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amplitude/builder-skills

将客户反馈综合为可操作的主题,包括功能请求、缺陷、痛点及赞扬。在产品路线图规划、理解用户情绪、调查具体问题或准备客户之声报告时使用。

builder-skills 是什么?

该技能使AI代理能够系统性地综合分析来自多个渠道(如调查、支持工单、应用评论等)的客户反馈,并将其归纳为功能请求、缺陷、痛点和赞扬等可操作的主题。它支持通过Amplitude平台获取反馈源、生成洞察摘要、深入查看具体用户引用,并关联用户分群(如用户时长、计划类型、使用频率)以提供更丰富的背景。最终输出结构化的分析报告,包含紧急问题、热门功能请求、赞扬、情感评分(1-5分)以及按优先级(p0最紧急至p3最低)排序的推荐行动项,帮助产品团队将客户声音直接融入路线图决策。最佳实践强调全面调查、引用代表性客户原话(注明来源和日期)、避免重复,并连接反馈与行为数据。

兼容平台~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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打开一个已预加载此 Agent Skill 的新对话。

文档

分析反馈

执行全面的反馈审查,调查具体功能请求,理解客户情绪,然后准备简洁且可操作的客户之声演示

操作说明

第一步:了解可用来源

使用 Amplitude:get_feedback_sources 查看已连接的反馈渠道(调查、支持、应用评论等)。

第二步:获取主题洞察

使用 Amplitude:get_feedback_insights 并配合适当的筛选条件:

  • 按类型筛选:request(功能请求)、complaint(投诉)、lovedFeature(喜爱功能)、bug(缺陷)、painPoint(痛点)
  • 按日期范围筛选近期反馈
  • 按来源筛选以进行特定渠道分析

第三步:深入特定主题

对于重点洞察,使用 Amplitude:get_feedback_mentions 查看驱动每个主题的实际用户反馈。

第四步:关联用户分群

使用 Amplitude:get_cohorts 了解反馈主题是否与以下因素相关:

  • 用户使用时长(新用户 vs. 老用户)
  • 计划类型(免费 vs. 付费)
  • 使用水平(重度用户 vs. 轻度用户)

第五步:呈现分析结果

按以下结构组织:

  1. 摘要:用一句话概括分析的反馈源数量、提及次数以及关键结论。
  2. 紧急问题 🚩:客户报告的最严重的缺陷、问题或痛点。除非另有提示,否则分享 3-4 个主题。
  3. 热门功能请求 💡:客户提出的最热门功能请求。除非另有提示,否则分享 3-4 个主题。
  4. 赞扬 ❤️:客户最赞赏或喜爱的功能。除非另有提示,否则分享 1-2 个主题。
  5. 情感分析:非常简洁地概述主题,给出情感评分(1-5 分,5 分为最高),并提供证据片段。
  6. 优先级推荐:非常简洁的部分,总结前 3-7 个具体可操作的建议(除非另有提示),以便后续跟进。在每个标题前标注 [p0]、[p1]、[p2]、[p3] 以指示优先级,p0 最紧急,p3 最不紧急。

最佳实践

  • 调查和分析要全面,但回应要简洁且可操作。
  • 不要重复相同的部分或多次提及相同的结论。
  • 每个主题包含 1-2 个代表性引述。优先选择最能解释该主题的引述。注明接收时间和来源。如果引述较长,只引用与主题相关的部分。
  • 描述主题时,简要提及提及量、主要来源和时效性。
  • 每个主题的格式应保持一致,例如: 简洁但描述性的主题名称(X 次提及) 可操作的一行描述或几个简洁的要点,解释具体的问题、请求或赞扬是什么,反馈相关的时间段,以及主题的主要来源。
    • “支持主题的客户引述” - 来源名称(接收日期)
    • “支持主题的客户引述” - 来源名称(接收日期)
  • 在“优先级推荐”部分,每个推荐只需一个简洁但可操作的要点,而不是长篇的主题概述。
  • 不要在最后总结你做了什么,简洁的优先级推荐之后直接结束。
  • 尽可能将反馈与行为数据关联起来。

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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