name: Artifact Orchestration
Author: jmagly

byjmagly

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Content Management

Orchestrates multi-agent workflows to generate, review, and synthesize high-quality software documentation and technical artifacts.

Artifact Orchestration implements a sophisticated multi-agent pattern for Claude Code designed to produce enterprise-grade SDLC documentation. It follows a rigorous workflow where a Primary Author agent drafts content based on specialized templates, followed by Parallel Reviewers (such as security, testing, and DevOps experts) who provide structured feedback. A Documentation Synthesizer then resolves conflicts and merges insights into a final, baselined artifact. This skill automates the entire documentation lifecycle—including workspace setup, metadata tracking, and archival—ensuring consistency and technical depth in Software Architecture Documents (SAD), Test Plans, and Requirements Specifications without manual oversight.

Key Features

01Standardized templates for SAD, SRS, Test Plans, and Threat Models

02Context-aware generation tailored to project phase and compliance requirements

03Versioned archival system with integrated metadata and lifecycle tracking

04Automated synthesis of feedback with intelligent conflict resolution

05Multi-agent review loop for cross-functional document validation

0667 GitHub stars

Use Cases

01Generating comprehensive Software Architecture Documents (SAD) with automated security and reliability reviews

02Creating production-ready Deployment Plans validated by DevOps and SRE agent perspectives

03Drafting detailed Software Requirements Specifications (SRS) that are cross-checked by domain experts and analysts

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