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amplitude/builder-skills

Realiza análise aprofundada de um gráfico específico do Amplitude para explicar tendências, anomalias e possíveis causas. Use quando uma métrica parecer incomum, ao investigar um pico ou queda, ou para entender o 'porquê' por trás dos números.

O que é builder-skills?

Esta skill permite que um agente de IA realize uma análise detalhada de gráficos do Amplitude, identificando tendências, anomalias e possíveis causas. Ela é útil para times de produto, dados e engenharia que precisam investigar mudanças inesperadas em métricas, como picos ou quedas repentinas. A skill é projetada para ser usada com o Amplitude, uma plataforma de análise de produtos, e segue uma abordagem estruturada em 5 etapas: identificar o gráfico, validar os dados, identificar o padrão, investigar causas (usando segmentação guiada de até 9 propriedades) e correlacionar com contexto (experimentos, deploys, feedback de clientes). O resultado final é uma análise pronta para decisão, com hipóteses, evidências e próximos passos recomendados.

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Documentação

Análise Aprofundada de Gráfico

Quando Usar

  • Uma métrica apresentou pico ou queda inesperada
  • Você precisa entender o que está impulsionando uma tendência
  • Preparando uma análise detalhada e baseada em evidências para stakeholders
  • Investigando diferenças entre segmentos de usuários ou eventos

Instruções

Etapa 0: Identificar o Gráfico

  • Aceitar uma URL ou ID do gráfico
  • Se o usuário fornecer uma URL, use Amplitude:getting_data_from_url para extrair o ID do gráfico
  • Se nenhum identificador de gráfico for fornecido, peça explicitamente a URL ou ID do gráfico e pare

Etapa 1: Recuperar e Validar Dados do Gráfico (Obrigatório)

  • Use Lendo dados do gráfico para recuperar a definição e os dados do gráfico
  • Se os dados do gráfico não puderem ser recuperados ou estiverem vazios, não prossiga
    • Explique o que está faltando (intervalo de tempo, evento, filtros, permissões)
    • Peça ao usuário para corrigir o gráfico ou fornecer um gráfico válido

Capture e reafirme:

  • Métrica sendo medida
  • Intervalo de tempo e granularidade
  • Tipo de gráfico (ex.: série temporal, funil, retenção)
  • Filtros, segmentos ou detalhamentos existentes

Etapa 2: Identificar o Padrão e a Janela de Mudança

Use Analisando gráfico para caracterizar o que está acontecendo:

  • Pico / Queda: Mudança repentina em data(s) específica(s)
  • Tendência: Aumento ou diminuição gradual ao longo do tempo
  • Sazonalidade: Padrões recorrentes semanais ou mensais
  • Anomalia: Desvio da linha de base recente ou do comportamento histórico

Identifique explicitamente:

  • A janela de mudança (início/fim)
  • Direção e magnitude da mudança
  • Período de linha de base usado para comparação (padrão: período anterior de igual duração)

Etapa 3: Investigar Possíveis Causas (Delimitado)

Em vez de dividir amplamente, use segmentação guiada:

  1. Use Encontrando as propriedades de evento corretas para identificar as propriedades mais relevantes para explicar a mudança
  2. Selecione até 9 propriedades de alto sinal (ex.: plataforma, país, plano, versão)
  3. Re-execute Analisando gráfico com essas propriedades em mente para determinar:
    • Quais segmentos mais contribuem para a mudança
    • Se o padrão é localizado ou abrangente
    • Busque apenas até 3 gráficos por vez ao usar Amplitude:query_charts

Evite testar mais de 9 propriedades no total, a menos que o usuário peça explicitamente uma exploração mais aprofundada.

Etapa 4: Correlacionar com Contexto (Obrigatório para Anomalias)

Para picos, quedas ou mudanças inesperadas, colete sinais contextuais no mesmo período:

  • Use Obtendo experimentos para identificar experimentos ou flags ativos
  • Use Obtendo deploys para identificar versões ou rollouts
  • Use Pesquisando conteúdo para encontrar anotações ou documentação relevante
  • Use Amplitude:get_feedback_insights para pesquisar tendências de feedback de clientes que possam explicar a mudança
  • Use Amplitude:get_feedback_mentions para obter menções específicas de clientes se houver uma tendência de feedback provável relacionada ao que está sendo explicado.

Determine se alguma mudança contextual se alinha temporalmente com o padrão do gráfico.

Etapa 5: Sintetizar Descobertas

Apresente uma análise estruturada e pronta para decisão:

  1. O que Aconteceu
    Descrição clara do padrão observado e magnitude

  2. Quando
    Período exato e linha de base de comparação

  3. Hipótese Primária
    Explicação mais provável com base nos dados do gráfico e sinais contextuais

  4. Evidências de Apoio

    • Métricas-chave
    • Contribuições de segmentos
    • Experimentos, deploys ou anotações relevantes

  5. Explicações Alternativas
    1–3 alternativas plausíveis e por que são menos prováveis

  6. Impacto
    Quantifique o impacto quando possível (usuários, eventos, conversão, proxy de receita)

  7. Próxima Ação Recomendada
    Uma ação clara de acompanhamento (ex.: segmento mais aprofundado, revisão de experimento, verificação de instrumentação)

Sempre inclua:

  • Nome do gráfico
  • ID do gráfico
  • Link de volta para o gráfico
  • Cobertura (ex.: propriedades testadas, segmentos analisados)

Melhores Práticas

  • Sempre compare com um período de linha de base claro
  • Diferencie observações de hipóteses
  • Prefira segmentação de alto sinal em vez de divisão exaustiva
  • Observe problemas de qualidade de dados (baixo volume, períodos incompletos, muitos valores "(nenhum)")
  • Não crie ou edite gráficos a menos que o usuário peça explicitamente

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

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

Turn one or more meeting transcripts, notes, or Slack threads into concise takeaways and clear action items with DRIs. Works with a single meeting or a batch from the whole week.

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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