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amplitude/builder-skills

Erstellt umfassende Amplitude-Dashboards aus Anforderungen oder Zielen, organisiert Diagramme in logische Abschnitte mit passenden Layouts. Verwenden Sie dies, um ein vollständiges Dashboard von Grund auf zu erstellen oder vorhandene Diagramme zu einer kohärenten Ansicht zusammenzustellen.

Was ist builder-skills?

Diese Fähigkeit ermöglicht es KI-Agenten, vollständige Amplitude-Dashboards zu erstellen, die aus Sammlungen von Diagrammen bestehen. Sie ist nützlich für Entwickler und Produktmanager, die schnell Dashboards für neue Teams, Initiativen, Executive-Reporting oder Review-Kadenzen aufbauen möchten. Die Fähigkeit führt den Agenten durch fünf Schritte: Discovery, Definition des Dashboard-Zwecks, Sammeln oder Erstellen von Diagrammen, Planung des Layouts und Erstellung des Dashboards mit Kontext. Sie unterstützt die Arbeit mit vorhandenen Diagrammen (durch Suche und Abruf) oder den Greenfield-Bau mit `query_dataset` und speichert Diagramme effizient in Batches. Plattform: Amplitude (über die Amplitude-Integration im KI-Agenten). Die Fähigkeit betont die Organisation in logische Abschnitte (z. B. Zusammenfassung, Trends, Aufschlüsselung, Details) und die Verwendung von Layout-Richtlinien für konsistente, benutzerfreundliche Dashboards. Sie behandelt auch häufige Probleme wie Abfragefehler und fehlende Daten.

Funktioniert mit~Claude Code~Codex CLI~Cursor
Part ofDesign & UI
npx skills add https://github.com/amplitude/builder-skills/tree/HEAD/analytics-skills/skills/create-dashboard
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Dokumentation

Dashboard erstellen

Erstellen Sie neue Team- oder Initiativen-Dashboards, organisieren Sie verstreute Diagramme, bauen Sie Executive-Reporting auf oder richten Sie Dashboards für Review-Kadenz ein.

Anleitung

Schritt 0: Discovery (falls die Funktion nicht vertraut ist)

Verstehen Sie vor dem Bau, was Sie verfolgen:

  • Suchen Sie nach vorhandenen Dashboards/Diagrammen zum Thema
  • Suchen Sie nach relevanten Ereignissen: Amplitude:search mit entityTypes: ["EVENT", "CUSTOM_EVENT"]
  • Verwenden Sie get_event_properties, um verfügbare Eigenschaften für die Segmentierung zu verstehen
  • Fragen Sie den Benutzer nach Klärung der primären Ziele, wichtigen Segmente oder Zeithorizonte

Schritt 1: Dashboard-Zweck definieren

Klären Sie:

  • Wer ist die Zielgruppe?
  • Welche Entscheidungen werden davon beeinflusst?
  • Wie häufig wird es überprüft?
  • Wie ist die narrative Struktur?

Schritt 2: Diagramme sammeln oder erstellen

Wenn vorhandene Diagramme gefunden wurden (>5 relevant):

  • Verwenden Sie Amplitude:search, um relevante vorhandene Diagramme zu finden
  • Verwenden Sie Amplitude:get_charts, um deren Definitionen abzurufen
  • Identifizieren Sie Lücken, die neue Diagramme benötigen

Wenn wenige/keine Diagramme vorhanden sind (<5 relevant):

  • Wechseln Sie in den „Greenfield-Build"-Modus
  • Verwenden Sie Amplitude:query_dataset, um benötigte Diagramme zu erstellen
  • Speichern Sie alle Diagramme mit Amplitude:save_chart_edits, bevor Sie das Dashboard erstellen
  • Erwägen Sie, zuerst nach relevanten Ereignissen mit entityTypes: ["EVENT", "CUSTOM_EVENT"] zu suchen

Neue Diagramme erstellen:

  • Prototyp mit query_dataset, um Daten zu verifizieren
  • Speichern Sie in Batches mit save_chart_edits (effizienter)
  • Sammeln Sie alle Diagramm-IDs, bevor Sie das Dashboard erstellen

Schritt 3: Layout planen

Organisieren Sie in logische Abschnitte:

  1. Zusammenfassungszeile: Wichtige Metriken auf einen Blick (Übersichtsansicht)
  2. Trend-Abschnitt: Wie sich Dinge ändern
  3. Aufschlüsselungsabschnitt: Segmente und Dimensionen
  4. Detailabschnitt: Unterstützende Analysen

Schritt 4: Dashboard erstellen

Verwenden Sie Amplitude:create_dashboard mit:

  • Klarem, beschreibendem Namen
  • Zeilen mit geeigneten Höhen (375, 500, 625 oder 750px)
  • Diagrammen, die angemessen dimensioniert sind (3-12 Spalten)
  • Rich-Text-Überschriften für Abschnitte
  • Diagrammanzeigekonfigurationen in chartMetas:
    • metric_only: Headline-KPIs (einzelne Zahl)
    • series: Trendlinien (Standardansicht)
    • converted: Trichter (Conversion-Ansicht)
    • table: Datentabellen

Schritt 5: Kontext hinzufügen

Fügen Sie Rich-Text-Blöcke hinzu für:

  • Dashboard-Zweck und Zielgruppe
  • Interpretation wichtiger Metriken
  • Links zu verwandten Ressourcen
  • Zuletzt aktualisiert oder Überprüfungszeitplan

Layout-Richtlinien

InhaltstypEmpfohlene BreiteEmpfohlene Höhe
Headline-Metrik3-4 Spalten375px
Trend-Diagramm6-12 Spalten500px
Vergleichsdiagramm6 Spalten500px
Detaillierte Tabelle12 Spalten625px
Abschnittsüberschrift12 Spalten375px

Best Practices

  • Platzieren Sie die wichtigsten Metriken oberhalb der Falz
  • Verwenden Sie konsistente Diagrammgrößen innerhalb von Zeilen
  • Gruppieren Sie zusammengehörige Metriken
  • Fügen Sie erklärenden Text für komplexe Metriken hinzu
  • Fragen Sie den Benutzer nach Fokusbereichen, wenn mehrere gültige Ansätze existieren
  • Erstellen Sie Diagramme in Batches, um Toolaufrufe zu minimieren

Häufige Probleme

Abfragefehler (500/400):

  • Vereinfachen: Entfernen Sie komplexe groupBy, reduzieren Sie Datumsbereiche, vermeiden Sie verschachtelte Eigenschaften
  • Überprüfen Sie zuerst die Existenz von Ereignissen/Eigenschaften mit der Suche
  • Verwenden Sie eventsSegmentation mit groupBy anstelle von dataTableV2 für Top-N-Listen

Keine Daten zurückgegeben:

  • Überprüfen Sie, ob Ereignisnamen exakte Übereinstimmungen sind (Groß-/Kleinschreibung beachten)
  • Stellen Sie sicher, dass der Datumsbereich den Zeitraum abdeckt, in dem Ereignisse verfolgt wurden
  • Bestätigen Sie, dass Benutzersegmente nicht zu restriktiv sind

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

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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