Communitygithub.com

amplitude/builder-skills

交叉引用最近交付的工单与帮助中心和更新日志,检测过时文章、缺失文档和未记录的功能。在可能的情况下建议更新并编写草稿。建议在每次发布后或按周频率使用。

builder-skills 是什么?

这个技能旨在解决每次发布后产生的文档债务问题。它会自动读取最近交付的工单(例如来自 Linear、Jira 或 GitHub Issues),然后对比帮助中心和更新日志,准确识别哪些文章已经过时、哪些新功能缺少文档,以及哪些 UI 引用已失效。最后,它会为每个文档差距生成更新建议,并附上可能的草稿段落。该技能支持通过 MCP 集成 Linear、Jira、GitHub Issues、Google Drive 和浏览器,输出为 Markdown 文件,可通过调度器按周或每次发布后自动运行。对于开发团队和文档作者来说,这是一个高效的文档审计和更新工具。

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

在你喜欢的 AI 中提问

打开一个已预加载此 Agent Skill 的新对话。

文档

更新知识库

自动检测文档缺少的内容——并起草更新。

每次发布都会产生文档债务。该技能读取你最近交付的工单,将其与帮助中心和更新日志进行比对,并准确地告诉你哪些文章已过时、哪些功能缺少文档,以及需要写什么。


提示模板

/计划

### 步骤 1 — 读取最近交付的工作
检查 {{TICKET_SOURCES}} 在过去 {{TIME_WINDOW}} 内已交付、完成或合并的项。
对于每一项:功能名称、为用户带来的变化的一句话描述、受影响的产品领域。

### 步骤 2 — 读取当前文档
- 帮助中心:{{HELP_CENTER_URL}}
- 更新日志:{{CHANGELOG_URL}}
- 最近 90 天内修改的云端文档:{{DOCS_FOLDER}}

### 步骤 3 — 检测差距
**过时文章** — 描述已发生变化流程的文档
**缺失文章** — 已发布但无文档的功能
**失效的 UI 引用** — 提及已不存在的 UI 元素的文章

### 步骤 4 — 编写更新建议
针对每个差距:
**[文章标题或“需要新文章”]**
状态:过时 / 缺失 / 失效的 UI 引用
受影响的功能:[来自工单]
变化内容:[1 句话 —— 现在与文档描述之间的差异]
建议更新:[如果可能,起草更新的段落]

### 步骤 5 — 保存
将 DocUpdates_YYYY-MM-DD.md 保存到 {{OUTPUT_FOLDER}},顶部包含汇总表:
| 文章 | 状态 | 优先级 | 建议操作 |

优先级:主要功能缺少文档 = 高。过时的步骤 = 高。次要措辞 = 低。
完成后返回云端文档链接。

设置

字段值
所需的 MCPLinear / Jira / GitHub Issues、Google Drive、浏览器
输出DocUpdates_YYYY-MM-DD.md → /Product/Docs/Updates
调度器每周,或每次发布后

需要填写的占位符

  • {{TIME_WINDOW}} — 例如 过去 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

提示

  • 配合 release-notes-generator 使用 —— 每次发布后同时运行两者。
  • 优先级列有助于你的技术写作人员在不阅读每条建议的情况下进行分类。
  • 如果你的帮助中心在 Notion 或 Confluence 上,将其连接为 MCP 以获得更丰富的读取权限。

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.

相关技能