discover-opportunities

Discovers prioritized product opportunities from Amplitude analytics, experiments, replays, and feedback with RICE scoring.

Updated Apr 3, 2026
One-click install
npx skills add https://github.com/amplitude/amplitude-copilot-plugin --skill discover-opportunities-amplitude
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: discover-opportunities
Source: https://github.com/amplitude/amplitude-copilot-plugin/tree/main/skills/plugins/amplitude/discover-opportunities
Command: npx skills add https://github.com/amplitude/amplitude-copilot-plugin --skill discover-opportunities-amplitude

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Product teams struggle to find high-impact opportunities buried across dashboards, funnels, experiments, session replays, and customer feedback. This Skill systematically mines an Amplitude instance for signals and synthesizes them into a prioritized, evidence-backed opportunity backlog. ## Core Features & Use Cases - Multi-source evidence gathering: Queries dashboards, charts, funnels, experiments, feedback themes, session replays, and deployments in parallel to find anomalies, drop-offs, and friction. - RICE-scored prioritization: Scores each opportunity on Reach, Impact, Confidence, and Effort, presenting only opportunities with multi-source evidence and a score above the quality gate. - Structured opportunity report: Delivers an executive summary, ranked opportunities with linked evidence, emerging signals, and concrete next steps. - Use Case: Ask "Where are we losing users in onboarding?" and receive a ranked list of onboarding opportunities, each backed by funnel data, user quotes, replay links, and a RICE score with a recommended action. ## Quick Start Ask your AI assistant to find the biggest product opportunities in your Amplitude project right now.

Frequently Asked Questions about discover-opportunities

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I find product opportunities from Amplitude data?▼

Ask the assistant to find opportunities in your Amplitude project. It queries dashboards, charts, funnels, experiments, feedback, and session replays, then synthesizes findings into RICE-scored opportunities ranked by expected ROI.

How does RICE scoring prioritize product opportunities?▼

RICE scores each opportunity as (Reach x Impact x Confidence) / Effort. Reach counts affected users per quarter, Impact rates per-user effect from 0.25 to 3, Confidence reflects evidence strength, and Effort estimates person-months. Only scores of 100 or higher with multi-source evidence become full opportunities.

Can I investigate a specific funnel or feature instead of a broad scan?▼

Yes. Specify a product area, feature, or flow such as onboarding, and the investigation narrows to relevant charts, funnel breakdowns by segment, filtered feedback, and session replays of users who dropped off at the worst step.

What happens if no feedback sources are connected in Amplitude?▼

The skill calls get_feedback_sources first. If none are configured, it skips feedback analysis, notes the gap in the report, and recommends connecting a feedback source so future runs include customer voice signals.

Why does the report show emerging signals instead of opportunities?▼

Findings backed by only one data source or low confidence are demoted to Emerging Signals rather than full opportunities. Each entry explains what additional evidence would upgrade it and what to monitor.