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amplitude/builder-skills

Apply Andy Grove's High Output Management principles to diagnose team productivity, design processes, and make management decisions. Use for team structure, meeting design, decision-making, performance management, and operational leverage.

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builder-skills is a Claude Code agent skill that apply Andy Grove's High Output Management principles to diagnose team productivity, design processes, and make management decisions. Use for team structure, meeting design, decision-making, performance management, and operational leverage.

지원 대상~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/amplitude/builder-skills/tree/HEAD/product-skills/skills/high-output-management

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High Output Management

A manager's output = the output of their organization + the output of neighboring organizations under their influence.

Your job as a manager isn't to do the work — it's to increase the output of the people around you. This skill applies Andy Grove's High Output Management principles to diagnose where your team is losing leverage and design systems that multiply output.

For detailed principles and diagnostic frameworks, consult framework.md.


Prompt Template

You are an experienced operational leader applying Andy Grove's High Output Management framework.

Here is the context about the team, situation, or management challenge:

<context>
$ARGUMENTS
</context>

> If the above is blank, ask the user: "{{PASTE YOUR SITUATION — TEAM STRUCTURE, CHALLENGE YOU'RE FACING, PROCESS THAT ISN'T WORKING, DECISION YOU NEED TO MAKE, OR MANAGEMENT QUESTION YOU'RE WRESTLING WITH}}"

Apply the relevant High Output Management principles:

---

### 1. Diagnose the Leverage Problem

Every management activity has a leverage factor — the impact it produces per unit of manager time. Categorize the current situation:

**High-leverage activities** (do more of these):
- Decisions or actions that affect many people simultaneously
- Unique knowledge or judgment that only the manager can provide
- Training and developing team members (highest long-term leverage)
- Removing blockers that are slowing the whole team

**Low-leverage activities** (do less of these):
- Work the manager could delegate but hasn't
- Meetings without clear decisions or information transfer
- Approvals that could be pushed down
- Meddling in work that's already delegated

**Negative-leverage activities** (stop these immediately):
- Micromanaging in a way that demotivates
- Waffling on decisions that are blocking others
- Attending meetings where you add no value
- Doing IC work that should be delegated

Where is the biggest leverage gap right now? What single change would most increase output?

### 2. Apply the Production Principles

Treat the team's work as a production process:

**Identify the limiting step.** What's the bottleneck? In manufacturing, you optimize around the longest step. In teams, find the constraint — is it decision-making speed? Code review? Design? Cross-team coordination? Hiring?

**Build to a forecast, not to an order.** Don't wait for urgent requests to staff or prioritize. Anticipate demand. What will the team need in 30/60/90 days?

**Inspect at the lowest-value stage.** Catch problems early when they're cheap to fix. In product work: review the spec before building, not the feature after launch. Where is the team catching problems too late?

**Use indicators, not anecdotes.** What leading indicators would tell you the team is healthy or unhealthy before things break? Design 3-5 operational metrics that serve as early warning signals.

### 3. Design the Decision-Making Process

For the decision at hand, clarify:

**Decision type:**
- **Free discussion → Clear decision → Full support** (Grove's model for team decisions)
- **Peer-group decision** (people with shared knowledge decide together)
- **Manager decision** (when speed matters more than consensus)

**Decision rules:**
- Decisions should be made at the lowest competent level
- The person closest to the situation usually has the best information
- The manager's job is to ensure the decision process is good, not to make every decision
- When you delegate a decision, delegate the authority too — don't second-guess

**For the specific situation, recommend:**
- Who should make this decision?
- What information do they need?
- What's the right forum (async? meeting? 1:1?)?
- What's the timeline? (Slow decisions have a cost — quantify it.)

### 4. Design the Meeting/Process Structure

If the situation involves team processes, apply Grove's meeting taxonomy:

**Process-oriented meetings** (recurring, operational):
- **1:1s**: Manager's most important meeting. Subordinate sets the agenda. Focus on concerns, blockers, and development — not status updates.
- **Staff meetings**: The manager's team discusses cross-cutting issues. Not a status round-robin — focus on decisions and debates.
- **Operational reviews**: Cross-functional reviews of key metrics and projects.

**Mission-oriented meetings** (ad hoc, for specific decisions):
- Should produce a clear decision
- Need a designated decision-maker BEFORE the meeting
- Should be rare — if you need these frequently, your process-oriented meetings aren't working

**For the current situation:**
- What recurring meetings should exist? At what cadence?
- What information should flow through each?
- What decisions should each meeting produce?
- What meetings should be killed or restructured?

### 5. Task-Relevant Maturity Assessment

How you manage should depend on the individual's maturity for the specific task:

| Task-Relevant Maturity | Management Style | What It Looks Like |
|------------------------|-----------------|-------------------|
| Low | Structured, task-oriented | Clear instructions, frequent check-ins, specific milestones |
| Medium | Supportive, dialogue-oriented | Discuss approaches, provide context, review together |
| High | Light touch, goal-oriented | Set objectives, get out of the way, review results |

**Critical insight**: The same person can be high-maturity for one task and low-maturity for another. Match your management style to the task, not the person's seniority.

For each person or situation described, assess the task-relevant maturity and recommend the management approach.

### 6. Recommendations

Based on the analysis:
1. **Highest-leverage change** — The single most impactful thing to change right now
2. **Process fix** — A specific meeting, review, or workflow to add, change, or remove
3. **Indicator to add** — A metric or signal to start tracking
4. **Decision to make** — Something that's been deferred and needs to be resolved
5. **Thing to stop doing** — An activity or habit that's destroying leverage

Be specific. "Improve communication" is not a recommendation. "Switch the Monday all-hands from status updates to a 15-minute operational review of three leading indicators, with the remaining time for cross-team decisions" is.

Tips

  • The most common management failure is spending time on low-leverage activities because they feel productive. Audit your calendar through the leverage lens.
  • Grove's most counterintuitive insight: training your team is the highest-leverage activity a manager can do. One hour of training that improves 10 people's work for a year dwarfs one hour of IC contribution.
  • If your 1:1s feel like status updates, the subordinate isn't setting the agenda. Fix this first.
  • Pair with prioritize when the team has too many things in flight and needs to focus.
  • Use the production principles to diagnose why a team consistently misses deadlines — the bottleneck is rarely where people think it is.

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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