Atlas / Skills / mohitagw15856 / Ambiguity Resolver

Ambiguity ResolverCAUTION

skills/mohitagw15856/ambiguity-resolver

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: ambiguity-resolver
description: "Structure vague opportunities and unclear briefs into actionable one-page problem statements. Use when asked to clarify a vague brief, frame an undefined problem, make sense of an unclear opportunity, or when the user says 'we need to figure out what to do about X' or 'I've been asked to look into Y'. Produces a structured problem brief with reframed questions, scoped boundaries, and a minimum viable research plan."
---

# Ambiguity Resolver Skill

Turn vague briefs and half-formed opportunities into structured, actionable problem statements — so you can reply with clarity instead of asking for three more meetings.

## 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).
- **The vague brief or opportunity description** (even a single sentence is enough)
- **Who asked for this** (stakeholder context shapes the framing)
- **Known constraints** (timeline, budget, team size — if any are known)

## Three-Stage Process

### Stage 1: Reframe
- Restate the vague input as 3-5 explicit questions that need answering
- Identify the unstated assumptions hidden in the brief
- Surface the real decision this feeds into (what will someone do differently once this is resolved?)

### Stage 2: Scope
- Define what is explicitly IN scope
- Define what is explicitly OUT of scope (equally important)
- Identify the deadline pressure: is this urgent/important, important/not urgent, or unclear?
- Name who owns the final decision and who needs to be consulted

### Stage 3: Action
- Define the minimum viable research: 2-3 activities maximum that would give enough signal to move forward with confidence
- Time estimate for each activity
- What each activity would tell you (and what it wouldn't)
- Proposed check-in point: when to regroup before committing to more

**Validate** — Confirm every reframed question maps to at least one research activity. Verify scope boundaries are specific enough to say "no" to something concrete.

## Output Structure

### Problem Brief: [Opportunity Area]

**Restated as questions:**
1. [Question 1]
2. [Question 2]
3. [Question 3]

**Unstated assumptions we should surface:**
- [Assumption 1]
- [Assumption 2]

**In scope:** [Clear boundary]
**Out of scope:** [Clear boundary]
**Decision owner:** [Name/role]
**Timeline:** [Real deadline if known, or "unclear — recommend setting one"]

**Minimum viable research:**
| Activity | Time required | What it tells us | What it won't tell us |
|----------|--------------|------------------|-----------------------|
| [activity] | [time] | [insight] | [limitation] |

**Proposed check-in:** After [activity], regroup to decide whether to proceed or pivot.

## Example (Partial)

Input: *"We need to figure out what to do about our enterprise customers."*

**Restated as questions:**
1. Are enterprise customers churning, underperforming on expansion, or both?
2. Is this a product gap, a support/service gap, or a pricing/packaging issue?
3. What does "do something" look like — a new initiative, a policy change, or a resource shift?

**In scope:** Enterprise accounts ($50K+ ARR) showing declining health scores in the last two quarters
**Out of scope:** SMB segment, new enterprise acquisition strategy

## Anti-Patterns

- [ ] Do not reframe the brief into questions that are still too broad to research — each reframed question must be answerable by a specific activity
- [ ] Do not list a research activity without stating what it would tell you and what it would NOT tell you
- [ ] Do not leave the decision owner as "leadership" or "the team" — name a specific person or role
- [ ] Do not omit an explicit out-of-scope boundary — without it, scope will expand organically and the brief becomes meaningless

## Quality Checks

- [ ] Every reframed question is specific enough to research (not "how do we improve things?")
- [ ] Scope boundaries name something concrete that is excluded
- [ ] Research activities are achievable within the stated timeline
- [ ] Decision owner is identified (not "leadership" — a specific person or role)

## Example Trigger Phrases

- "Clarify a vague brief."
- "Frame an undefined problem."
- "Make sense of an unclear opportunity."
- "We need to figure out what to do about X."
- "I've been asked to look into Y."
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__ambiguity-resolver.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 Ambiguity Resolver 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 Ambiguity Resolver 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 Ambiguity Resolver 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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