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amplitude/builder-skills

顧客フィードバックを、機能リクエスト、バグ、問題点、賞賛などのアクション可能なテーマに統合します。製品ロードマップの計画、ユーザー感情の理解、特定の課題の調査、顧客の声レポートの作成にご利用ください。

builder-skills とは?

このスキルは、Amplitudeの分析プラットフォームと連携し、顧客からのフィードバック(アンケート、サポート、アプリレビューなど)を体系的に収集・分析・要約します。開発者やプロダクトマネージャーは、特に製品ロードマップの計画やユーザー感情の把握、顧客の声(VoC)レポートの作成時に役立てることができます。主なワークフローは、まず利用可能なフィードバックソースを確認し、次にテーマ別のインサイト(機能リクエスト、苦情、賞賛、バグ、問題点)を抽出します。その後、具体的なテーマを掘り下げ、実際のユーザーコメントを取得し、必要に応じてユーザーコホート(利用期間、プラン種別、利用頻度)との関連性を分析します。最終的に、緊急度・重要度に基づいた推奨アクション(p0~p3)を含む構造化されたレポートを提供し、引用付きの証拠とセンチメントスコア(1-5)で裏付けます。このスキルは、Claude Code, Cursor, CodexなどのAIエージェントと連携して使用することを想定しており、`Amplitude:get_feedback_sources`、`Amplitude:get_feedback_insights`、`Amplitude:get_feedback_mentions`、`Amplitude:get_cohorts` といった専用ツールを介して機能します。

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

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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

フィードバック分析

包括的なフィードバックレビューを実施し、特定の機能リクエストを調査し、顧客の感情を理解した上で、簡潔でアクション可能な顧客の声プレゼンテーションを作成します

手順

ステップ1:利用可能なソースを把握

Amplitude:get_feedback_sources を使用して、接続されているフィードバックチャネル(アンケート、サポート、アプリレビューなど)を確認します。

ステップ2:テーマ別インサイトを取得

適切なフィルターとともに Amplitude:get_feedback_insights を使用します:

  • タイプでフィルタリング:request、complaint、lovedFeature、bug、painPoint
  • 最近のフィードバックを取得するために日付範囲でフィルタリング
  • チャネル別分析のためにソースでフィルタリング

ステップ3:特定のテーマを掘り下げる

主要なインサイトについて、Amplitude:get_feedback_mentions を使用して、各テーマを形成している実際のユーザーフィードバックを確認します。

ステップ4:ユーザーセグメントと関連付ける

Amplitude:get_cohorts を使用して、フィードバックのテーマが以下の要素と相関しているかどうかを理解します:

  • ユーザーの継続期間(新規 vs. 既存)
  • プランタイプ(無料 vs. 有料)
  • 利用レベル(パワーユーザー vs. カジュアルユーザー)

ステップ5:調査結果を提示

以下のように構成します:

  1. サマリー:分析したフィードバックソースとメンションの数、および分析からの主要なポイントを説明する簡潔な一文。
  2. 緊急の課題 🚩:顧客から指摘されたトップのバグ、問題、または問題点。特に指示がない限り、ここでは3~4のテーマを共有します。
  3. トップ機能リクエスト 💡:顧客から指摘されたトップの機能リクエスト。特に指示がない限り、ここでは3~4のテーマを共有します。
  4. 賞賛 ❤️:顧客から寄せられたトップの賞賛または愛されている機能。特に指示がない限り、ここでは1~2のテーマを共有します。
  5. センチメント分析:テーマの概要、1~5のスケールでのセンチメント(5が最高)、および証拠となるスニペットを非常に簡潔に共有します。
  6. 優先順位付き推奨事項:フォローアップするための具体的なアクション可能な推奨事項(特に指示がない限り、トップ3~7)をまとめた非常に簡潔なセクション。各タイトルの前に [p0]、[p1]、[p2]、[p3] を含めて優先順位を示します(p0が最も緊急、p3が最も低い)。

ベストプラクティス

  • 調査と分析は包括的に行いますが、応答は簡潔かつアクション可能にします。
  • 重複するセクションや同じポイントを複数回繰り返さないでください。
  • 各テーマについて、代表的な引用を1~2件含めます。テーマを最もよく説明する最適な引用を優先してください。引用には、受信日とソースを含めてください。引用が長い場合は、テーマに関連するセクションのみを引用します。
  • テーマを説明する際は、メンション数、主要なソース、および最新性を簡潔に含めてください。
  • 各テーマは以下のような一貫したフォーマットに従う必要があります: (簡潔で説明的なテーマ名(X 件のメンション)) (アクション可能な一文、または具体的な問題/リクエスト/賞賛が何であるか、フィードバックが関連する期間、およびテーマの主要なソースを説明する複数の簡潔な箇条書き)
    • 「テーマを裏付ける顧客の引用」 - ソース名(受信日)
    • 「テーマを裏付ける顧客の引用」 - ソース名(受信日)
  • 「優先順位付き推奨事項」セクションでは、各推奨事項は長いテーマ概要ではなく、1つの簡潔でアクション可能な箇条書きにします。
  • 最後に自分のやったことを再キャプチャせず、簡潔な優先順位付き推奨事項の後に終了します。
  • 可能な場合はフィードバックを行動データに結び付けてください。

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

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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