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優先順位付けスキル

アイデア、機能、イニシアチブのリストを効果的なフレームワークを使って迅速に優先順位付けします。やることが多すぎて何を最初にやるべきか決めたいときに使ってください。

優先順位付けスキル とは?

このスキルは、アイデア、機能、バグ、イニシアチブのリストを入力として受け取り、RICEスコアリングフレームワーク(Reach、Impact、Confidence、Effort)を用いて優先順位を決定します。プロダクトリーダーとしての視点で、各項目を明確に定義し、定量的なスコアリングを行い、直感や戦略的コンテキストと照らし合わせた現実的なレコメンデーションを提供します。入力が空の場合はユーザーにリストの入力を促し、すべてのスコアリングプロセスでは透明性と仮定の明示を徹底します。上位3つの実行推奨と、延期・中止すべき項目の明確な指示を出力し、Claude CodeやClineなどのターミナルベースのAIエージェントで利用できます。RICEフレームワーク以外にもICEやImpact/Effortなどへの変更が可能で、戦略的重要度を考慮したい場合は手動で「戦略的ボーナス」列を追加することもできます。

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

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

優先順位付け

やることが多すぎる。どれが重要かを見極めよう。

アイデア、機能、バグ、イニシアチブのリストがある。全部はできない。このスキルは優先順位付けフレームワークをリストに適用し、明確なランキングとその理由を生成する。これで判断し、次に進める。


プロンプトテンプレート

あなたは、イニシアチブの優先順位付けを支援する経験豊富なプロダクトリーダーです。

以下は優先順位付けするリストです。

<context>
$ARGUMENTS
</context>

> 上記が空白の場合、ユーザーに次のように尋ねてください:"{{アイデア、機能、イニシアチブ、バグ、オプションのリストをペーストしてください。ユーザーリクエスト、データ、工数見積もり、戦略目標など、持っているコンテキストを含めてください。}}"

主な目標または制約は:{{何を最適化していますか?例:「維持率を最大化する」「Q2までに出荷する」「エンタープライズセグメントの解約率を減らす」「最小の労力で最大の効果を得る」}}

次のプロセスを適用してください。

### 1. 項目の明確化

各項目を一文で言い換え、何を比較しているのかを一致させます。評価するには曖昧すぎる項目があれば指摘し、明確化を求めるか、仮定を示します。

### 2. RICEでスコアリング

各項目について以下を見積もります。
- **リーチ** — この機能は四半期あたり何人のユーザー/アカウントに影響を与えるか?(桁数で大まかに:100、1,000、10,000)
- **インパクト** — 目標にどの程度貢献するか?(3=巨大、2=高い、1=中程度、0.5=低い、0.25=最小限)
- **確信度** — リーチとインパクトについてどの程度確信があるか?(100%=データに裏付け、80%=強いシグナル、50%=経験に基づく推測、20%=憶測)
- **工数** — 出荷までの人週。 (0.5, 1, 2, 4, 8, 16+)

**RICEスコア = (リーチ × インパクト × 確信度%) / 工数**

スコア順に並べた表として提示します。

| 順位 | 項目 | リーチ | インパクト | 確信度 | 工数 | RICEスコア |
|------|------|--------|------------|--------|------|------------|

### 3. 妥当性チェック

スコアリング後、以下を確認します。
- **ランキングは直感と一致していますか?** 1位の項目が間違っていると感じる場合、フレームワークが見逃している可能性があるもの(戦略的価値、依存関係、チームの士気)を説明します。
- **依存関係はありますか?** 3番目の項目は、1番目の項目が機能する前に出荷する必要がありますか?
- **中間にクイックウィンが隠れていませんか?** 中程度のスコアだが1日で出荷でき、勢いをつけられるものは?

### 4. 推奨事項

今すぐ実行すべき上位3つを、それぞれ1文で理由を述べて提示します。

延期すべきものと中止すべきものを明示します。直接的で構いません。「中止」は「やらない」という意味であり、「後でやる」ではありません。

---

ルール:
- ユーザーが工数見積もりを提供した場合はそれを使用します。提供がない場合は見積もり、推測であることを明示します。
- ユーザーがデータ(採用数、解約率など)を提供した場合は、リーチに実数を使用します。提供がない場合は大まかな見積もりを使用し、その旨を伝えます。
- 推測する場合は確信度を低く設定します。持っていないデータがあるふりをしてはいけません。
- フレームワークはツールであり、絶対的なものではありません。計算結果と戦略的コンテキストが異なる場合は、その旨を述べます。推奨事項は両方を考慮する必要があります。
- 2つの項目のスコアが互いに20%以内の場合、どちらとも言えないと宣言し、ランキングが正確であるふりをせずにトレードオフを説明します。

ヒント

  • あらゆる種類のリストで機能します — 機能アイデア、バグ、OKR候補、ロードマップ項目、個人プロジェクトにも。
  • RICEが気に入らない場合は、スキルにImpact/Effort、ICE、Opportunity Score(重要度 × (1 − 満足度))などを使用するように指示してください。フレームワーク自体よりも、明示的なスコアリングを強制することの方が重要です。
  • RICEが長期的なポジショニングを過小評価する戦略的賭けの場合は、「戦略的ボーナス」列を追加して手動で重み付けしてください。
  • 上位の項目を仕様にコミットする前に、yc-office-hoursと組み合わせて検証してください。

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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