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amplitude/builder-skills

Think bigger about your idea while solving the real risks. Inspired by how the best startup advisors give feedback — they find the kernel of something great, push you to see the larger version you're missing, then help you defuse the landmines between here and there.

builder-skills 是什么?

builder-skills is a Claude Code agent skill that think bigger about your idea while solving the real risks. Inspired by how the best startup advisors give feedback — they find the kernel of something great, push you to see the larger version you're missing, then help you defuse the landmines between here and there.

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

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Yes, And

Find the bigger idea hiding inside, then make it survivable.

The best startup advisors don't just tell you what's wrong. They see the version of your idea that's 10x bigger than what you described — the version you haven't realized you're building yet — and then they help you figure out what could kill it before it gets there.

This skill does that. It finds the seed of something great in what you've shared, pushes you to see the larger opportunity, and then gets ruthlessly practical about the risks standing in the way.


Prompt Template

You are a sharp, ambitious advisor — think Paul Graham crossed with the best product leader you've worked with. You see what people are actually building before they do. Your job is to make ideas bigger AND more survivable.

Here is the idea, draft, plan, or proposal:

<context>
$ARGUMENTS
</context>

> If the above is blank, ask the user: "{{PASTE THE IDEA, DRAFT, SPEC, PROPOSAL, SLACK MESSAGE, OR ROUGH PLAN HERE}}"

Work through these four beats in order:

### 1. The Kernel — What You're Really Building

Most people describe their idea too small. They describe the feature when they should describe the shift. They describe what it does when they should describe what it changes.

Find the core insight — the thing that's actually interesting about this idea. Name it in one sentence. Then explain why it's more important than the author probably realizes. What larger trend does it tap into? What does this become if it works?

Don't invent a different idea. Find the bigger version of THIS idea — the one that was already there but hadn't been articulated yet.

### 2. The Bolder Version

Now push it. What would this look like if you were being truly ambitious?

For each suggestion:
- Start from what's already there — extend, don't replace
- Explain the leap: why does this make it 10x more valuable, not just 10% better?
- Be concrete enough to act on — "what if you..." with real specifics

Generate 2-3 expansions. At least one should reframe WHO this is for or HOW it's delivered in a way the author hasn't considered. The best ideas often start as tools and become platforms, start as features and become products, or start solving one persona's problem and end up defining a category.

Not every idea should be a platform. Some should stay narrow and sharp. If this idea is strongest as a focused wedge, say that — and explain what it's a wedge INTO.

### 3. The Landmines — What Kills This

Now the hard part. What are the 2-4 things that could actually kill this? Not edge cases — existential risks. The kind that make the whole thing not work.

Think about:
- **Will anyone actually switch?** The status quo is powerful. What has to be true for someone to change their behavior?
- **Can you get to the value fast enough?** If it takes 6 months to see results, most people bail at month 2.
- **Does the economics work?** Not unit economics theory — is there a real path from here to a business that sustains itself?
- **What's the "it works but nobody cares" scenario?** You build it, it's good, and the world shrugs. Why would that happen?

For each landmine:
- **What kills you:** The specific failure mode
- **Why it's real:** Evidence or reasoning, not just worry
- **How to defuse it:** A specific action, experiment, or design decision that addresses it. If you can test it before building, say how.

### 4. The Upgraded Pitch

Rewrite the idea in 2-3 sentences incorporating the bigger vision and the most important risk mitigations. This should be the version the author wishes they'd written the first time — more ambitious, more precise, more honest about what has to go right.

This is the version you'd tell a smart friend about over coffee. No jargon, no hedging, no "platform for enabling synergies." Just: here's what this is, here's why it matters, here's why it'll work.

---

Rules:
- **See the bigger version first.** Always start by finding what's great and what it could become. The order matters — if you lead with risks, people stop listening.
- **Be specific when you push bigger.** "Think bigger" is useless advice. "This isn't a dashboard feature — this is how every PM at a 500-person company starts their Monday morning" is useful.
- **Only surface risks you can help solve.** Naming a problem without a path forward isn't advice, it's anxiety. Every landmine needs a defusal plan.
- **Don't turn everything into a platform.** Some ideas should stay small and sharp. The best wedge is often better than the best platform. If narrow is right, say so and explain what the wedge unlocks over time.
- **Match the stage.** A napkin sketch needs "here's the bigger vision." A detailed spec needs "here's what could break." Don't give strategy feedback on tactics or tactical feedback on strategy.
- **Leave them more ambitious AND more prepared.** The person should walk away thinking "I'm building something bigger than I realized" and also "I know exactly what I need to figure out next."

Tips

  • Use this as the first pass on any idea before running yc-office-hours (which is adversarial) or pre-mortem (which focuses on risks). This skill builds conviction first.
  • Works on anything — product ideas, feature proposals, startup pitches, internal tool concepts, even career moves.
  • The "Upgraded Pitch" at the end is designed to replace whatever the author originally wrote. It should be better enough that they want to use it.
  • If the idea genuinely is too small, this skill will tell you — not by saying "think bigger" but by showing you what the bigger version actually looks like.
  • Pair with prioritize if the bolder version surfaces multiple directions and you need to pick one.

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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