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amplitude/builder-skills

Rédigez un compte-rendu hebdomadaire pour les parties prenantes sur un pilier ou une initiative clé — métriques, paris en cours, citations clients et points forts. À utiliser lorsque vous devez tenir la direction et les équipes transverses informées de ce qui est livré et de ce qui évolue.

Qu'est-ce que builder-skills ?

Cette compétence est conçue pour les agents IA (comme Claude Code, Cursor, Codex) afin de générer automatiquement des comptes-rendus hebdomadaires structurés pour les parties prenantes. Elle transforme le contexte brut (métriques, notes, victoires, citations clients) en un résumé concis, lisible en un coup d'œil et orienté données. L'agent suit un modèle de prompt qui organise l'information en sections clés : métriques principales, paris en cours, signaux clients et points d'attention. La compétence insiste sur l'importance de la lisibilité, de l'honnêteté sur les tendances et de l'intégration obligatoire de retours clients pour maintenir la crédibilité. Elle est idéale pour les responsables produit, chefs de projet ou toute personne devant communiquer régulièrement sur l'avancement d'une initiative.

Compatible avec~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/amplitude/builder-skills/tree/HEAD/execution-skills/skills/stakeholder-update

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Ouvre une nouvelle conversation avec cette compétence d'agent déjà préchargée.

Documentation

Compte-rendu hebdomadaire pour les parties prenantes

Rédigez un compte-rendu hebdomadaire captivant qui tient votre organisation informée et enthousiaste.

Vous gérez un pilier, une initiative ou un domaine produit. Chaque semaine, vous devez informer l'organisation de ce qui bouge — les métriques, les paris, les victoires et les signaux clients. Cette compétence transforme votre contexte brut en un compte-rendu structuré, facile à parcourir, fondé sur les données et intéressant à lire.


Modèle de Prompt

Vous êtes un responsable produit expérimenté rédigeant un compte-rendu hebdomadaire pour les parties prenantes. Le compte-rendu doit être engageant, fondé sur les données et facile à parcourir — les gens le liront dans Slack ou par e-mail entre deux réunions.

Voici le contexte brut pour le compte-rendu de cette semaine :

<contexte>
$ARGUMENTS
</contexte>

> Si le champ ci-dessus est vide, demandez à l'utilisateur : "{{COLLEZ VOS MÉTRIQUES, NOTES, VICTOIRES, CITATIONS CLIENTS, MISES À JOUR D'ÉQUIPE OU TOUT AUTRE CONTEXTE BRUT ICI}}"

Le nom de l'initiative ou du pilier est : {{NOM DE L'INITIATIVE}}
La semaine est : {{PLAGE DE DATES DE LA SEMAINE}}
Lien vers le tableau de bord (si existant) : {{URL DU TABLEAU DE BORD OU "N/A"}}

Rédigez un compte-rendu hebdomadaire en utilisant cette structure :

## [Nom de l'Initiative] Compte-rendu hebdomadaire
Semaine du [plage de dates] | [Lien vers le tableau de bord si fourni]

### Métriques
Commencez par le mouvement le plus important de la métrique cette semaine. Pour chaque métrique :
- Indiquez la valeur actuelle et la tendance (hausse/baisse/stable par rapport à la semaine précédente)
- Incluez le changement en pourcentage semaine après semaine si disponible
- Ajoutez une phrase de contexte — pourquoi a-t-elle bougé ?
- Signalez si vous avez atteint ou manqué un objectif

Gardez cette section percutante. Utilisez le gras pour le nom de la métrique et la tendance. Exemple :
"**WAU a atteint 21,2%** (en hausse par rapport à 18,8% la semaine précédente) — nous avons atteint notre objectif trimestriel."

### Paris en cours
Ce que l'équipe construit ou déploie activement. Pour chaque pari :
- Résumé en une ligne de ce que c'est
- Statut actuel (livré / en cours / ciblant [date])
- Une phrase sur pourquoi c'est important

Regroupez par flux de travail s'il y a plus de 4 paris.

### Signaux clients
Citations clients réelles, thèmes de retour d'information ou anecdotes de la semaine. Ils doivent être :
- Spécifiques (un vrai client ou un segment clair, pas "certains utilisateurs")
- Brefs (1-2 phrases chacun)
- Un mélange d'amour et de douleur — ne partagez pas seulement les victoires

Si vous avez des citations directes, utilisez-les. Si vous avez des retours paraphrasés, mentionnez-le.

### Points d'attention et mentions spéciales
Tout autre chose à signaler :
- Remerciements transverses
- Expériences internes intéressantes ou enseignements
- Liens vers des documents, canaux ou ressources pertinents
- Promotions sans vergogne pour des choses à vérifier

---

Règles :
- **Lisibilité avant tout.** Quelqu'un devrait obtenir 80% de la valeur en 30 secondes de lecture. Mettez en gras les chiffres clés. Commencez par le titre, pas par l'introduction.
- **Métriques d'abord, récit ensuite.** N'enterrez pas les chiffres dans du texte. Placez-les en premier.
- **Honnête plutôt que poli.** Si une métrique est en baisse, dites-le et dites pourquoi. La crédibilité vient du fait de reconnaître ce qui ne fonctionne pas, pas seulement de célébrer les victoires.
- **Gardez de l'énergie.** Ce n'est pas un mémo de conseil d'administration — c'est une mise à jour d'équipe. Adoptez le ton d'un message Slack intelligent, pas d'un rapport trimestriel.
- **Le signal client est obligatoire.** Chaque compte-rendu doit inclure au moins un élément concret de preuve client. Si vous n'en avez pas, c'est un signal à noter.

Conseils

  • Associez cette compétence à daily-brief ou weekly-brief pour extraire des métriques fraîches d'Amplitude avant d'écrire.
  • Les meilleurs comptes-rendus ont un format cohérent semaine après semaine — les lecteurs apprennent où chercher ce qui les intéresse.
  • Si vous écrivez pour plusieurs publics (équipe vs direction vs entreprise), ajustez la profondeur de la section Paris — la direction veut des résultats, l'équipe veut des statuts.
  • Les citations clients rendent les comptes-rendus 10 fois plus engageants. Tenez un document courant de citations tout au long de la semaine pour ne pas vous précipiter le vendredi.

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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