from-doc

Analyze business documents to generate _state.md files and feature briefs.

Updated Aug 27, 2026

Search Tags:#pipeline #sdlc #documentation-analysis #feature-brief #state-md #from-doc #cursor-claude

Ready to run

npx skills add https://github.com/cuongnm-dev/team-ai-config --skill from-doc

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: from-doc
Source: https://github.com/cuongnm-dev/team-ai-config/tree/main/cursor/skills/from-doc
Command: npx skills add https://github.com/cuongnm-dev/team-ai-config --skill from-doc

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Translates business documents (PDF, Word, images, test-case files) into structured SDLC artifacts by generating per-feature briefs and state documents, enabling rapid scoping when requirements exist but code is not yet available.

Core Features & Use Cases

Document ingestion and analysis: supports PDFs, Word, images, and spreadsheets to extract structure and features.
SDLC artifact generation: creates feature briefs and _state.md files compatible with Cursor and Claude Code workflows.
Dual-producer workflow support: outlines a contract for using Cursor as a lightweight producer and Claude Code for production-grade pipelines.

Quick Start

In a single step, provide the input documents and let the skill produce the initial _state.md and feature briefs for downstream workflows.

Frequently Asked Questions about from-doc

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

FAQPage Schema

How do I convert business documents into SDLC pipelines?▼

To convert business documents into SDLC pipelines, analyze input files like PDFs and Word documents to generate structured feature briefs and _state.md files. This translates requirements into ready-to-use artifacts for downstream development workflows.

Can I generate state files for Cursor and Claude Code from a PDF?▼

Yes, you can generate state files for Cursor and Claude Code from a PDF. The tool analyzes the document to produce a Cursor-ready _state.md and feature briefs, enabling a seamless handoff from requirements to code generation for both producers.

How do I extract features from a test-case file for software development?▼

Extracting features from a test-case file involves analyzing the document structure to produce per-feature briefs. The workflow covers preflight, extraction, and analysis steps to ensure artifacts adhere to the feature map and state schema.

Does this workflow support dual-producer collaboration between Cursor and Claude Code?▼

Yes, the workflow supports dual-producer collaboration between Cursor and Claude Code. It outlines a contract where Cursor acts as a lightweight producer and Claude Code handles production-grade pipelines, ensuring cross-producer artifact compatibility.

What is the best way to scope features when requirements exist but code is not yet available?▼

The best way to scope features without existing code is generating per-feature briefs and state documents from business documents. This enables rapid scoping by translating requirements into structured SDLC artifacts before implementation begins.

Are there limitations when ingesting spreadsheets for SDLC artifact generation?▼

Ingesting spreadsheets for SDLC artifact generation requires ensuring the extracted structure and features adhere to the state schema. Limitations may arise if the spreadsheet structure is highly unstructured, preventing accurate extraction of features for the _state.md file.