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amplitude/builder-skills

Slack 멘션, 캘린더 이벤트, 최근 7일간 수정된 Drive 문서를 읽고 개인 PM 요약으로 합성합니다. 주말에 사용하여 일이 흐려지기 전에 잡아내세요.

builder-skills란 무엇인가요?

이 스킬은 AI 개발 도구(예: Claude Code)에서 사용자 지정 스킬(skill)로 동작하며, 주간 회고를 자동으로 생성해주는 개인 비서 역할을 합니다. 사용자가 일주일 동안 겪은 30개의 회의, 200개의 Slack 메시지, 여러 문서 변경 사항을 일일이 기억하거나 정리할 필요 없이, Slack 멘션 및 DM, Google 캘린더 이벤트, 최근 7일간 수정된 Google Drive 문서를 수집하여 'PM Weekly Brief'라는 구조화된 보고서를 만듭니다. 이 보고서는 주요 결정, 위험 및 장애 요소, 중요한 대화, 출시된 기능, 앞으로의 마감일 섹션으로 구성되며, 400자 미만으로 간결하게 작성됩니다. 주기적 실행을 위해 `/schedule` 명령을 사용하고 Google Calendar, Google Drive, Slack MCP가 필요합니다. 출력은 `PM-Brief-YYYY-MM-DD.md` 파일로 지정된 폴더에 저장되며 Drive 링크를 반환합니다. 주말(금요일)에 실행하면 월요일 아침에 컨텍스트를 즉시 파악할 수 있어 생산성을 높여줍니다.

지원 대상~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/amplitude/builder-skills/tree/HEAD/execution-skills/skills/pm-weekly-brief

즐겨 사용하는 AI에게 물어보기

이 에이전트 스킬이 미리 로드된 새 채팅을 엽니다.

문서

PM 주간 브리핑

당신을 위해 작성된 개인 주간 회고 — 결정, 위험, 성과, 그리고 다음에 올 일.

금요일이 되면 30개의 회의, 200개의 Slack 메시지, 수많은 문서 업데이트를 겪었을 것입니다. 이 스킬은 Slack 멘션, 캘린더, Drive 활동을 읽어 깔끔한 주간 브리핑을 생성합니다.


프롬프트 템플릿

/schedule

지난 7일간의 활동을 읽으세요:
- 내 Slack 멘션 및 DM
- 내 Google 캘린더 이벤트(참석 및 예정)
- 지난 7일간 수정된 Google Drive 문서

## {{WEEK_DATE_RANGE}} 주

### 주요 결정
이번 주 회의, Slack 또는 문서에서 내려진 결정. 각각 한 문장으로.
논의되었지만 결정되지 않은 사항은 미결 질문에 넣으세요.

### 위험 및 장애 요소
진행을 늦추거나 해결되지 않은 모든 것. 담당자와 해제에 필요한 사항을 포함하세요.

### 중요한 대화
반복되는 주제나 중요한 교환의 2~4개 요점 — 신호만 전달.

### 출시된 것
라이브로 전환된 기능, 실험 또는 변경 사항. 가능하면 티켓이나 문서 링크를 추가.

### 예정된 마감일
향후 7~14일 이내의 회의, 출시 또는 인도물.

규칙:
- 전체 브리핑을 400단어 미만으로 유지
- 각 섹션을 가장 중요한 항목으로 시작
- 섹션에 보고할 내용이 없으면 "이번 주에 특별한 사항 없음"이라고 작성
- {{OUTPUT_FOLDER}}에 PM-Brief-YYYY-MM-DD.md로 저장
- 완료되면 Drive 링크 반환

설정

필드값
필요한 MCPSlack, Google Calendar, Google Drive
출력PM-Brief-YYYY-MM-DD.md → /Product/Weekly briefs
스케줄러매주 금요일 오후

채워야 할 플레이스홀더

  • {{WEEK_DATE_RANGE}} — 스케줄러에 의해 자동 채워짐
  • {{OUTPUT_FOLDER}} — 예: /Product/Weekly briefs

팁

  • 금요일에 실행하세요 — 월요일부터 상황이 정확히 어떻게 돌아가는지 알 수 있습니다.
  • 위험 및 장애 요소는 관리자에게 직접 공유하여 에스컬레이션이 필요한 부분을 전달하세요.
  • stakeholder-update와 함께 사용하면 이를 세련된 리더십 업데이트로 변환할 수 있습니다.

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.

관련 스킬