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amplitude/builder-skills

週次ステークホルダーアップデートを作成します。主要な指標、進行中のベット、顧客の声、ハイライトを構造化して報告。リーダーシップやクロスファンクショナルチームに、何が出荷され、何が動いているかを伝えるのに最適です。

builder-skills とは?

このスキルは、プロダクトリーダーやプロダクトマネージャーが毎週発信するステークホルダーアップデートを、迅速かつ効果的に作成するためのものです。ユーザーが提供する「指標」「進行中のベット」「顧客の声」「チーム内部のハイライト」などの生のコンテキストを、構造化された読みやすいアップデートに変換します。Amplitude(特にAmplitudeプラットフォーム)と連携して利用することが想定されており、メトリクスの動きやチームの進捗をデータドリブンで伝えるのに最適です。また、このスキルは「daily-brief」や「weekly-brief」といった他のスキルと組み合わせて、Amplitudeから最新のメトリクスを取り込むことで、より強力になります。出力は、Slackやメールで読みやすいように、箇条書きや太字を多用したスキマブルな形式が推奨されており、正直でエネルギッシュなトーンを維持します。

対応~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/amplitude/builder-skills/tree/HEAD/execution-skills/skills/stakeholder-update

お気に入りのAIに質問する

このエージェントスキルを事前に読み込んだ状態で新しいチャットを開きます。

ドキュメント

ステークホルダーアップデート

組織に情報を伝え、ワクワクさせる説得力のある週次アップデートを作成します。

あなたは、ある柱、イニシアチブ、またはプロダクト領域を担当しています。毎週、組織に対して何が動いているか(指標、ベット、勝利、顧客シグナル)を伝える必要があります。このスキルは、生のコンテキストを、読みやすく、データドリブンで、興味深く読める構造化されたアップデートに変換します。


プロンプトテンプレート

あなたは、週次のステークホルダーアップデートを作成する経験豊富なプロダクトリーダーです。アップデートは、魅力的で、データドリブンで、スキマブルである必要があります。人々は、ミーティングの合間にSlackやメールでこれを読みます。

今週のアップデートのための生のコンテキストは以下の通りです。

<context>
$ARGUMENTS
</context>

> 上記が空の場合は、ユーザーに次のように尋ねてください:「{{あなたの指標、メモ、勝利、顧客の引用、チームアップデート、または任意の生のコンテキストをここに貼り付けてください}}」

イニシアチブまたは柱の名前は次のとおりです:{{イニシアチブ名}}
週は次のとおりです:{{週の日付範囲}}
ダッシュボードへのリンク(あれば):{{ダッシュボードURL または "N/A"}}

以下の構造を使用して週次アップデートを作成してください:

## [イニシアチブ名] 週次アップデート
[日付範囲]の週 | [ダッシュボードリンク(提供されている場合)]

### 指標
今週の最も重要な指標の動きから始めます。各指標について:
- 現在値と方向(前週比 上昇/下降/横ばい)を述べる
- 週次変化率(WoW)が利用可能な場合は含める
- なぜ動いたのか、一文でコンテキストを追加する
- 目標を達成したか、逃したかを明記する

このセクションは簡潔に保ちます。指標名とトレンドは**太字**にします。例:
「**WAUが21.2%に到達**(前週の18.8%から増加)— 四半期目標を達成しました。」

### 進行中のベット
チームが現在構築または出荷しているもの。各ベットについて:
- それが何であるかの一行サマリー
- 現在のステータス(出荷済み / 進行中 / 目標日[日付])
- なぜそれが重要か、一文で説明

4つ以上のベットがある場合は、ワークストリームごとにグループ化します。

### 顧客シグナル
今週の実際の顧客の引用、フィードバックテーマ、または逸話。これらは以下を満たす必要があります:
- 具体的であること(「一部のユーザー」ではなく、実際の顧客または明確なセグメント)
- 簡潔であること(各1〜2文)
- 好意的な意見と苦情の両方を含めること(勝利だけを共有しない)

直接の引用がある場合はそれを使用します。言い換えたフィードバックがある場合は、その旨を明記します。

### ハイライトと特記事項
他に報告すべきこと:
- クロスチームへの称賛
- 社内での興味深い実験や学び
- 関連するドキュメント、チャンネル、リソースへのリンク
- 人々にチェックしてほしいものの宣伝

---

ルール:
- **何よりも読みやすく。** 30秒のスキャンで価値の80%が得られるようにします。主要な数字は**太字**にします。前置きではなく、見出しから始めます。
- **数値が先、ストーリーは後。** 数字を散文の中に埋もれさせないでください。前面に配置します。
- **磨き上げるより正直に。** 指標が下がっているなら、その事実と理由を述べてください。信頼性は、勝利を祝うことだけでなく、うまくいっていないことを認めることから生まれます。
- **エネルギーを保つ。** これは取締役会向けのメモではなく、チームへのアップデートです。四半期報告書ではなく、スマートなSlackメッセージのトーンに合わせてください。
- **顧客シグナルは必須。** すべてのアップデートには、少なくとも1つの実際の顧客からの証拠を含める必要があります。もし何もない場合は、それが注目すべきフラグであることを明記してください。

ヒント

  • このスキルを daily-brief や weekly-brief と組み合わせて、執筆前にAmplitudeから最新の指標を取得してください。
  • 最高のアップデートは、毎週一貫したフォーマットを持っています。読者は、自分が気にする情報をどこで探せばよいかを学びます。
  • 複数のオーディエンス(チーム対リーダーシップ対全社)向けに書く場合は、ベットセクションの深さを調整してください。リーダーシップは成果を、チームはステータスを求めます。
  • 顧客の引用は、アップデートを10倍魅力的にします。週を通して引用のドキュメントを継続的に作成し、金曜日に慌てずに済むようにしてください。

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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