document-implementer

Generate prose and slide documents from validated planner artifacts using git worktrees.

Updated May 9, 2026

Search Tags:#automation #git #workflow #documentation #validation #technical writing

Ready to run

npx skills add https://github.com/yes506/ai-driven-items --skill document-implementer

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: document-implementer
Source: https://github.com/yes506/ai-driven-items/tree/main/skills/document-implementer
Command: npx skills add https://github.com/yes506/ai-driven-items --skill document-implementer

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires python-pptx, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill solves the bottleneck of manual document creation by autonomously executing plans generated by the document-planner, ensuring consistent, validated, and high-quality prose or slide content without requiring per-step human intervention.

Core Features & Use Cases

Autonomous Generation Loop: Executes document generation across micro, local, feature, and system scales without per-step prompts.
Integrated Validation: Runs bundled validators with bounded auto-fix capabilities to ensure document completeness and anchor integrity.
Use Case: A technical writer needs to generate a complex system specification. After the planner defines the structure, this Skill autonomously writes the content, validates the cross-references, and prepares a self-verification report for final human approval.

Quick Start

Execute the document-implementer skill to generate the document content based on the confirmed plan in the current repository.

Frequently Asked Questions about document-implementer

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

FAQPage Schema

How do I automate technical spec generation from planner artifacts?▼

Automate technical spec generation by executing the document-implementer to autonomously generate prose and slide content from confirmed planner artifacts using git worktree-based isolation. It runs an autonomous generation loop across multiple scales without manual intervention.

What is git worktree isolation for document workflow automation?▼

Git worktree isolation for document workflow automation creates separate working directories to generate and validate documents safely without disrupting the main repository. This ensures consistent, validated content production for API specifications and runbooks.

How do I validate anchor integrity in automated documentation?▼

Validate anchor integrity in automated documentation by running bundled validators with bounded auto-fix capabilities during the generation loop. This ensures document completeness and cross-reference accuracy for technical specs.

Does document automation require git and python3 for rendering and validation?▼

Yes, document automation requires git for worktree management and python3 for document-specific rendering and validation logic. The python-pptx dependency is also required for slide-based document generation.

Can I generate API specifications and runbooks across multiple system scales?▼

Yes, you can generate API specifications and runbooks across micro, local, feature, and system scales. The autonomous generation loop supports multi-scale document production with integrated validation and self-verification reporting.

What are the limitations of bounded auto-fix in document validation?▼

The limitations of bounded auto-fix in document validation mean validators can only automatically resolve a restricted number of content and anchor integrity issues. Final human approval is still required to review the self-verification report for complex edge cases.