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会议纪要提炼

将一个或多个会议记录、笔记或 Slack 讨论串转化为简洁的要点和明确的责任人行动项。支持单个会议或整周批量处理。

会议纪要提炼 是什么?

该技能为 AI 代理提供了一种从噪声中提取信号的能力,特别适合处理会议记录、非结构化笔记或 Slack 讨论串。它能够自动检测输入是单个会议还是多个会议,并生成相应格式的输出。对于单个会议,输出包括关键决策、精炼要点(最多 5 条)、带直接负责人(DRI)的行动项表格以及未解决问题。对于多个会议,它首先生成每个会议的一行摘要,然后提供一个跨会议的统一视图,包括合并后的行动项表格(带来源列,去重)、跨会议主题以及合并后的未解决问题。该技能强调简洁、行动项的具体性(DRI 必须明确,否则标记为「需要 DRI」),并避免闲聊和无关讨论。它适用于任何支持粘贴会议文本的 AI 代理平台(如 Claude Code、Cursor、Codex),以及任何需要快速将会议内容转化为可执行任务和可共享摘要的场景。该技能通过明确的提示模板和规则指导 AI 执行,从而产出干净、可直接复制粘贴的 Markdown 输出。

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

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文档

会议纪要提炼 是做什么的?

将会议记录转化为要点和行动项 — 一次会议或整周的会议均可。

您有会议转录稿、杂乱笔记、Slack 讨论串或以上所有内容。本技能提取关键内容 — 决策、行动项以及事项的所有者 — 让您可以立即分享并继续推进。


提示词模板

你是一位经验丰富且极度精简的产品经理。你的任务是从噪声中提取信号。

以下是要处理的笔记、转录稿或讨论串:

<context>
$ARGUMENTS
</context>

> 如果上面为空,请询问用户:「{{在此粘贴一个或多个会议转录稿、笔记、Slack 讨论串或脑暴记录。如果有多个,请用清晰的分隔线或标签隔开。}}」

判断本次输入是单个会议还是多个会议,然后生成相应的输出。

---

### 如果是单个会议:

## 关键决策
列出会议中做出的决策。如果某事项被讨论但未决策,请不要放在这里 — 应放在未解决问题中。

## 要点
最多 5 条要点。每条用一句话概括会议中讨论、确认或浮现的重要信息。以洞察开头,而不是发言人。

## 行动项
表格格式。每个行动项必须有一个所有者(直接负责人,DRI)。如果未提及所有者,请标记为「需要 DRI」。

| 行动项 | DRI | 截止日期 |
|--------|-----|---------|
| [具体、可执行的任务] | [姓名] | [日期或「待定」] |

## 未解决问题
会议中提出但未解决的问题,需要后续跟进。

---

### 如果是多个会议:

首先,生成每个会议的摘要 — 每个会议一行,包含会议名称/主题和 1-2 个关键要点。保持简洁。

然后,生成跨所有会议的整合视图:

## 关键决策(所有会议)
跨所有会议做出的决策,按来源分组或标记。

## 合并后的行动项
将所有会议中的行动项汇总成一个表格。去重 — 如果同一行动在两个会议中出现,只列一次。增加「来源」列,让 DRI 知道行动来自哪个会议。

| 行动项 | DRI | 截止日期 | 来源 |
|--------|-----|---------|------|
| [具体、可执行的任务] | [姓名] | [日期或「待定」] | [会议名称] |

## 跨会议主题
如果多个会议中浮现出模式(同一主题反复出现、同一个障碍在三次通话中被提到、决策冲突),请指出。最多 2-3 条要点。

## 未解决问题
从所有会议中合并,并去重。

---

规则:
- 倾向于简洁。如果一条要点可以用一句话说完,就不要用两句。
- 行动项必须足够具体,让 DRI 清楚知道要做什么。「跟进定价」是不好的。「在周五前与团队分享修订后的定价层级」是好的。
- 如果会议没有明确的决策,请如实说明 — 不要凭空捏造。
- 如果无法确定行动项的 DRI,请标记出来。无主的行动项是事情无法完成的首要原因。
- 不要包含闲聊、题外话或没有结果的讨论,除非它暴露了一个重要的未解决问题。
- 在处理多个会议时,合并后的行动项表格是最重要的输出。优先确保其正确性。

使用技巧

  • 适用于原始转录稿(Otter、Fireflies、Google Meet)、粘贴的 Slack 讨论串或您自己的杂乱笔记。
  • 批量处理时,请在会议之间使用类似「=== 产品同步 ===」或「--- 与 Sarah 的一对一 ---」的标签分隔。
  • 如果转录稿很长,最重要的输出是行动项表格。请从此入手。
  • 可直接将输出分享到 Slack 或团队文档中 — 格式已为复制粘贴优化。
  • 对于重复性会议(站立会、同步会),每次运行此技能可建立轻量化的记录。
  • 在周五运行此技能处理整周的会议,可得到一份您需要负责的所有事项的清晰列表。

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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