Atlas / Skills / mohitagw15856 / Ux Research Plan

Ux Research PlanCAUTION

skills/mohitagw15856/ux-research-plan

1255 professional Agent Skills for Claude, ChatGPT, Gemini, Cursor & Codex — PRDs, postmortems, leases, medical bills, layoffs, go-bags, new countries. Plain markdown, MIT, in Anthropic's plugin directory. Plus a typed decision layer: which skill, is it safe, ship or slip. Free in-browser or npx pm-

Verdict
CAUTION
Grade
B
Trust score
89 /100
Version
—
Hosts
—
License
MIT
Stars
1,438
01

Overview

1255 professional Agent Skills for Claude, ChatGPT, Gemini, Cursor & Codex — PRDs, postmortems, leases, medical bills, layoffs, go-bags, new countries. Plain markdown, MIT, in Anthropic's plugin directory. Plus a typed decision layer: which skill, is it safe, ship or slip. Free in-browser or npx pm-

Read from source at commit 8d32d25aa3f5OBSERVED · 2026-10-12
02

What it tells the agent

The instruction file, verbatim from the audited commit — this is the text the model reads, and the surface the audit's instruction layer examines. Quoted here so you can judge it without cloning anything.

---
name: ux-research-plan
description: "Create a structured UX research plan for any product question or feature. Use when asked to write a research plan, design a user study, create a discussion guide, write screener questions, or plan usability testing. Produces a full research plan with objectives, methodology, screener, discussion guide, and synthesis framework."
---

# UX Research Plan Skill

This skill creates a complete, ready-to-execute UX research plan. Output covers everything from research objectives to screener questions, discussion guide, and synthesis framework.

## Required Inputs

Work from what is given. If any of these is missing, still produce the complete output: fill each gap with a reasonable assumption marked *(assumed, confirm)* and list those assumptions at the end. Ask a question first only when the core subject itself is missing (there is nothing to write about).
- **Research question** (what decision will this research inform?)
- **Product area or feature** being researched
- **Research type** (Generative / Evaluative / Usability testing / Diary study / Survey)
- **Stage** (Discovery / Concept validation / Prototype testing / Live product)
- **Target participants** (role, demographics, behaviour — who should we talk to?)
- **Timeline and number of sessions**
- **Existing assumptions or hypotheses** (optional but valuable)

## Output Structure

---

# UX Research Plan: [Study Title]
**Product area:** [Area]
**Research type:** [Type]
**Date:** [Timeline]
**Researcher:** [Leave for user]

---

## 1. Research Objectives

State 2–4 clear research objectives. Each objective should map to a decision that will be made differently depending on what you find.

**Objective [N]:** Understand [specific thing] so we can [decision this informs].

---

## 2. Research Questions

[5–8 questions — the actual questions you want research to answer. These are not the interview questions; they're the knowledge gaps. Organised under each objective.]

**Objective 1:**
- RQ1.1: [Research question]
- RQ1.2: [Research question]

---

## 3. Methodology & Rationale

**Method chosen:** [e.g. Semi-structured interviews / Usability testing / Concept testing]

**Why this method:**
[2–3 sentences. Match method to research type. If evaluative: usability testing. If generative: contextual inquiry or interviews. If testing comprehension: 5-second test or concept test.]

**What this method will and won't tell us:**
- **Will tell us:** [What this method is good at revealing]
- **Won't tell us:** [What's out of scope — be honest about limits]

**Sample size:** [Recommended number of sessions and why — e.g. "5–6 moderated interviews for generative research; 5–8 usability sessions to identify top issues"]

---

## 4. Participant Screener

**Recruitment criteria:**

| Criterion | Must Have / Nice to Have | Disqualify if |
|---|---|---|
| [e.g. Uses project management software daily] | Must Have | [Never uses any PM tool] |
| [e.g. Works in a team of 5+] | Must Have | — |
| [e.g. B2B industry] | Nice to Have | — |

**Screener questions (5–8 questions):**

[Q1] [Screening question — clear, not leading]
- [Answer options — flag which qualify/disqualify]

[Q2] ...

**Incentive recommendation:** [Amount and format — e.g. "£50 gift voucher for a 60-min session is standard in the UK for professional participants"]

---

## 5. Discussion Guide

Structure the session:

### Opening (5 min)
- Introduce yourself and the study
- "We're testing the design, not you — there are no wrong answers"
- Permission to record
- Warm-up: [1–2 easy questions to build rapport — e.g. "Tell me about your role and what a typical week looks like"]

### Core Questions (by section)

**Section [A]: [Topic]** *(~X min)*

1. [Open question — start broad] *[Probe: Tell me more about...]*
2. [Follow-up to go deeper] *[Probe: Can you walk me through what happened?]*
3. [Specific scenario or past behaviour question]

**Section [B]: [Topic]** *(~X min)*
[Continue with 2–3 questions per section]

**Usability tasks (if applicable):**
> "I'm going to ask you to try a few things with this prototype. Please think aloud as you go."

- Task [N]: [Clear task instruction — write from the user's perspective, not "click on X" but "find where you would go to do Y"]
  - **Success criteria:** [What "completing this task" looks like]
  - **What to observe:** [Where friction typically appears]

### Closing (5 min)
- "Is there anything about [topic] we haven't covered that you think is important?"
- "If you could change one thing about [product/concept], what would it be?"
- Debrief and thank

---

## 6. Synthesis Framework

After sessions, use this framework to synthesise findings:

**Step 1: Session notes → Key observations**
For each session: 3–5 specific observations (behaviours, quotes, reactions — not interpretations yet)

**Step 2: Affinity mapping**
Group observations by theme across all sessions. Aim for 4–7 clusters.

**Step 3: Insight statements**
For each cluster: "When [context], users [behaviour/experience], because [underlying need or mental model]."

**Step 4: Implications**
For each insight: "This means we should [design/product implication]" or "This challenges our assumption that [assumption]."

**Step 5: Research report structure:**
- Key findings (3–5 headlines)
- Supporting evidence per finding
- Design recommendations
- Open questions for next research cycle

---

## Quality Checks

- [ ] Research objectives map to real decisions
- [ ] Discussion guide opens broad before going specific
- [ ] Screener criteria are specific enough to get the right participants
- [ ] Tasks (if usability) are written from the user's perspective
- [ ] Synthesis framework is included
- [ ] Incentive recommendation is included

## Anti-Patterns

- [ ] Do not write a research plan without clearly stated research objectives — every methodology choice must flow from the objectives
- [ ] Do not design a plan that mixes generative and evaluative research without cl
03

Trust audit

CAUTIONgrade B · trust 89/100 Install with care. The audit found things worth knowing before you trust its output.

LayerWhat it checksResult
L0Provenance & inventoryWARN
L1Static analysis of the codeNA
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (5)

MEDIUMInventory / provenance · inv.symlink · CWE-1104
templates/pm-discovery-agent/skills/assumption-mapper/SKILL.md
templates/pm-discovery-agent/skills/assumption-mapper/SKILL.md
Why it matters. link not followed
MEDIUMInventory / provenance · inv.symlink · CWE-1104
templates/pm-discovery-agent/skills/discovery-interview-guide/SKILL.md
templates/pm-discovery-agent/skills/discovery-interview-guide/SKILL.md
Why it matters. link not followed
MEDIUMInventory / provenance · inv.symlink · CWE-1104
templates/pm-discovery-agent/skills/job-story-mapper/SKILL.md
templates/pm-discovery-agent/skills/job-story-mapper/SKILL.md
Why it matters. link not followed
MEDIUMInventory / provenance · inv.symlink · CWE-1104
templates/pm-discovery-agent/skills/user-interview-synthesis/SKILL.md
templates/pm-discovery-agent/skills/user-interview-synthesis/SKILL.md
Why it matters. link not followed
MEDIUMInventory / provenance · inv.symlink · CWE-1104
templates/pm-launch-agent/skills/content-calendar/SKILL.md
templates/pm-launch-agent/skills/content-calendar/SKILL.md
Why it matters. link not followed

Gates applied: no_behavioural_pass.

Audited 2026-10-12 · audit v0.4.1 · source sha 8d32d25aa3f5full audit observations/trust-audit/skill/mohitagw15856__ux-research-plan.json · Report an issue / request a re-scan
04

Audit history

Every audit this skill has had.

DateSourceVerdictGradeScoreChange
2026-10-128d32d25aa3f5CAUTIONB89first audit
05

Questions

What does the Ux Research Plan skill do?

1255 professional Agent Skills for Claude, ChatGPT, Gemini, Cursor & Codex — PRDs, postmortems, leases, medical bills, layoffs, go-bags, new countries. Plain markdown, MIT, in Anthropic's plugin directory. Plus a typed decision layer: which skill, is it safe, ship or slip. Free in-browser or npx pm-

Is Ux Research Plan safe to install?

With care. The audit graded it B (89/100) and found 5 things worth knowing before you trust this skill, listed below with the exact line each was found on.

What can Ux Research Plan access on my machine?

The audit observed no filesystem, network or shell use at all in its source.

How current is this page?

The grade is for one exact copy of the source (8d32d25aa3f5), read on 2026-10-12. The repository is watched, and a new audit runs when it changes — this is the first audit.

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