Synthèse automatique
Analyse la tâche en cours, en extrait des mots-clés et les confronte à un registre interne de skills pour recommander ceux qu'il faut appliquer.
Points forts
- Extraction structurée du contexte selon quatre axes : action, domaine, technologie et type de problème
- Classement des résultats par priorité et par niveau d'application (obligatoire avant suggéré)
- Sortie explicite « aucun skill trouvé » qui demande de préciser le domaine ou la stack au lieu d'inventer une correspondance
- Outils limités à Read, Grep et Glob : la recommandation reste en lecture seule
Limites
- Ne connaît que les skills listés dans son propre tableau de registre, à maintenir manuellement
- Le matching repose sur des mots-clés : une formulation sans vocabulaire technique risque de ne rien déclencher
- La section finale du document est tronquée, certains skills du registre peuvent manquer
À utiliser en début de tâche, ou lorsqu'un agent ou une commande a besoin de savoir quelles compétences spécialisées mobiliser.
À éviter si le registre de skills n'est pas maintenu à jour ou si vous savez déjà exactement quel skill appliquer.
Analyse de sécurité
SûrThis is a pure documentation/routing skill: it defines a keyword-matching protocol over a static table of local skill paths and uses only read-only file tools. Nothing in it executes commands, touches the network, or handles secrets. The only non-trivial behavior is instructing the agent to load and apply other skill files, which is a legitimate registry pattern but does forward trust to whatever those files contain.
- •Declared tools are read-only (Read, Grep, Glob); no bash, network, or write capability requested.
- •The skill directs the agent to recommend and 'apply' other skills by hardcoded path (.claude/skills/...), which can chain-load additional instruction files whose contents this file does not constrain — a mild trust-propagation surface worth noting, though the referenced paths are local repo paths.
- •No obfuscation, no credential/secret handling, no destructive commands, no safety-disabling language.
Exemples
Match skills for a TDD cycle with zod validation on the payments service.What skills should I apply for a React landing page with animated hero sections?Find skills for debugging a failing Prisma migration in our monorepo.name: skills-registry description: | Dynamic skill discovery and matching for any task context.
Invoke when:
- Starting any task to discover relevant skills
- Need to find specialized skills for current context
- Agent/command needs skill recommendations
Trigger phrases: "match skills", "find skills", "what skills for", "recommend skills", "which capabilities", "skill lookup", "applicable skills"
Examples:
- "Match skills for TDD cycle with zod validation" → outputs backend-zod, backend-vitest
- "What skills for React landing page?" → outputs frontend-master, frontend-aceternity allowed-tools: Read, Grep, Glob
Skills Registry
Dynamic skill matching system. Analyzes task context and recommends skills to apply.
Matching Protocol
Step 1: Extract Context Keywords
From current task/input, identify:
- Action: analyze, fix, create, test, debug, review, implement, setup, deploy
- Domain: frontend, backend, API, database, validation, UI, auth, DevOps
- Tech: React, Next.js, Express, Prisma, tRPC, zod, Playwright, Docker
- Problem: error, bug, issue, failure, lint, type check, debugging
Step 2: Match Against Registry
For each skill in registry:
- Count keyword matches:
(task keywords) ∩ (skill keywords) - Check if task situation matches skill's
whencondition - Match if: ≥2 keywords OR
whenapplies
Step 3: Rank Results
Order matched skills by:
priority: high→ top of listenforcement: required→ abovesuggest- More keyword matches → higher rank
Step 4: Output
When matches found:
Matched skills:
**Required:**
- Apply [Skill] skill — [reason]
**Suggested:**
- Apply [Skill] skill — [reason]
When no matches (< 2 keywords, no when applies):
No skills matched.
Context extracted: [keywords]
Clarify domain or tech stack for better matching.
Skills Registry Data
Core Skills
| Skill | Path | Keywords | When | Priority | Enforcement |
|-------|------|----------|------|----------|-------------|
| feature-analyzer | .claude/skills/feature-analyzer/ | feature, artifacts, spec, plan, tasks, data-model, requirements, context, ux, contracts | Loading feature context OR reading documentation artifacts OR need requirements understanding | high | required |
| code-analyzer | .claude/skills/code-analyzer/ | codebase, structure, dependencies, markers, AICODE, imports, modules, architecture, existing code | Need project structure OR dependency analysis OR find existing AICODE markers OR understand architecture | medium | suggest |
| git | .claude/skills/git/ | branch, commit, push, merge, git, repository, checkout, stash | Any git operation — branch creation, commits, pushes, merges | high | required |
| sequential-thinking | .claude/skills/sequential-thinking/ | complex, analysis, multi-step, root cause, debugging, unclear, diagnosis, investigation | Problem requires 3+ logical steps OR unclear root cause OR multiple valid approaches OR low confidence in solution | medium | suggest |
| context7 | .claude/skills/context7/ | library, documentation, package, npm, pypi, external, api reference, third-party | Need library documentation OR unfamiliar package OR library-related error OR checking correct API usage | medium | suggest |
| self-commenting | .claude/skills/self-commenting/ | AICODE, marker, NOTE, TODO, FIX, annotation, cross-session, context preservation | Writing code that needs context for future sessions OR documenting non-obvious logic OR leaving markers | low | suggest |
Agent & Prompt Skills
| Skill | Path | Keywords | When | Priority | Enforcement |
|-------|------|----------|------|----------|-------------|
| agent-creator | .claude/skills/agent-creator/ | agent, subagent, create agent, agent template, agent design, specialized agent, domain expert | Creating new agents OR designing agent prompts OR configuring agent tools and models | medium | suggest |
| self-improve | .claude/skills/self-improve/ | intent, interpret, vague request, enrich, synthesize, findings, actionable, user request | Interpreting vague user intent OR preparing context for agent generation OR synthesizing actionable insights from project context | medium | suggest |
| prompt-optimizer | .claude/skills/prompt-optimizer/ | prompt, TCRO, prompt engineering, optimize prompt, improve prompt, prompt template, structure prompt | Crafting prompts for code generation OR improving prompts not getting results OR structuring multi-step workflows OR debugging pattern drift | medium | suggest |
Frontend Skills
| Skill | Path | Keywords | When | Priority | Enforcement |
|-------|------|----------|------|----------|-------------|
| frontend-master | .claude/skills/frontend-master/ | frontend, Next.js, React, Tailwind, UI, components, styling, layout | Starting frontend task OR need decision framework for UI components, animations, assets, or theming | high | suggest |
| frontend-shadcn | .claude/skills/frontend-shadcn/ | shadcn, button, input, dialog, form, table, modal, dropdown, Radix, components | Need standard UI components (buttons, inputs, dialogs, forms, tables) OR building React/Next.js UI | low | suggest |
| frontend-aceternity | .claude/skills/frontend-aceternity/ | aceternity, spotlight, aurora, 3D card, hero effects, dramatic, wow factor, landing page | Need dramatic hero effects, spotlights, aurora backgrounds, 3D hover cards, or text reveal animations | low | suggest |
| frontend-magic-ui | .claude/skills/frontend-magic-ui/ | magic ui, number ticker, marquee, bento grid, mockup, Safari, iPhone, shimmer button, SaaS | Need SaaS landing components like number tickers, logo marquees, bento grids, or device mockups | low | suggest |
| frontend-lottie | .claude/skills/frontend-lottie/ | lottie, animation, loader, spinner, success, error, empty state, decorative | Need simple play/loop animations like loading spinners, success checkmarks, or empty state illustrations | low | suggest |
| frontend-rive | .claude/skills/frontend-rive/ | rive, interactive animation, state machine, hover, click, data-driven, toggle, checkbox | Need animations that react to user input (hover, click, drag) OR have multiple states/transitions OR respond to data values | low | suggest |
| frontend-color-system | .claude/skills/frontend-color-system/ | color, palette, theme, brand color, dark mode, WCAG, contrast, accessibility | Setting up project colors OR creating dark mode OR checking WCAG contrast OR generating theme from brand color | low | suggest |
| frontend-google-fonts | .claude/skills/frontend-google-fonts/ | fonts, typography, Google Fonts, font pairing, Inter, Plus Jakarta, headings, body text | Setting up project fonts OR need font pairing recommendations OR optimizing font loading | low | suggest |
| frontend-iconify | .claude/skills/frontend-iconify/ | icon, iconify, lucide, heroicons, SVG, icon search, icon set | Need to find icons by concept OR integrate icon library OR download SVG icons | low | suggest |
| frontend-image-generation | .claude/skills/frontend-image-generation/ | avatar, placeholder, photo, illustration, DiceBear, Unsplash, unDraw, image assets | Need avatars, placeholder photos, or illustrations — use FREE resources first (DiceBear, Unsplash, unDraw) | low | suggest |
| frontend-debug-linting | .claude/skills/frontend-debug-linting/ | lint, ESLint, TypeScript, type check, Prettier, format, debug, console errors | After writing React/Next.js code OR before delivery OR debugging frontend issues | medium | required |
| frontend-playwright | .claude/skills/frontend-playwright/ | playwright, screenshot, browser, visual QA, responsive, viewport, console errors, UI testing | Before delivering UI changes OR need visual verification OR responsive testing OR debugging hydration issues | low | required |
| frontend-design-review | .claude/skills/frontend-design-review/ | design review, UI review, UX, visual polish, accessibility, WCAG, responsive design, component standards | Building new interfaces OR reviewing visual changes OR validating design quality OR accessibility compliance | medium | suggest |
Backend Skills
| Skill | Path | Keywords | When | Priority | Enforcement |
|-------|------|----------|------|----------|-------------|
| backend-master | .claude/skills/backend-master/ | backend, API, server, TypeScript backend, Express, Node.js, microservices | Starting backend task OR need decision framework for APIs, auth, database, validation, logging, testing, or deployment | high | suggest |
| backend-trpc | .claude/skills/backend-trpc/ | tRPC, type-safe API, procedure, router, query, mutation, middleware, end-to-end types | Building full-stack TypeScript API OR need type-safe API without GraphQL OR building internal APIs | low | suggest |
| backend-trpc-openapi | .claude/skills/backend-trpc-openapi/ | OpenAPI, REST, Swagger, API documentation, third-party integration, external clients | Need REST endpoints from tRPC OR Swagger documentation OR third-party integrations need REST | low | suggest |
| backend-zod | .claude/skills/backend-zod/ | zod, validation, schema, input validation, type inference, parse, safeParse, coerce | Validating API inputs OR form data OR environment variables OR any data crossing trust boundaries | low | suggest |
| backend-prisma | .claude/skills/backend-prisma/ | prisma, database, ORM, schema, migration, PostgreSQL, MySQL, SQLite | Need database access with TypeScript types OR running migrations OR querying relational data | low | suggest |
| backend-auth-js | .claude/skills/backend-auth-js/ | auth.js, NextAuth, OAuth, GitHub login, Google login, session, JWT, credentials | Building Next.js app with OAuth OR credentials login OR session management | low | suggest |
| backend-passport-js | .claude/skills/backend-passport-js/ | passport, Express auth, JWT authentication, strategy, bearer token, login, register | Building Express API with JWT auth OR need custom auth strategies OR non-Next.js authentication | low | suggest |
| backend-pino | .claude/skills/backend-pino/ | pino, logging, structured logs, JSON logs, request logging, child logger, redact, observability | Need structured logging for production OR request tracing OR sensitive data redaction | medium | suggest |
| backend-vitest | .claude/skills/backend-vitest/ | vitest, test, unit test, mock, describe, expect, coverage, TDD | Writing unit tests OR testing tRPC procedures OR testing Zod schemas OR need fast test runner | low | suggest |
DevOps Skills
| Skill | Path | Keywords | When | Priority | Enforcement |
|-------|------|----------|------|----------|-------------|
| docker-node | .claude/skills/docker-node/ | docker, container, Dockerfile, docker-compose, deploy, CI/CD, multi-stage, production | Deploying Node.js application OR need consistent dev environment OR setting up CI/CD OR containerizing API | medium | suggest |
Examples
Example 1: TDD with Validation
Input: "Implementing user validation with zod schemas, need unit tests"
Output:
Matched skills:
**Suggested:**
- Apply backend-zod skill — validation, zod matched
- Apply backend-vitest skill — unit test, TDD matched
Example 2: ESLint Errors (Required Enforcement)
Input: "ESLint errors after adding new React component, type check failing"
Output:
Matched skills:
**Required:**
- Apply frontend-debug-linting skill — ESLint, type check matched (enforcement: required)
**Suggested:**
- Apply frontend-master skill — React context
Example 3: Complex Problem (Sequential Thinking)
Input: "Root cause analysis of auth failure, unclear why JWT validation fails"
Output:
Matched skills:
**Suggested:**
- Apply sequential-thinking skill — root cause, unclear, analysis matched
- Apply backend-auth-js skill — auth, JWT matched
- Apply backend-passport-js skill — JWT authentication matched
Du fichier au premier essai
Le téléchargement contient exactement le contenu affiché sur cette fiche. Cette copie peut différer de la dernière version du dépôt source.
Consulter la source et ses fichiers annexesCe téléchargement contient uniquement SKILL.md. Les scripts, références, modèles et dépendances éventuels ne sont pas inclus. Récupérez les fichiers nécessaires depuis la source en conservant leur arborescence avant de poursuivre.
1. Télécharger le fichier
Télécharger SKILL.mdDepuis la racine d’un projet de test, enregistrez le fichier sous .skill-downloads/skills-registry-ms1aw44l/SKILL.md, ou utilisez la commande suivante. Ce dossier sert à examiner la skill avant son installation.
Commande pour macOS/Linux ou WSL : un shell POSIX et curl sont nécessaires. Sous Windows sans WSL, utilisez le bouton de téléchargement et créez le dossier manuellement.
mkdir -p '.skill-downloads/skills-registry-ms1aw44l' && curl --fail --show-error --location 'https://skills-guides.com/api/skills/skills-registry-ms1aw44l/download' --output '.skill-downloads/skills-registry-ms1aw44l/SKILL.md.part' && mv '.skill-downloads/skills-registry-ms1aw44l/SKILL.md.part' '.skill-downloads/skills-registry-ms1aw44l/SKILL.md'2. Vérifier les prérequis
Lisez SKILL.md avant de l’utiliser. Si le fichier cite des scripts ou services externes, examinez-les et préparez les accès nécessaires dans votre environnement de test.
Outils déclarés par l’auteur (à vérifier dans votre agent) : Read, Grep, Glob
Aucune section de prérequis reconnue dans ce fichier. Cela ne signifie pas qu’il est autonome : les bibliothèques, outils et accès peuvent être cités ailleurs dans le contenu ou dans le dépôt source.
Les plateformes de la fiche sont des indications du catalogue. Les chemins ci-dessous suivent la documentation des outils ; ils ne prouvent pas que cette skill y a été exécutée. Aucune version minimale de ces outils n’est attestée pour cette fiche.
3. Charger la skill
Après vérification, copiez le dossier complet dans le projet avec l’une des commandes ci-dessous, puis ouvrez une nouvelle session de l’outil. La commande s’arrête si un dossier du même nom existe déjà : comparez les fichiers avant de le remplacer.
Claude Code
test -f '.skill-downloads/skills-registry-ms1aw44l/SKILL.md' && test -s '.skill-downloads/skills-registry-ms1aw44l/SKILL.md' && mkdir -p '.claude/skills' && test ! -e '.claude/skills/skills-registry' && cp -R '.skill-downloads/skills-registry-ms1aw44l' '.claude/skills/skills-registry'OpenSkills
OpenSkills doit déjà être installé. La procédure locale install/read est contrôlée avec OpenSkills 1.5.0, qui exige Node.js ≥ 20.6.0. Aucun slug du catalogue n’est résolu automatiquement.
Installation officielle d’OpenSkillsopenskills install './.skill-downloads/skills-registry-ms1aw44l'openskills read 'skills-registry-ms1aw44l'La lecture doit afficher le contenu du fichier installé et son dossier de base. Elle ne lance ni la skill ni ses dépendances.
Pour un agent qui lit AGENTS.md, synchronisez ensuite l’index. Cette commande modifie AGENTS.md : relisez le diff avant de l’utiliser.
openskills syncMode manuel ou autre outil : joignez SKILL.md à une conversation, ou ouvrez-le dans un agent capable de lire les fichiers. Ajoutez les ressources annexes nécessaires. Il n’existe pas de dossier universel reconnu par tous les outils.
4. Faire un premier essai
Utilisez une entrée courte et fictive : un endpoint d’API, un petit document ou un brief d’interface. Dans une nouvelle conversation, joignez le fichier ou donnez son chemin à l’agent, puis adaptez cette demande :
Lis .skill-downloads/skills-registry-ms1aw44l/SKILL.md et applique ses instructions à cet exemple : [décrire une entrée de test]. Indique les fichiers, dépendances ou accès qui manquent. Produis le résultat demandé par la skill sans inventer de données ni exécuter de script non examiné.Résultat attendu : une sortie correspondant aux instructions de la skill, ou une liste précise des prérequis manquants. Une simple confirmation de lecture ne valide pas le premier usage. Si une ressource externe est indisponible, ce parcours reste à tester.
Lecteur PDF
Productivite
Lit et extrait le texte de fichiers PDF (rapports, contrats, tableurs). Gère les fichiers locaux, les URL et les pièces jointes WhatsApp. Utilisez-le dès qu'un contenu PDF est nécessaire, même sans demande explicite.
Workflows de messagerie Discord
Productivite
Utilisez l'outil message pour envoyer, modifier et modérer des messages Discord avec des composants interactifs.
Aperçu interactif des verdicts
Productivite
Générer un aperçu HTML interactif des verdicts (garder/supprimer) pour la revue par le mainteneur, puis traiter le JSON de retour.