audience-fit-evaluator

Evaluates user-facing artifacts against primary audience intent, evidence, and decision criteria.

Updated Jul 7, 2026
One-click install
npx skills add https://github.com/vmitsaras/Agent-Skills --skill audience-fit-evaluator-vmitsaras
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: audience-fit-evaluator
Source: https://github.com/vmitsaras/Agent-Skills/tree/main/skills/ui-ux-polish/audience-fit-evaluator
Command: npx skills add https://github.com/vmitsaras/Agent-Skills --skill audience-fit-evaluator-vmitsaras

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Teams often ship websites, interfaces, documentation, case studies, or demos without verifying whether the artifact actually serves its intended audience. This Skill provides a structured evaluation that connects audience intent, required evidence, friction points, and desired outcomes before or after an artifact is created. ## Core Features & Use Cases - Four operating modes: SELECT identifies the primary audience, PLAN defines audience constraints before creation, CHECKPOINT verifies in-progress alignment, and REVIEW delivers a prioritized evaluation of a finished artifact. - Structured audience model: Captures context, goal, central question, knowledge assumptions, required evidence, decision criteria, friction, and desired outcome without inventing demographics. - Severity-ranked findings: Reports BLOCKER, MAJOR, MINOR, and OPTIONAL issues with evidence, impact, and recommendations, plus a clear verdict. - Use Case: Before launching a portfolio case study, run a REVIEW to confirm recruiters can quickly find credible proof of skills, identify missing evidence, and receive a prioritized fix list. ## Quick Start Review this landing page draft and evaluate whether it fits its primary audience, listing any material findings by severity.

Frequently Asked Questions about audience-fit-evaluator

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

FAQPage Schema
How do I evaluate whether a website fits its target audience?▼

Define one primary audience by intent and context, then trace their path through the artifact: what they notice first, what evidence they find, and where friction appears. This Skill's REVIEW mode returns severity-ranked findings with a verdict.

How to define a primary audience for a product artifact?▼

Use the SELECT mode, which identifies one primary audience based on evidence priority: explicit instructions, named audiences, persona research, then conservative inference. It outputs the audience, their goal, central question, and a confidence level.

Can this skill review an artifact that does not exist yet?▼

Yes. PLAN mode defines audience constraints before creation, listing what the artifact must communicate, must prove, likely friction, and what to avoid. It returns constraints rather than critiquing imagined work.

When should I not use an audience fit evaluation?▼

Skip it when the task is pure copy editing, visual polish, or technical validation with no audience decision at stake. Specialist accessibility, security, performance, SEO, or legal audits should go to dedicated workflows instead.

What are the limitations of audience evaluation without user research?▼

The evaluation works from available evidence, not primary user research. When evidence is thin, it produces a provisional audience hypothesis with a stated confidence level and avoids definitive claims or invented demographics.