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discover-opportunities

Discovers product opportunities by analyzing Amplitude analytics, experiments, session replays, and customer feedback. Synthesizes evidence into prioritized, actionable opportunities with RICE scoring. Use when the user asks to "find opportunities", "what should we build", "where are we losing users", "product gaps", or wants a data-driven backlog of improvements.

72

Quality

Does it follow best practices?

Impact

No eval scenarios have been run

SecuritybySnyk

Passed

No known issues

SKILL.md
Quality
Evals
Security

Quality

Content

77%

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

A sophisticated, highly actionable multi-phase workflow with strong validation checkpoints. Its main weaknesses are a monolithic structure with no external references and some verbose passages that could be tightened.

Suggestions

Move the RICE scoring rubric (Reach/Impact/Confidence/Effort anchors) and the opportunity output template into a references/ file (e.g. RICE.md), keeping SKILL.md a concise overview that links one level deep.

Convert the narrative Effort guidelines (0.25 through '10+') into a compact table to cut tokens without losing the anchors.

Tighten the 'Writing standards' bullet list by merging redundant style rules and dropping guidance that restates general good writing practice.

DimensionReasoningScore

Conciseness

Mostly lean operational directives, but the RICE effort-guidelines prose (anchored narrative from 0.25 to '10+') and the 'Writing standards' block could be tightened into a table or trimmed; a few explanatory asides exceed what the workflow strictly needs.

2 / 3

Actionability

Gives concrete, executable guidance throughout — exact tool calls with parameters (e.g. search with isOfficial: true, sortOrder: 'viewCount', limitPerQuery: 15), call budgets, the RICE formula, and a copy-paste opportunity template with word counts.

3 / 3

Workflow Clarity

A clearly sequenced five-phase process with explicit validation in Phase 4 (partial-data artifacts, seasonality, already-shipped fixes, correlation vs causation) and a RICE>=100 quality gate that acts as a checkpoint before delivery.

3 / 3

Progressive Disclosure

Sections are well organized, but the ~240-line body is monolithic with no reference files; the RICE rubric, opportunity template, and examples are inline detail that could be split into one-level-deep references for easier navigation.

2 / 3

Total

10

/

12

Passed

Description

100%

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A strong, third-person description that names concrete capabilities, supplies natural trigger phrases, and clearly separates what the skill does from when to use it. It occupies a distinct Amplitude-analytics niche with low conflict risk.

DimensionReasoningScore

Specificity

Lists multiple concrete actions — 'analyzing Amplitude analytics, experiments, session replays, and customer feedback' and 'Synthesizes evidence into prioritized, actionable opportunities with RICE scoring' — rather than vague language.

3 / 3

Completeness

Explicitly answers both 'what' (discover/synthesize opportunities with RICE) and 'when' via an explicit 'Use when the user asks to...' clause, so it is not capped at 2.

3 / 3

Trigger Term Quality

Provides natural phrases users would actually say: 'find opportunities', 'what should we build', 'where are we losing users', 'product gaps', and 'data-driven backlog of improvements'.

3 / 3

Distinctiveness Conflict Risk

The Amplitude-specific niche plus RICE-scoring framing and distinctive trigger phrases make it unlikely to fire for an unrelated skill.

3 / 3

Total

12

/

12

Passed

Validation

100%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository
amplitude/builder-skills
Reviewed

Table of Contents

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