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amplitude/builder-skills

아이디어, 기능 또는 이니셔티브 목록을 가져와 효과적인 프레임워크로 빠르게 우선순위를 매깁니다. 너무 많은 일이 있어서 무엇을 먼저 해야 할지 결정해야 할 때 사용하세요.

builder-skills란 무엇인가요?

이 스킬은 제품 리더 또는 개발자로서 너무 많은 아이디어, 기능, 버그, 이니셔티브 중에서 무엇을 먼저 처리할지 결정하는 데 도움을 줍니다. RICE(Reach, Impact, Confidence, Effort) 프레임워크를 자동으로 적용하여 항목별 점수를 계산하고 순위를 매깁니다. 단순한 계산 이상으로, 직관과 전략적 맥락을 반영한 추천을 제공하며, 상위 3개 항목과 보류 및 삭제할 항목을 명확히 제시합니다. Claude Code, Cursor, Codex, Windsurf와 같은 AI 코딩 에이전트에서 직접 사용할 수 있으며, 사용자가 제공한 데이터와 추정치를 투명하게 반영하여 우선순위 결정을 지원합니다.

지원 대상~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/amplitude/builder-skills/tree/HEAD/product-skills/skills/prioritize

즐겨 사용하는 AI에게 물어보기

이 에이전트 스킬이 미리 로드된 새 채팅을 엽니다.

문서

Prioritize

해야 할 일이 너무 많습니다. 어떤 것이 중요한지 파악하세요.

아이디어, 기능, 버그 또는 이니셔티브 목록이 있습니다. 모두 처리할 수는 없습니다. 이 스킬은 우선순위 프레임워크를 목록에 적용하여 명확한 순위와 근거를 생성하므로, 결정을 내리고 다음으로 넘어갈 수 있습니다.


프롬프트 템플릿

당신은 이니셔티브 목록의 우선순위를 정하는 데 도움을 주는 경험 많은 제품 리더입니다.

우선순위를 정할 목록은 다음과 같습니다:

<context>
$ARGUMENTS
</context>

> 위 내용이 비어 있으면, 사용자에게 다음과 같이 질문하세요: "{{아이디어, 기능, 이니셔티브, 버그 또는 옵션 목록을 붙여넣으세요. 사용자 요청, 데이터, 노력 추정, 전략적 목표 등 보유한 모든 컨텍스트를 포함하세요.}}"

주요 목표 또는 제약 조건은: {{무엇을 최적화하고 있습니까? 예: "리텐션 극대화", "Q2 이전 출시", "엔터프라이즈 세그먼트의 이탈률 감소", "가장 적은 노력으로 가장 큰 효과"}}

다음 프로세스를 적용하세요:

### 1. 항목 명확화
각 항목을 한 문장으로 다시 설명하여 비교 대상을 명확히 합니다. 평가하기에 너무 모호한 항목은 표시하고, 명확화를 요청하거나 가정을 명시합니다.

### 2. RICE로 점수 매기기
각 항목에 대해 다음을 추정하세요:
- **Reach** — 이 항목이 분기당 얼마나 많은 사용자/계정에 영향을 미칩니까? (대략적인 규모 사용: 수백, 수천, 수만)
- **Impact** — 이 항목이 목표를 얼마나 움직입니까? (3 = 대규모, 2 = 높음, 1 = 중간, 0.5 = 낮음, 0.25 = 최소)
- **Confidence** — Reach와 Impact에 대해 얼마나 확신합니까? (100% = 데이터 기반, 80% = 강력한 신호, 50% = 추측, 20% = 투기)
- **Effort** — 출시까지 필요한 인력-주. (0.5, 1, 2, 4, 8, 16+)

**RICE 점수 = (Reach × Impact × Confidence%) / Effort**

점수로 정렬된 표로 제시하세요:

| 순위 | 항목 | Reach | Impact | Confidence | Effort | RICE 점수 |
|------|------|-------|--------|------------|--------|------------|

### 3. 타당성 검증
점수 매기기 후 다음을 확인하세요:
- **순위가 직관과 일치합니까?** 1위 항목이 이상하게 느껴지면, 프레임워크가 놓칠 수 있는 것(전략적 가치, 종속성, 팀 사기)을 설명하세요.
- **종속성이 있습니까?** 3번 항목이 1번 항목보다 먼저 출시되어야 합니까?
- **중간에 숨겨진 퀵윈이 있습니까?** 중간 점수이지만 하루 만에 출시되고 모멘텀을 만드는 항목이 있습니까?

### 4. 추천
지금 당장 해야 할 상위 3개 항목을 각각 한 문장으로 이유와 함께 제시하세요.

연기할 항목과 삭제할 항목을 명시하세요. 직접적으로 말하세요 — "kill"은 나중에 하지 말고 아예 하지 말라는 뜻입니다.

---

규칙:
- 사용자가 노력 추정치를 제공하면 이를 사용하세요. 그렇지 않으면 추정하고 추정 중임을 표시하세요.
- 사용자가 데이터(채택 수, 이탈률)를 제공하면 Reach에 실제 숫자를 사용하세요. 그렇지 않으면 대략적인 추정치를 사용하고 그렇게 말하세요.
- 추정할 때는 Confidence를 낮게 설정하세요 — 가지고 있지 않은 데이터가 있는 것처럼 가장하지 마세요.
- 프레임워크는 도구일 뿐, 절대적이지 않습니다. 계산 결과가 하나를 말하지만 전략적 맥락이 다른 것을 말하면 그렇게 말하세요. 추천은 둘 다 고려해야 합니다.
- 두 항목의 점수가 20% 이내 차이면, 동점이라고 말하고 순위가 정확하다고 가장하는 대신 트레이드오프를 설명하세요.

팁

  • 모든 종류의 목록(기능 아이디어, 버그, OKR 후보, 로드맵 항목, 개인 프로젝트)에서 작동합니다.
  • RICE가 마음에 들지 않으면 Impact/Effort, ICE, Opportunity Score(중요도 × (1 − 만족도))를 사용하도록 스킬에 지시하세요. 프레임워크보다는 명시적인 점수 매기기가 더 중요합니다.
  • RICE가 장기적 위치 설정을 과소평가하는 전략적 베팅의 경우, "Strategic Bonus" 열을 추가하고 수동으로 가중치를 부여하세요.
  • yc-office-hours와 함께 사용하여 상위 순위 항목을 스펙에 확정하기 전에 검증하세요.

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

amplitude/builder-skills

Performs deep analysis of a specific Amplitude chart to explain trends, anomalies, and likely drivers. Use when a metric looks unusual, investigating a spike or drop, or understanding the "why" behind numbers.

amplitude/builder-skills

Deeply analyze Amplitude dashboards by analyzing key charts, surfacing top areas for concern and takeaways, identify anomalies, then explain changes using customer feedback trends.

amplitude/builder-skills

Designs A/B tests with proper metrics and variants, analyzes running or completed experiments, and interprets results with statistical rigor. Use when setting up experiments, checking experiment status, analyzing results, or making ship decisions.

amplitude/builder-skills

Synthesizes customer feedback into actionable themes including feature requests, bugs, pain points, and praise. Use when planning product roadmap, understanding user sentiment, investigating specific issues, or preparing voice-of-customer reports.

amplitude/builder-skills

Analyze MCP server usage instrumented with Amplitude's MCP Analytics SDK: break usage and errors down by tool, read the rationales within each tool to see what callers are trying to do, and produce a prioritized write-up of actionable fixes. Use this skill whenever the user asks to understand how their MCP server is being used, what agents/users are trying to do with it, why tool calls are failing, what to fix or improve in their MCP server, or asks for an "MCP usage report", "tool error analysis", "intent analysis", "rationale clustering", or "MCP insights". Also trigger when the user mentions [MCP]-prefixed events, tool rationale, tool call errors, or just finished instrumenting their MCP server and wants to see what the data says. Requires the Amplitude MCP connector.

amplitude/builder-skills

Read lost deals and churned accounts from your CRM, extract reasons clustered by theme (missing features, pricing, competitors, UX), and write a prioritized weekly analysis with product improvement recommendations. Use before roadmap planning or to build the case for prioritizing retention work.

amplitude/builder-skills

Creates Amplitude charts from natural language descriptions, handling event selection, filters, groupings, and visualization choices. Use when you know what you want to measure but prefer not to build the chart manually.

amplitude/builder-skills

Guide an Amplitude user through building a custom agent by suggesting use cases grounded in their role and data, shaping the idea into a well-formed spec, and generating a ready-to-run Global Agent deeplink that creates it. Use to create, build, or set up a custom agent, automate a recurring analysis, or put a repeated report on a schedule.

amplitude/builder-skills

Builds comprehensive Amplitude dashboards from requirements or goals, organizing charts into logical sections with appropriate layouts. Use when creating a complete dashboard from scratch or assembling existing charts into a cohesive view.

amplitude/builder-skills

Monitors all active and recently completed experiments across Amplitude projects, triages them by importance, then runs deep analysis and reporting on the most impactful ones. Use when the user asks to "check on experiments", "experiment status", "experiment review", "what experiments are running", or wants a periodic experiment health report.

amplitude/builder-skills

Pull Intercom tickets and Slack support messages from the past 7 days, classify each signal, enrich with CRM data (ARR, plan, renewal), score by customer value and churn risk, and output a tiered priority report saved to Drive. Use when you need a fast, data-driven view of what support signals matter most.

amplitude/builder-skills

Use this skill whenever a user wants to improve existing pages on their website to get cited more by AI models — whether they say "our pages aren't getting cited", "improve this page for AI visibility", "which of our pages should we update", "make this article more cite-worthy", "our competitors are getting cited instead of us", "update our content for AI search", or any variation where the goal is improving an existing asset rather than creating something new. This skill pulls owned pages from AI Visibility, identifies which ones have citation potential but are underperforming, compares them against the external pages that are winning citations on the same topics, and produces section-level rewrites or a full-page update — then pushes the revision to the CMS as a draft. Trigger even if the user just says "help me get cited more" or "why is [competitor] getting cited instead of us".

amplitude/builder-skills

Use this skill whenever a user wants to win AI citations on prompts that competitors currently dominate — whether they say "competitors are getting cited instead of us", "we're losing on these prompts", "how do I outrank [competitor] in AI answers", "find prompts where we should be winning", "create content to beat [competitor]", or any variation where the goal is capturing AI share on prompts a competitor currently owns. This skill pulls competitor visibility data from AI Visibility, identifies the specific prompts where competitors win and Amplitude is absent, clusters them by intent, and produces targeted comparison pages, alternatives content, or rebuttal assets — then pushes drafts to CMS. Trigger on any mention of competitor, prompt hijack, outrank, or "why is [competitor] getting cited instead of us".

amplitude/builder-skills

Use this skill whenever a user wants to turn AI Visibility data into published content — whether they say "find content gaps", "what should we write about", "which topics have low visibility", "help me get cited by AI models", "create a blog post from our AI Visibility gaps", "we're losing to competitors on these prompts", or any variation where they want to go from AI visibility weakness to a draft article, landing page, or FAQ. This skill connects directly to Amplitude AI Visibility data (topics, prompts, visibility scores, citations, competitor data, full LLM responses and sources) and produces a publish-ready content brief plus full article draft. If the user mentions CMS (WordPress, Webflow, Contentful, Sanity, HubSpot, Ghost, Shopify), also trigger this skill to push the draft directly. Trigger even if they just say something vague like "what content should we create?" in an AI Visibility context.

amplitude/builder-skills

Use this skill whenever a user wants to test content variants before publishing to find which one will get cited most by AI models — whether they say "which version of this content will perform better", "test this article before we publish", "simulate how AI will respond to this content", "which angle should we use", "generate content variants and pick the winner", "run a simulation before publishing", or any variation where the goal is data-driven content selection rather than gut-feel publishing. This skill takes an identified content opportunity, generates 2–3 distinct variants with different angles or structures, scores them against actual AI model responses from AI Visibility, references the Simulate Changes feature for pre-publish validation, and produces a clear recommendation on which variant to publish — then pushes the winner to CMS. Trigger on any mention of "simulate", "test variants", "which performs better", "A/B content", or "before we publish".

amplitude/builder-skills

Use this skill whenever a user wants to understand which external sources are being cited by AI models on topics relevant to their brand, and wants to create content that will outrank those sources — whether they say "what sources are AI models citing", "why is [third-party site] being cited instead of us", "we want to be the definitive source on X", "build something that gets cited more than G2 or TechRadar", "create an authoritative asset", or any variation where the goal is producing a new reference asset (definition page, benchmark, methodology, glossary, comparison hub) designed to beat existing top-cited sources. This skill analyzes AI Visibility source data, reverse-engineers what makes top-cited pages authoritative, and produces a superior source asset — then pushes it to CMS as a draft. Trigger on any mention of "sources", "third-party citations", "authoritative content", "definitional pages", or "outrank".

amplitude/builder-skills

Instrument a Node/TypeScript MCP server with Amplitude's @amplitude/mcp-analytics SDK so tool calls, sessions, and rationale are tracked as Amplitude events. Use this skill whenever the user wants to add Amplitude analytics to their MCP server, mentions "MCP Analytics", "@amplitude/mcp-analytics", "instrument my MCP server", "track MCP tool calls", "add rationale to my MCP tools", or wants agent traffic (Claude, Cursor, ChatGPT) attributed back to Amplitude. Also use for adding UTM tagging to MCP-returned links, or for troubleshooting identity/user_id mismatches between MCP events and web/mobile Amplitude data.

amplitude/builder-skills

Instruments a pull request with Amplitude analytics that conform to the project's existing taxonomy. Reads the tracking plan via the Amplitude MCP server (events, properties, naming conventions), analyzes the PR diff to find the few user actions genuinely worth tracking, detects the codebase's SDK and tracking patterns, and adds instrumentation that matches both. Optionally (opt-in) stages new events and properties on an Amplitude tracking-plan branch for data-governance review. Use when asked to "instrument this PR", "add analytics to this change", "add tracking", "add Amplitude events", "instrument this feature", or "what should I track here".

amplitude/builder-skills

Diagnoses product health by cross-referencing Amplitude analytics (dashboards, charts, funnels, feedback, AI agent analytics), optionally Datadog (errors, latency, stack traces), and optionally Slack (qualitative feedback, bug reports, feature requests). Identifies what's broken, what's working, and what to do about it — with root causes, not just symptoms. Use when asked to "diagnose my product", "what's going on", "product health check", "what's broken", "where are users struggling", "give me a product diagnosis", or "what should I focus on".

amplitude/builder-skills

Summarizes B2B account health by analyzing usage patterns, engagement trends, risk signals, and expansion opportunities. Use for customer success reviews, renewal preparation, QBRs, or account prioritization.

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