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amplitude/builder-skills

고객 피드백을 기능 요청, 버그, 문제점, 칭찬 등 실행 가능한 주제로 종합합니다. 제품 로드맵 기획, 사용자 의견 이해, 특정 이슈 조사, 고객 음성 보고서 준비 시 유용합니다.

builder-skills란 무엇인가요?

이 스킬은 Amplitude의 피드백 분석 도구를 활용하여 고객 피드백을 체계적으로 수집, 분류, 분석한 후 실행 가능한 인사이트를 제공합니다. 사용자는 설문조사, 고객 지원, 앱 리뷰 등 다양한 채널에서 수집된 피드백을 주제별(기능 요청, 버그, 칭찬, 문제점)로 필터링하고, 특정 주제에 대한 실제 사용자 멘션을 확인할 수 있습니다. 또한 사용자 세그먼트(신규 사용자 vs 기존 사용자, 무료 요금제 vs 유료 요금제, 파워 유저 vs 일반 사용자)와 피드백 주제 간의 상관관계를 분석하여 더 깊은 통찰을 얻을 수 있습니다. 최종적으로 긴급 이슈, 주요 기능 요청, 칭찬, 감정 분석 및 우선순위별 실행 권장사항을 포함한 구조화된 보고서를 생성합니다.

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

즐겨 사용하는 AI에게 물어보기

이 에이전트 스킬이 미리 로드된 새 채팅을 엽니다.

문서

피드백 분석

포괄적인 피드백 검토를 수행하고, 특정 기능 요청을 조사하며, 고객 감정을 이해한 후 간결하지만 실행 가능한 고객 음성 프레젠테이션을 준비합니다.

지침

1단계: 사용 가능한 소스 파악

Amplitude:get_feedback_sources를 사용하여 연결된 피드백 채널(설문조사, 지원, 앱 리뷰 등)을 확인합니다.

2단계: 주제별 인사이트 얻기

적절한 필터와 함께 Amplitude:get_feedback_insights를 사용합니다.

  • 유형별 필터: request, complaint, lovedFeature, bug, painPoint
  • 최근 피드백을 위한 날짜 범위별 필터
  • 채널별 분석을 위한 소스별 필터

3단계: 특정 주제 심층 분석

주요 인사이트에 대해 Amplitude:get_feedback_mentions를 사용하여 각 주제를 이끄는 실제 사용자 피드백을 확인합니다.

4단계: 사용자 세그먼트 연결

Amplitude:get_cohorts를 사용하여 피드백 주제가 다음 항목과 상관관계가 있는지 확인합니다.

  • 사용자 기간(신규 사용자 vs. 기존 사용자)
  • 요금제 유형(무료 vs. 유료)
  • 사용량 수준(파워 유저 vs. 일반 사용자)

5단계: 결과 제시

다음과 같이 구조화합니다.

  1. 요약: 분석된 피드백 소스 및 멘션 수와 함께 분석의 주요 시사점을 설명하는 간결한 한 줄 요약입니다.
  2. 긴급 이슈 🚩: 고객이 언급한 주요 버그, 문제점 또는 불편 사항입니다. 별도 지시가 없는 한 여기에 3-4개의 주제를 공유합니다.
  3. 주요 기능 요청 💡: 고객이 언급한 주요 기능 요청입니다. 별도 지시가 없는 한 여기에 3-4개의 주제를 공유합니다.
  4. 칭찬 ❤️: 고객이 언급한 주요 칭찬 또는 좋아하는 기능입니다. 별도 지시가 없는 한 여기에 1-2개의 주제를 공유합니다.
  5. 감정 분석: 주제, 1-5점 척도(5점이 가장 높음)의 감정 점수, 증거 조각에 대한 매우 간결한 개요를 공유합니다.
  6. 우선순위별 권장사항: 각 권장사항 앞에 [p0],[p1],[p2],[p3]을 포함하여 우선순위를 표시합니다(p0이 가장 긴급하고 p3이 가장 낮음). 별도 지시가 없는 한 상위 3-7개의 구체적이고 실행 가능한 권장사항을 요약한 매우 간결한 섹션입니다.

모범 사례

  • 조사 및 분석은 포괄적으로 수행하되, 응답은 간결하고 실행 가능하게 작성합니다.
  • 중복된 섹션이나 동일한 시사점을 여러 번 반복하지 마십시오.
  • 각 주제에 대해 1-2개의 대표적인 인용문을 포함합니다. 주제를 가장 잘 설명하는 인용문을 우선 선택합니다. 인용문이 언제 접수되었고 어떤 소스에서 왔는지 포함합니다. 인용문이 긴 경우 주제와 관련된 부분만 인용합니다.
  • 주제를 설명할 때 멘션 수, 주요 소스 및 최신성을 간결하게 포함합니다.
  • 각 주제는 다음과 같은 일관된 형식을 가져야 합니다. 간결하지만 설명적인 주제 이름 (X개 멘션) 특정 이슈, 요청 또는 칭찬이 무엇인지, 피드백이 관련된 기간 및 주요 소스를 설명하는 실행 가능한 한 줄 설명 또는 여러 개의 간결한 글머리 기호
    • "주제를 뒷받침하는 고객 인용문" - 소스 이름 (접수 날짜)
    • "주제를 뒷받침하는 고객 인용문" - 소스 이름 (접수 날짜)
  • 우선순위별 권장사항 섹션에서는 각 권장사항을 긴 주제 개요 대신 간결하지만 실행 가능한 한 줄의 글머리 기호로 작성합니다.
  • 마지막에 수행한 작업을 요약하지 말고 간결한 우선순위별 권장사항으로 바로 끝냅니다.
  • 가능한 경우 피드백을 행동 데이터와 연결합니다.

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

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

Turn one or more meeting transcripts, notes, or Slack threads into concise takeaways and clear action items with DRIs. Works with a single meeting or a batch from the whole week.

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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