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amplitude/builder-skills

从 Linear、Jira 或 GitHub Issues 中读取已完成工单,筛选出用户可见的变更,按产品领域分组,并生成精炼的用户面向的发布说明,以 .docx 文件格式保存到 Google Drive。适合每次发布前或按周频率使用。

builder-skills 是什么?

这是一个自动化发布说明生成技能,专门用于将一组已完成工单(来自 Linear、Jira 或 GitHub Issues)转化为高质量、用户友好的发布说明。它首先会从指定来源收集特定时间窗口内标记为“完成”、“已发布”、“已合并”或“已关闭”的工单,并自动跳过内部任务、纯 bug 修复(无可见 UX 变化)、重构、基础设施类工单以及标记为“内部”、“infra”或“ops”的条目。接着,它会根据工单标签或项目名称将筛选后的变更按产品领域分组,并将少于 2 个条目的领域合并到最接近的组中。然后,它会为每个领域编写简洁的标题(2-5 个词,现在时态)和 1-3 句的用户面向描述,使用“您现在可以…”的框架。最后,它会将结果保存为 `ReleaseNotes_YYYY-MM-DD.docx` 文件并上传到指定的 Google Drive 文件夹(默认 `/Product/ReleaseNotes`),仅用于审阅,不会自动发布。该技能支持通过占位符配置数据源、时间窗口和输出路径,并建议与知识更新技能配合使用,以标记发布后需要更新的帮助文章。

兼容平台~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/amplitude/builder-skills/tree/HEAD/execution-skills/skills/release-notes-generator

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

发布说明生成器

将一次冲刺中完成的工单自动转化为精炼的用户面向发布说明。

从原始工单编写发布说明既繁琐又耗时:需要筛选出内部工作、将工程师语言翻译成用户语言、统一格式。本技能一键完成所有这些工作。


提示模板

/schedule

### 第 1 步 — 收集已完成工单
检查 {{TICKET_SOURCES}},查找过去 {{TIME_WINDOW}} 内标记为“完成”、“已发布”、“已合并”或“已关闭”的条目。

跳过:进行中、仅内部、无可见 UX 变更的纯 bug 修复、杂务、重构、
标记为“内部”、“infra”或“ops”的任何内容。

### 第 2 步 — 按产品领域分组
使用工单标签或项目名称。将少于 2 个条目的领域合并到最接近的组中。

### 第 3 步 — 编写发布说明
对于每个领域:

**[领域标签]**
**[标题]** — 2-5 个词,现在时态,功能名称而非提交消息。
好的示例:“更快的搜索结果”、“新的计费仪表板”。绝不使用:“已添加”、“已修复”、“已发布”。

**[描述]** — 面向用户的 1-3 句话。先说改变了什么以及为什么重要。
使用“您现在可以…”的框架。无项目符号。无工单 ID、冲刺名称或工程师姓名。

### 第 4 步 — 保存
顶部日期:月份 DD, YYYY。按领域分组条目。
保存为 ReleaseNotes_YYYY-MM-DD.docx 到 {{OUTPUT_FOLDER}}。
请勿发布——仅保存以供审阅。如果未找到任何工单,说明检查了哪些来源。

设置

字段值
所需的 MCPLinear / Jira / GitHub Issues、Google Drive
输出ReleaseNotes_YYYY-MM-DD.docx → /Product/ReleaseNotes
调度方式每次发布前手动运行,或每周运行

需要填写的占位符

  • {{TICKET_SOURCES}} — 例如 Linear、Jira 或 GitHub Issues
  • {{TIME_WINDOW}} — 例如 过去 7 天、过去 2 周 或 本次冲刺
  • {{OUTPUT_FOLDER}} — 例如 /Product/ReleaseNotes

提示

  • 良好的工单卫生 = 更好的发布说明。描述中写明“用户现在可以…”,效果最佳。
  • 与 update-knowledge-base 搭配使用,可标记每次发布后需要更新的帮助文章。
  • 对于 API/webhook 变更,将这些工单放在单独的标签中——本技能会为其分配独特的技术语气。

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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