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amplitude/builder-skills

將客戶反饋整合為可操作的議題,包括功能請求、錯誤、痛點與讚美。適用於規劃產品路線圖、了解用戶心聲、調查特定問題或準備客戶意見報告。

builder-skills 是什麼?

這個技能「Analyze Feedback」能夠讓 AI 代理(如 Claude Code、Cursor)深度分析 Amplitude 中的客戶反饋資料。它首先透過 `Amplitude:get_feedback_sources` 了解已連接的反饋渠道(如調查、客服、應用商店評論),接著使用 `Amplitude:get_feedback_insights` 根據類型(請求、投訴、喜愛功能、錯誤、痛點)、日期範圍和來源進行篩選,獲得主題式洞察。為了深入理解,技能會調用 `Amplitude:get_feedback_mentions` 查看驅動每個主題的實際用戶引述,並透過 `Amplitude:get_cohorts` 將反饋與用戶群體(如使用年限、方案類型、使用頻率)關聯。最後,它會以結構化的簡報呈現,包含摘要、緊急問題、功能請求、讚美、情感分析與優先級建議,並附上代表性格言與來源資訊。此技能特別適合產品經理在規劃路線圖、進行用戶心聲(VoC)報告或快速調查特定議題時使用。

相容平台~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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說明文件

分析反饋

執行全面的反饋審查、調查特定的功能請求、了解客戶心聲,然後準備簡潔但可操作的客戶意見簡報。

操作說明

步驟 1:了解可用來源

使用 Amplitude:get_feedback_sources 查看已連接的反饋渠道(調查、客服、應用程式評論等)。

步驟 2:取得主題式洞察

使用 Amplitude:get_feedback_insights 並搭配適當的篩選條件:

  • 依類型篩選:request、complaint、lovedFeature、bug、painPoint
  • 依日期範圍篩選,取得近期反饋
  • 依來源篩選,取得特定渠道的分析

步驟 3:深入了解特定主題

針對主要的洞察結果,使用 Amplitude:get_feedback_mentions 查看驅動每個主題的實際用戶反饋。

步驟 4:連結用戶群體

使用 Amplitude:get_cohorts 了解反饋主題是否與以下因素相關:

  • 用戶使用時間(新用戶 vs. 老用戶)
  • 方案類型(免費 vs. 付費)
  • 使用頻率(重度用戶 vs. 輕度用戶)

步驟 5:呈現發現結果

結構如下:

  1. 摘要:簡潔的一句話說明分析的反饋來源數量、提及次數,以及分析的主要結論。
  2. 緊急問題 🚩:客戶指出的主要錯誤、問題或痛點。除非另有提示,否則分享 3-4 個主題。
  3. 熱門功能請求 💡:客戶指出的主要功能請求。除非另有提示,否則分享 3-4 個主題。
  4. 讚美 ❤️:客戶指出的主要讚美或喜愛的功能。除非另有提示,否則分享 1-2 個主題。
  5. 情感分析:非常簡潔地概述主題、情感評分(1-5 分,5 分最高),以及佐證片段。
  6. 優先級建議:非常簡潔的章節,總結前 3-7 個具體可行的建議(除非另有提示),以便後續跟進。在每個標題前加上 [p0]、[p1]、[p2]、[p3] 以標示優先級,p0 為最緊急,p3 為最低。

最佳實踐

  • 在調查和分析時要全面,但在回覆時要簡潔且可操作。
  • 不要重複相同的章節或相同的結論。
  • 每個主題包含 1-2 句代表性引言。優先選擇最能說明主題的最佳引言。註明收到時間和來源。如果引言很長,只引用與主題相關的部分。
  • 在描述主題時,簡潔地包含提及次數、主要來源和時效性。
  • 每個主題應採用統一的格式,例如: 簡潔但具描述性的主題名稱(X 次提及) 可操作的一行說明或多個簡潔的要點,說明具體的議題、請求或讚美是什麼,反饋相關的時間段,以及反饋的主要來源
    • "支持該主題的客戶引言" - 來源名稱(收到日期)
    • "支持該主題的客戶引言" - 來源名稱(收到日期)
  • 在優先級建議章節中,每個建議應只是一個簡潔但可操作的要點,而不是冗長的主題概述。
  • 不要在最後總結你做了什麼,在簡潔的優先級建議之後直接結束。
  • 在可能的情況下,將反饋與行為數據連結起來。

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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