Forge-Grill

Clarifies and validates human intent into structured engineering objectives before implementation begins.

Updated Jul 18, 2026
One-click install
npx skills add https://github.com/Nealsch/ForgeOS --skill forge-grill-nealsch
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: Forge-Grill
Source: https://github.com/Nealsch/ForgeOS/tree/main/Framework/05-Skills/08-AI%20Assisted%20Engineering/Forge-Grill
Command: npx skills add https://github.com/Nealsch/ForgeOS --skill forge-grill-nealsch

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Engineering work often starts from vague feature requests, incomplete problem statements, or conflicting interpretations, leading to wasted effort building the wrong thing. This Skill structures the clarification of human intent into validated engineering objectives with explicit scope, assumptions, and acceptance criteria before any implementation begins. ## Core Features & Use Cases - Ambiguity Detection: Systematically reviews objectives, scope, terminology, business rules, and constraints to surface uncertainty without resolving it through assumptions. - Focused Clarification Questions: Generates targeted questions about desired outcomes, affected users, required behavior, priorities, and acceptance criteria. - Clarified Intent Summary: Produces a structured output covering objective, problem, stakeholders, scope, assumptions, constraints, acceptance criteria, open questions, and recommended next activities, with templates for consistent handoff. - Use Case: A stakeholder requests "improve the reporting feature." Use this Skill to identify what outcome is actually needed, who benefits, what is in and out of scope, and what acceptance criteria define success before any design or coding starts. ## Quick Start Ask the AI to apply Forge-Grill to clarify this feature request and produce a clarified intent summary with scope, assumptions, and acceptance criteria.

Frequently Asked Questions about Forge-Grill

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

FAQPage Schema
How do I clarify vague requirements before starting development?▼

Use a structured clarification process: identify the desired outcome, detect ambiguity in scope and business rules, ask focused questions, then summarize objective, assumptions, and acceptance criteria. Forge-Grill automates this workflow and outputs a clarified intent summary.

What should a clarified intent summary include?▼

A clarified intent summary should capture the objective, problem, stakeholders, expected outcome, scope and out-of-scope items, assumptions, constraints, acceptance criteria, open questions, and the recommended next activity such as requirements documentation or architecture review.

When should I not run a requirements clarification process?▼

Skip clarification when requirements are already clear, the task is a straightforward implementation of an existing specification, a previously approved decision defines the outcome, or the activity is purely mechanical.

Does requirements clarification replace architecture or design work?▼

No. Clarification only establishes what outcome is needed and why. It does not design technical solutions, select implementation technologies, write production code, or make business decisions on behalf of stakeholders.

How do clarification results feed into task planning?▼

After intent is clarified, the summary is handed to task routing to determine required capabilities, and important decisions and assumptions are preserved through knowledge management for traceability across the engineering lifecycle.