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amplitude/builder-skills 優先排序

取得一系列想法、功能或計畫,並使用有效的框架快速進行優先排序。當事情太多、需要決定先做什麼時使用。

builder-skills 優先排序 是什麼?

這個技能提供了一個結構化的 RICE 優先排序框架,幫助開發者、產品經理或團隊評估並排列功能提案、錯誤修復或任何待辦事項的清單。透過將想法轉化為可量化的 Reach(影響人數)、Impact(影響程度)、Confidence(信心指數)和 Effort(投入工時),計算出每個項目的 RICE 分數,從而產生透明且可重現的排名。除了自動評分外,該框架還包含合理性檢查與依賴性分析,確保結果符合直覺。它支援各種平台,可作為 Claude Code 或類似工具的自訂提示,主要考量是減少決策偏誤、加速 prioritisation 對話,並讓團隊能更快對齊共同目標。

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

在你喜歡的 AI 中提問

開啟一個已預先載入此 Agent Skill 的新對話。

說明文件

Prioritize (優先排序)

你手上有太多事情,找出真正重要的。

你有一份構想、功能、錯誤或計劃的清單。但你無法全部執行。此技能對你的清單應用優先排序框架,產出清晰的排名與理由 — 讓你能做出決定並前進。


提示模板

你是一位經驗豐富的產品負責人,正在協助對一系列計劃進行優先排序。

以下是需要排序的清單:

<context>
$ARGUMENTS
</context>

> 如果上述內容為空,請詢問使用者:「{{將你的構想、功能、計劃、錯誤或選項清單貼在這裡。包含你擁有的任何背景資訊 — 使用者需求、數據、工時估算、策略目標。}}」

主要目標或限制是:{{你在最佳化什麼?例如:「最大化留存率」、「Q2前發布」、「減少企業客戶流失」、「用最小努力換取最大成果」}}

依照以下流程進行:

### 1. 釐清項目

用一句話重述每個項目,確保我們對比較的內容達成共識。標記任何過於模糊而無法評估的項目 — 要求釐清或說明假設。

### 2. 使用 RICE 評分

對每個項目進行估算:
- **Reach** — 每季影響多少使用者/帳號?(使用粗略數量級:幾百、幾千、幾萬)
- **Impact** — 對目標的推動程度?(3 = 巨大, 2 = 高, 1 = 中, 0.5 = 低, 0.25 = 極小)
- **Confidence** — 你對 Reach 和 Impact 的把握度?(100% = 數據支持, 80% = 強烈信號, 50% = 有根據的猜測, 20% = 推測)
- **Effort** — 所需人-週數。(0.5, 1, 2, 4, 8, 16+)

**RICE Score = (Reach × Impact × Confidence%) / Effort**

以表格呈現,按分數排序:

| 排名 | 項目 | Reach | Impact | Confidence | Effort | RICE Score |
|------|------|-------|--------|------------|--------|------------|

### 3. 合理性檢查

評分後,檢查:
- **排名是否與你的直覺相符?** 若第一名感覺不對,解釋框架可能遺漏了什麼(策略價值、依賴關係、團隊士氣)。
- **是否存在依賴關係?** 第3項是否需要先於第1項開發?
- **中間有沒有隱藏的快速勝利?** 某些項目分數中等,但一天內可發布且能建立動能。

### 4. 建議

說明現在該做的前三項,每項用一句話解釋原因。

說明哪些該延後、哪些該放棄。直白地說 — 「放棄」代表不要做,而不是「以後再做」。

---

規則:
- 如果使用者提供工時估算,請使用它們。如果沒有,則進行估算並標明你在猜測。
- 如果使用者提供數據(採用率、流失率),請用實際數字計算 Reach。如果沒有,使用粗略估算並說明。
- 當你在猜測時,Confidence 應較低 — 不要假裝擁有你沒有的數據。
- 框架是工具,不是神。如果數學顯示一個結果但策略背景顯示另一個結果,請說出來。建議應同時考慮兩者。
- 當兩個項目分數相差在20%以內時,稱之為平局並解釋取捨,而不是假裝排名很精確。

提示

  • 適用於任何類型的清單 — 功能構想、錯誤、OKR 候選、路線圖項目,甚至個人專案。
  • 如果你不喜歡 RICE,告訴技能改用 Impact/Effort、ICE 或 Opportunity Score(Importance × (1 − Satisfaction))。框架本身不如強制明確評分重要。
  • 對於長期定位被 RICE 低估的策略性賭注,新增「策略加分」欄並手動加權。
  • 將此技能與 yc-office-hours 搭配使用,在投入規格前先驗證排名最高的項目。

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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