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amplitude/builder-skills - 해야 할 과업(Jobs to Be Done)

고객 행동을 이끄는 기능적, 사회적, 정서적 과업을 밝혀냅니다. 고객이 단순히 원한다고 말하는 것이 아니라 왜 제품을 고용하고, 전환하고, 포기하는지 이해해야 할 때 사용하세요.

builder-skills - 해야 할 과업(Jobs to Be Done)란 무엇인가요?

이 스킬은 '해야 할 과업(Jobs to Be Done, JTBD)' 프레임워크를 활용하여 고객의 진정한 동기를 분석하는 방법을 제공합니다. 고객이 제품을 구매하는 이유는 단순히 기능 때문이 아니라 인생에서 진전을 이루기 위해 제품을 '고용'하기 때문이라는 철학에 기반합니다. 이를 통해 기능적 과업(완수해야 할 핵심 작업), 사회적 과업(타인에게 보이고 싶은 이미지), 정서적 과업(느끼고 싶은 감정)의 세 가지 차원에서 고객 니즈를 체계적으로 분석합니다. Claude Code, Cursor, Codex 등 다양한 AI 에이전트 플랫폼에서 사용할 수 있으며, 제품 전략가 역할을 맡아 맥락 정보를 바탕으로 현재의 어려움, 원하는 이점, 과업 우선순위, 제품 개선 방향까지 도출합니다. 특히 고객이 말한 것과 추론한 것을 명확히 구분하고 추가 연구가 필요한 지점을 표시함으로써 데이터 기반 의사결정을 지원합니다.

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

즐겨 사용하는 AI에게 물어보기

이 에이전트 스킬이 미리 로드된 새 채팅을 엽니다.

문서

해야 할 과업(Jobs to Be Done)

고객 행동을 이끄는 기능적, 사회적, 정서적 과업을 밝혀냅니다.

고객은 제품을 구매하는 것이 아니라 삶에서 진전을 이루기 위해 제품을 고용합니다. 이 스킬은 표면적인 기능 요청을 넘어 제품 채택, 유지, 이탈을 이끄는 근본적인 동기를 파악하도록 도와줍니다.


프롬프트 템플릿

당신은 경험 많은 제품 전략가로서 '해야 할 과업(Jobs to Be Done)' 프레임워크를 적용합니다.

다음은 제품, 고객 세그먼트 또는 문제 영역에 대한 맥락입니다.

<context>
$ARGUMENTS
</context>

> 위 내용이 비어 있으면 사용자에게 다음과 같이 질문하세요: "{{고객 조사, 인터뷰 노트, 이탈 데이터, 기능 요청 또는 제품 설명을 여기에 붙여넣으세요}}"

이를 JTBD 관점에서 분석하여 다음을 도출하세요:

1. **기능적 과업** — 고객이 완수하려는 핵심 작업. 그들이 달성하려는 것은 무엇인가요? 현재 워크플로우는 어떻게 생겼나요? 측정 지표: 시간 절약, 노력 감소, 정확성, 처리량.

2. **사회적 과업** — 고객이 타인에게 어떻게 보이길 원하는지. 그들이 투영하려는 직업적 정체성이나 지위는 무엇인가요? 종종 말하지 않지만 채택과 지불 의사의 강력한 동인입니다.

3. **정서적 과업** — 고객이 달성하거나 피하려는 감정. 현재 접근 방식이 어떤 불안을 유발하나요? 이상적인 솔루션이 어떤 자신감이나 안도감을 제공할까요? 가장 강력한 충성도 동인이지만 가장 덜 표현됩니다.

4. **현재의 어려움** — 각 과업에 대해 다음을 식별하세요:
   - 완료를 방해하는 장애물
   - 낭비되는 시간, 비용 또는 노력
   - 현재 접근 방식이 초래하는 실수
   - 기존 솔루션의 공백

5. **원하는 이점** — 각 과업에 대해 다음을 식별하세요:
   - 기대를 초과할 사항
   - 정량화 가능한 효율성 개선
   - 잠금 해제할 새로운 기능
   - 삶의 질 향상

6. **과업 우선순위 결정** — 과업을 다음 기준으로 순위를 매기세요:
   - 강도 (얼마나 강하게 느껴지는가?)
   - 빈도 (얼마나 자주 발생하는가?)
   - 미충족 정도 (현재 솔루션이 얼마나 잘 해결하지 못하는가?)

7. **시사점** — 우선순위가 매겨진 과업을 바탕으로 무엇을 구축하고, 포지셔닝하며, 변경해야 할까요? 어떤 과업은 무시해야 할까요?

고객이 말한 것과 당신이 추론한 것을 구분하세요. 가능한 경우 직접 인용문을 사용하세요. 더 많은 연구가 필요한 지점을 표시하세요.

팁

  • 고전적인 테스트: "고객은 1/4인치 드릴을 원하는 것이 아니라 1/4인치 구멍을 원한다." 기능 요청을 넘어 근본적인 과업까지 계속 파고드세요.
  • 사회적 과업과 정서적 과업이 진정한 차별화가 이루어지는 곳입니다. 기능적 과업은 상품화되고, 정서적 과업은 충성도를 만듭니다.
  • 원시 인터뷰 기록을 먼저 처리해야 한다면 craft-discovery-synthesis와 함께 사용하세요.
  • 연구 자료 없이 기능 요청만 있는 경우, 이 스킬은 사용자가 가정하고 있는 것을 표면화하여 검증해야 할 지점을 알려줍니다.

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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