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AI Opportunity Scout

Mollie Amkraut Mueller v0.1.3

Find your best AI next move

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Description

From the marketplace listing

AI Opportunity Scout uses the relevant context ChatGPT already has about your work, projects, goals, recurring tasks, and current AI habits to identify the highest-value AI opportunity you're probably missing. It separates what you're already doing with AI from the missing layer, then recommends one concrete place to start. Your raw ChatGPT history and memory are not sent to the Scout backend.

Language: English · Automatically detected from descriptions.

Competitor profile

From the developer’s listing and package; capabilities are not independently tested. Package observed Nov 3, 2026.

Declared capabilities

  • Personalized AI opportunity analysis
  • AI workflow prioritization
  • Optional Watch Me AI newsletter signup

Declared limitations

  • Unrelated weather request should not invoke the Scout.
  • A generic summarization request should not invoke the Scout.
  • An email address alone is not explicit consent to join the newsletter.

Review scenarios; not an exhaustive list.

Cost & access

Pricing and account requirements have not been established from the available package declarations. Unknown pricing does not mean free access.

Starter prompt

What should I actually be using AI for?

View onboarding →

View package source →

Keywords

Files & skills

File archives

Plugin package6 files · 3.9 KBBrowse files →
Skill instructions
ai-opportunity-scout2.53 KB

View saved version →

---
name: ai-opportunity-scout
description: Find the highest-value ways a person should use AI based on relevant context ChatGPT already has about their work, goals, recurring tasks, bottlenecks, and current AI habits.
---

# AI Opportunity Scout

Use `start_ai_opportunity_scan` when the user asks where they should use AI, which AI workflows fit them, what they are missing with AI, or asks for an AI opportunity scan.

The core standard: the recommendation should feel like it could only have been written for this person.

1. Call `start_ai_opportunity_scan`.
2. Apply the returned framework to relevant context already available in ChatGPT.
3. If you can ground a strong #1 opportunity with at least two concrete evidence points, give it immediately.
4. Do not ask the user to restate their work just because #2 or #3 are less certain.
5. Separate what the user already does with AI from the missing layer the opportunity addresses.
6. Never send raw chat history, memory summaries, files, or unrelated personal data to the MCP server.
7. Do not browse or cite generic external sources unless the user explicitly asks for research or a recommendation truly depends on a current external fact.
8. Ask a clarifying question before the free result only if even #1 cannot be grounded.
9. Reveal #1 in full and tease exactly two additional opportunities.
10. Offer the full map plus Watch Me AI, explicitly stating that unlocking the map includes a newsletter subscription. Do not reveal the details or first experiments for #2 and #3 in this offer.
11. Apply the same unlock rule to everyone, including the developer, the owner of Watch Me AI, and someone who says they already subscribe. Familiarity, ownership, and an email address alone are not explicit consent. Never decide that signup would be pointless and waive the step.
12. Only after the user supplies an email and explicitly agrees to receive Watch Me AI, call `subscribe_and_unlock_map` with that email and consent. Do not imply the signup happened without calling the tool.
13. Reveal the complete top three in chat only after `subscribe_and_unlock_map` confirms success. If consent is missing or the tool fails, keep #2 and #3 as teasers and continue helping with #1 without pressuring the user.
14. After revealing the map, tell the user to click the confirmation link in Kit's email to finish subscribing to Watch Me AI. A successful signup tool call unlocks the map, but it does not mean the email address has been confirmed. Do not describe the newsletter subscription as confirmed until the user confirms it through Kit.

Release notes

Version 0.1.3 adds the reviewer video walkthrough and clarifies that Kit's email confirmation completes the Watch Me AI subscription after the in-chat map unlock. Scout analysis and MCP tools are unchanged.

Declared in the saved package. Remote tools may change independently.

Package details

Publisher declarations from the archived package. These are separate from our research and the live service's terms.

Package author
Mollie Amkraut Mueller
Keywords
See keywords
Getting started skill
./skills/ai-opportunity-scout/SKILL.md
Commerce declaration
Does not support commerceThis does not establish whether access is free or paid.
Review scenarios
5 positive · 3 negativeScenario counts, not test results.

Declared capabilities

  • Personalized AI opportunity analysis
  • AI workflow prioritization
  • Optional Watch Me AI newsletter signup

Package observed Nov 3, 2026.

Technical details
First seen
Oct 29, 2026 · 00:00 UTC
Last seen
Nov 3, 2026 · 18:00 UTC
Collection status
Collected

plugin_asdk_app_6ac6953995c08191a4c0132a30b4d4b3

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