Discovery Interview GuideCAUTION
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-
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-
8d32d25aa3f5OBSERVED · 2026-10-12What 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: discovery-interview-guide
description: "Create a structured user discovery interview guide with screener questions, a discussion guide, and a synthesis framework. Use when planning user interviews, customer discovery sessions, Jobs-to-be-Done research, or problem validation. Produces a complete guide covering warm-up, problem exploration, and a per-session synthesis template."
---
# Discovery Interview Guide Skill
Design interviews that surface genuine insight — not validation of what you already believe. Every guide follows a story-based, past-behaviour-focused structure.
## Core Principles
1. **Never ask about the future.** "Would you use X?" tells you nothing. "Tell me about the last time you did X" tells you everything.
2. **Interview for behaviour, not opinion.** Opinions are cheap. Behaviour is evidence.
3. **The 5 Whys.** Every surface answer is a door. Keep opening doors.
4. **Confirm the problem before exploring the solution.** Never show a prototype until you've confirmed the pain exists unprompted.
## Interview Structure (60 minutes standard)
### 1. Warm-Up (5 min)
Build rapport. Get them talking. Don't discuss the topic yet.
- "Tell me a bit about your role and what a typical week looks like for you."
- "What tools do you rely on most day-to-day?"
### 2. Context Setting (10 min)
Understand their world before diving into the problem space.
- "Walk me through how you currently [handle the domain area]."
- "What does that process look like from start to finish?"
- "Who else is involved when you do this?"
### 3. Problem Exploration (25 min) — THE CORE
Surface pain without leading.
- "Tell me about the last time you had to [relevant task]. What happened?"
- "What was the hardest part of that?"
- "How did you handle it?"
- "What did you try before settling on that approach?"
- "What does it cost you when this goes wrong?" (time, money, stress, reputation)
- "If you could wave a magic wand and change one thing about this process, what would it be?"
⚠️ **Do not mention your product or feature during this phase.**
### 4. Current Solutions (10 min)
Understand the competitive landscape from their perspective.
- "What tools or workarounds do you use today for this?"
- "What do you like about [current solution]? What frustrates you?"
- "Have you tried other approaches? What happened?"
### 5. Wrap-Up (10 min)
- "Is there anything about this topic we haven't covered that you think I should know?"
- "Is there anyone else you'd recommend I speak to?"
- "Would you be open to a follow-up if I have more questions?"
---
## Output Format
### Discovery Interview Guide — [Topic] — [Date]
**Research Goal:** [One sentence: what decision will this research inform?]
**Target Participant Profile:** [Role, company size, behaviour qualifier]
**Screener Questions** (for recruiting):
1. [Question] → Must answer: [Y/N or specific]
2. [Question] → Must answer: [Y/N or specific]
3. [Disqualifier question] → Disqualify if: [answer]
**Interview Guide:**
[Full structured guide using the format above, customised to the specific research topic]
**Synthesis Template** (fill after each interview):
- Key quote: "[verbatim]"
- Core pain: [1 sentence]
- Current workaround: [what they're doing today]
- Intensity (1–5): [how painful is this?]
- Surprise/unexpected finding: [anything that challenged your assumptions]
**Pattern Detection** (after 5+ interviews):
- Pain mentioned by [X/N] participants: [theme]
- Workaround used by [X/N] participants: [theme]
- Most emotionally charged moment in interviews: [observation]
---
## 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 topic or question** (what decision will this inform?)
- **Target participant profile** (role, behaviour, company type)
- **Session length** (30 / 45 / 60 / 90 minutes)
- **Number of interviews planned**
- **Known hypotheses to test or avoid confirming prematurely** (optional)
## Deeper Materials
This skill ships with support files — use them when they are available:
- **`references/question-craft.md`** — Question Craft: Getting Truth Instead of Politeness. Apply it while producing the output; it carries the calibration and judgment calls the method summary above compresses.
- **`templates/guide-skeleton.md`** — a fill-in version of the deliverable with the quality gates inline. Offer it when the user wants to work the document themselves rather than have it generated.
## Scoring Rubric (0–40)
Score any output of this skill before handing it over; 32+ is ship-quality.
| Dimension | 0 | 5 | 10 |
|---|---|---|---|
| Behavioural anchoring | Questions are hypothetical ("Would you use...?") or answerable yes/no | Mostly past-tense, but a few opinion or future-tense questions slipped into the core section | Every problem question is anchored to a specific past event ("tell me about the last time...") and open-ended |
| Solution containment | The product or feature appears in the screener or early questions, anchoring every answer | Product withheld from questions but the guide gives the interviewer no script for when participants ask what's being built | Product absent from all phases before pain is confirmed, with an inline interviewer note and deflection script guarding the boundary |
| Screener selectivity | Screeners are self-assessments anyone can pass ("Are you responsible for X?") | Screeners qualify on role and firmographics but include no behaviour check or disqualifier | Screeners qualify on recent, verifiable behaviour, include an explicit disqualifier, and would be hard to guess the "right" answer to |
| Synthesis machinery | No per-session template or pattern-detection plan; synthesis left to memory | Template exists but lacks intensity Trust audit
CAUTIONgrade B · trust 89/100 Install with care. The audit found things worth knowing before you trust its output.
| Layer | What it checks | Result |
|---|---|---|
| L0 | Provenance & inventory | WARN |
| L1 | Static analysis of the code | NA |
| L2 | Instruction surface (what it tells the agent) | PASS |
| L3 | Class-specific surface | PASS |
| L4 | Behavioural (sandbox) | SKIPPED |
What the source does
- Filesystem
- none-observed
- Network
- none-observed
- Shell
- none-observed
- Dependencies
- pinned
- Secrets in source
- none-found
Findings (5)
templates/pm-discovery-agent/skills/assumption-mapper/SKILL.md
templates/pm-discovery-agent/skills/discovery-interview-guide/SKILL.md
templates/pm-discovery-agent/skills/job-story-mapper/SKILL.md
templates/pm-discovery-agent/skills/user-interview-synthesis/SKILL.md
templates/pm-launch-agent/skills/content-calendar/SKILL.md
Gates applied: no_behavioural_pass.
8d32d25aa3f5full audit observations/trust-audit/skill/mohitagw15856__discovery-interview-guide.json · Report an issue / request a re-scanAudit history
Every audit this skill has had.
| Date | Source | Verdict | Grade | Score | Change |
|---|---|---|---|---|---|
| 2026-10-12 | 8d32d25aa3f5 | CAUTION | B | 89 | first audit |
Questions
What does the Discovery Interview Guide 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 Discovery Interview Guide 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 Discovery Interview Guide 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.