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amplitude/builder-skills

获取一个想法、功能或计划列表,并使用有效的框架快速确定优先级。当您有太多事情需要决定先从哪件做起时使用。

builder-skills 是什么?

该技能帮助开发者和产品负责人将杂乱的待办清单(如功能请求、错误修复、项目任务)转化为结构化的优先级排序。它采用 RICE 框架(覆盖度 Reach、影响力 Impact、信心 Confidence、工作量 Effort)对每个项目进行量化评分,生成排序表格,并提供基于数据的推荐。技能还包含“合理性检查”步骤,确保机器推荐的排序与用户的直觉或战略上下文相匹配,避免教条化。它支持多种平台(如 Claude Code、Cursor 等 AI 代理),只需将清单粘贴到提示模板中即可使用,并允许替换为其他框架(如 ICE、Impact/Effort)。最终输出前 3 项应立即执行的项目、可推迟的项目、以及应直接放弃的项目,帮助用户快速决策。

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

在你喜欢的 AI 中提问

打开一个已预加载此 Agent Skill 的新对话。

文档

优先级排序

你手头有太多事情,找出哪些才是真正重要的。

你有一份想法、功能、错误或计划的清单。你不可能全部做完。这个技能将为你应用一个优先级排序框架,产生一个清晰的排序并附上理由——这样你就能做出决定,继续前进。


提示模板

你是一位经验丰富的产品负责人,负责对一项计划清单进行优先级排序。

下面是需要排序的清单:

<context>
$ARGUMENTS
</context>

> 如果上方为空,请询问用户:“{{将你的想法、功能、计划、错误或选项清单粘贴于此。包含你拥有的任何上下文——用户反馈、数据、工作量估计、战略目标。}}”

主要目标或约束是:{{你在优化什么?例如,“最大化留存率”、“在 Q2 之前交付”、“降低企业客户的流失率”、“以最小努力获得最大收益”}}

请遵循以下流程:

### 1. 明确项目
用一句话复述每个项目,确保我们对比较的对象达成一致。标记任何过于含糊而无法评估的项目——要求澄清或说明你做出的假设。

### 2. 使用 RICE 打分
对于每个项目,估计:
- **覆盖度** — 每个季度影响多少用户/账户?(使用大致数量级:数百、数千、数万)
- **影响力** — 它在多大程度上推动目标?(3 = 巨大,2 = 高,1 = 中等,0.5 = 低,0.25 = 极小)
- **信心** — 你对覆盖度和影响力的把握有多大?(100% = 数据支持,80% = 强烈信号,50% = 有根据的猜测,20% = 推测)
- **工作量** — 开发所需的人周数。(0.5,1,2,4,8,16+)

**RICE 分数 = (覆盖度 × 影响力 × 信心%) / 工作量**

以表格形式呈现,按分数排序:

| 排名 | 项目 | 覆盖度 | 影响力 | 信心 | 工作量 | RICE 分数 |
|------|------|--------|--------|------------|--------|------------|

### 3. 合理性检查
打分后,检查:
- **排序是否符合你的直觉?** 如果排名第 #1 的项目感觉不对,解释一下框架可能遗漏了什么(战略价值、依赖关系、团队士气)。
- **是否存在依赖关系?** #3 项目是否需要先于 #1 项目交付才能工作?
- **中段是否隐藏着快速胜利?** 某个中等分数的项目,如果一天就能交付并建立势头。

### 4. 建议
给出现在应做的 3 件事,每件附上一句原因。

说明应该推迟哪些,以及应该放弃哪些。要直接——“放弃”意味着不做,而不是“以后再做”。

---

规则:
- 如果用户提供了工作量估计,使用它们。如果没有,则进行估计并标记你正在猜测。
- 如果用户提供了数据(采用率、流失率),用实际数字计算覆盖度。如果没有,使用粗略估计并说明。
- 当你猜测时,信心应降低——不要假装拥有你没有的数据。
- 框架是工具,不是上帝。如果数学说一件事,但战略上下文说另一件,请如实说明。建议应该兼顾两者。
- 当两个项目得分相差在 20% 以内时,称其为难以区分,并解释权衡,而不是假装排序是精确的。

技巧

  • 适用于任何类型的清单——功能创意、错误、OKR 候选、路线图项目,甚至个人项目。
  • 如果你不喜欢 RICE,告诉技能改用 影响力/工作量、ICE 或机会评分(重要性 × (1 − 满意度))。框架本身不如强制进行显式评分重要。
  • 对于 RICE 低估长期定位的战略性押注,可添加“战略加分”列并手动加权。
  • 将此技能与 yc-office-hours 配合使用,在承诺具体方案之前验证排名第一的项目。

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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