ai-ad-doc-orchestrator

Coordinate multi-stage AI documentation workflows from outlining through frozen chapter drafting and validation.

Updated Nov 8, 2025
One-click install
npx skills add https://github.com/wade56754/AI_ad_spend02 --skill ai-ad-doc-orchestrator
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: ai-ad-doc-orchestrator
Source: https://github.com/wade56754/AI_ad_spend02/tree/main/.claude/skills/ai-ad-doc-orchestrator
Command: npx skills add https://github.com/wade56754/AI_ad_spend02 --skill ai-ad-doc-orchestrator

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solves?

Creating and maintaining high-quality documentation, especially for complex systems, involves numerous steps from outlining to content generation, review, and freezing. This Skill automates the entire documentation workflow, ensuring every document adheres to a structured, audited, and frozen process.

Core Features & Use Cases

  • Full Lifecycle Automation: Manages document creation from initial context scanning to outline generation, content writing, review, and chapter freezing.
  • Constraint-Driven Generation: Ensures all generated content and outlines are strictly compliant with MASTER, SoT, and existing documentation constraints.
  • Chapter-by-Chapter Freezing: Allows for incremental development and freezing of documentation chapters, ensuring stability and consistency.
  • Use Case: Initiate the creation of a new ARCHITECTURE.md document from scratch. This Skill will guide the process, generating an outline, filling content chapter by chapter, and ensuring each part is reviewed and frozen according to project standards, saving significant project management overhead.

Quick Start

Use ai-ad-doc-orchestrator to generate 'PROJECT.md' from scratch, ensuring all chapters are frozen upon completion.

Frequently Asked Questions about ai-ad-doc-orchestrator

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

FAQPage Schema
How do I automate the entire documentation workflow from outline to final freeze?

Documentation workflow automation orchestrates the complete lifecycle—context scanning, outline generation, review, revisions, and chapter freezing—ensuring all PROJECT.md, DOMAIN.md, and ARCHITECTURE.md documents follow a structured, audited process with constraint enforcement at every stage.

Can I generate and freeze documentation chapters incrementally?

Yes. Chapter-by-chapter freezing allows incremental development where each section is reviewed, revised, and frozen individually, ensuring stability and consistency across your documentation while maintaining flexibility during the creation process.

What constraints does the orchestrator enforce on generated documentation?

The orchestrator enforces MASTER and source-of-truth constraints, applies autotype validation, and coordinates outline and content generation stages to ensure all generated outlines and chapters remain compliant with existing documentation standards.

How do I create a new ARCHITECTURE.md document from scratch using this workflow?

Initiate the orchestrator with your project context; it guides the full process—scanning context, generating an outline, writing chapters sequentially, performing reviews, applying patches, and freezing each section—eliminating manual project management overhead.

What file types and document formats does the orchestrator support?

The orchestrator handles PROJECT.md, DOMAIN.md, ARCHITECTURE.md, and related documentation types, managing their complete lifecycle from initial outline through final freeze with consistent constraint application across all supported formats.