Ambiguity Resolver

Turns a stakeholder's vague handed-down brief into a scoped problem statement with a named decision owner.

Tested · Works

Test report

Verdict
Tested · Works
Score
9.2/10
Tested
Jul 16, 2026
Environment
Claude Code 2.x (agent harness)
Upstream re-checked
Aug 10, 2026 · 226e421

Gave both a baseline PM and the skill the same handed-down brief ('CEO says we need to do something about retention, no detail'); only the skill's output produced an explicit out-of-scope boundary and a named decision owner — exactly the two things its description promises as its differentiator from a generic drill-down.

Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works

  • Installs cleanly 5/5
  • Triggers reliably 5/5
  • Output vs. baseline 8/10
  • Docs & honesty 5/5

What Ambiguity Resolver does

For PMs who get handed a vague ask from above ('we need to do something about retention'), this skill runs a 3-stage Reframe/Scope/Action process into a fixed 'Problem Brief' output — explicit in/out-of-scope boundaries, a named decision owner, and 2-3 minimum-viable research activities with time estimates. It deliberately does not cover the PM's own vague problem (a separate drill-down handles that), only requests that originated from someone else.

How to install Ambiguity Resolver

git clone https://github.com/lenar-amirov/product-pipeline-public
mkdir -p ~/.claude/skills
cp -r product-pipeline-public/.claude/skills/ambiguity-resolver ~/.claude/skills/ambiguity-resolver

Skills live in ~/.claude/skills/ (global) or .claude/skills/ (per-project). Restart Claude Code after installing.

Commands — how to trigger Ambiguity Resolver

  • /ambiguity-resolver Turns a stakeholder's vague handed-down brief into a scoped problem statement with a named decision owner.

It also activates on plain-language prompts like these:

  • the CEO just said fix retention with zero detail, help me scope this
  • turn this vague executive ask into a concrete problem brief
  • who should own the decision on this handed-down retention project?

Frequently asked questions

Is the Ambiguity Resolver skill free?
Yes. The skill itself is free from lenar-amirov/product-pipeline-public. SkillProof publishes the install command and an independent test verdict at no cost.
Does Ambiguity Resolver work with Claude Code?
We tested it with Claude Code 2.x (agent harness) on Jul 16, 2026. Verdict: Tested · Works. Gave both a baseline PM and the skill the same handed-down brief ('CEO says we need to do something about retention, no detail'); only the skill's output produced an explicit out-of-scope boundary and a named decision owner — exactly the two things its description promises as its differentiator from a generic drill-down.
What is the Ambiguity Resolver SkillProof Score?
9.2/10 — installs cleanly 5/5, triggers reliably 5/5, output vs. baseline 8/10, docs & honesty 5/5.
How do I install Ambiguity Resolver?
Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
Can I use Ambiguity Resolver with Cursor, Copilot, Gemini CLI, Codex or other AI tools?
The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.