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amplitude/builder-skills

自動比對近期已發布的票證與說明中心和更新日誌,找出過時文章、遺漏文件及未記錄的功能,並建議更新內容,必要時直接撰寫草稿。

builder-skills 是什麼?

這個技能專為開發團隊設計,能在每次發布後自動檢測文件債。它會讀取來自 Linear、Jira 或 GitHub Issues 等票證追蹤系統的最新已發布項目,同時掃描說明中心、更新日誌和指定文件資料夾。透過比對實際變更與現有文件,它能準確找出三類問題:過時文章(描述已變更流程的文件)、遺漏文章(已發布但無文件的功能)以及過時 UI 參考(提及已不存在 UI 元素的文章)。針對每個缺口,技能會自動建議更新內容,甚至直接撰寫更新段落草稿。最終輸出一個包含摘要表格的 Markdown 檔案(DocUpdates_YYYY-MM-DD.md),並依優先級排列(高優先級:主要功能遺漏文件或關鍵步驟過時)。此技能支援 Linear、Jira、GitHub Issues、Google Drive 及瀏覽器等 MCP,建議每週或每次發布後執行,並可與「release-notes-generator」技能搭配使用,讓技術寫手根據優先級高效分流。

相容平台~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/amplitude/builder-skills/tree/HEAD/execution-skills/skills/update-knowledge-base

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

更新知識庫

自動找出文件缺漏之處,並直接草擬更新內容。

每次發布都會產生文件債。這個技能會讀取你最新的已發布票證,將它們與說明中心和更新日誌進行比對,然後準確告訴你哪些文章已經過時、哪些功能尚未撰寫文件,以及該如何補寫。


提示模板

/schedule

### 步驟 1 — 讀取近期已發布的工作
檢查 {{TICKET_SOURCES}} 中在過去 {{TIME_WINDOW}} 內已發布、完成或合併的項目。
針對每一項:功能名稱、對使用者而言改變了什麼(一句話描述)、影響的產品領域。

### 步驟 2 — 讀取現有文件
- 說明中心:{{HELP_CENTER_URL}}
- 更新日誌:{{CHANGELOG_URL}}
- 過去 90 天內修改的 Drive 文件:{{DOCS_FOLDER}}

### 步驟 3 — 偵測缺口
**過時文章** — 描述流程但流程已變更的文件
**遺漏文章** — 已發布但尚無文件的功能
**過時 UI 參考** — 文章中提到但已不存在的 UI 元素

### 步驟 4 — 撰寫更新建議
針對每個缺口:
**[文章標題或「需要新文章」]**
狀態:過時 / 遺漏 / 過時 UI 參考
受影響功能:[來自票證]
變更內容:[一句話 — 現在 vs. 文件所述]
建議更新:[若可能,請草擬更新後的段落]

### 步驟 5 — 儲存
將 DocUpdates_YYYY-MM-DD.md 存到 {{OUTPUT_FOLDER}},並在頂端附上摘要表格:
| 文章 | 狀態 | 優先級 | 建議行動 |

優先級:主要功能遺漏文件 = 高。關鍵步驟過時 = 高。次要措辭問題 = 低。
完成後回傳 Drive 連結。

設定

欄位值
需要的 MCPLinear / Jira / GitHub Issues、Google Drive、瀏覽器
輸出DocUpdates_YYYY-MM-DD.md → /Product/Docs/Updates
排程每週一次,或每次發布後

需要填入的佔位符

  • {{TIME_WINDOW}} — 例如 過去 7 天
  • {{TICKET_SOURCES}} — 例如 Linear、Jira、GitHub Issues
  • {{HELP_CENTER_URL}} — 例如 https://help.yourproduct.com
  • {{CHANGELOG_URL}} — 例如 https://yourproduct.com/changelog
  • {{DOCS_FOLDER}} — 例如 /Product/Docs
  • {{OUTPUT_FOLDER}} — 例如 /Product/Docs/Updates

小提示

  • 與 release-notes-generator 搭配使用 — 每次發布後同時執行兩者。
  • 優先級欄位能幫助你的技術寫手無需讀完所有建議即可快速分流。
  • 如果你的說明中心架設在 Notion 或 Confluence 上,請將其連線為 MCP 以獲得更豐富的讀取權限。

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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