The open format is called Agent Skills and works in Claude Code, Codex, Cursor and other agents — most people know it as Claude Skills.
Every Agent Skill we could find on GitHub, deduplicated by content. 86 696 files from 2 113 authors, of which 68 413 are unique — the rest is the same skill repackaged into someone else's repository. For each one: what it weighs in tokens, whether it ships runnable scripts, and which MCP servers it needs.
> Analyze logs and investigate traces in OpenSearch. Use this skill when the user wants to query logs with PPL, analyze error patterns, discover log patterns, investigate traces, check stack health, or perform any observability task. Activate even if the user says log analysis, Fluent Bit, Fluentd, Logstash, syslog, traceId, OpenTelemetry, PPL, span, latency, error rate, anomaly detection, or log analytics without mentioning OpenSearch.
> Process unstructured documents into search-ready chunks. Use this skill when the user wants to process PDFs or unstructured documents into JSONL chunks using Docling. Activate even if the user says document processing, chunking, Docling, PDF processing, or chunk quality evaluation. For cloud-scale ingestion via OSIS pipelines, see cloud/managed-ingestion-service.
> Process unstructured documents (PDF, DOCX, PPTX, XLSX) into search-ready JSONL chunks using Docling. Runs locally — no AWS or cloud services needed. Use this skill when the user wants to prepare documents for indexing, chunk documents, evaluate chunk quality, or convert PDFs to searchable text. Activate even if the user says process documents, chunk my files, prepare for search, or Docling.
> Build search applications and query log analytics data with OpenSearch. Use this skill when the user mentions OpenSearch, search app, index setup, search architecture, semantic search, vector search, hybrid search, BM25, dense vector, sparse vector, agentic search, RAG, embeddings, KNN, PDF ingestion, document processing, or any related search topic. Also use for log analytics and observability — when the user wants to set up log ingestion, query logs with PPL, analyze error patterns, set up index lifecycle policies, investigate traces, or check stack health. Activate even if the user says log analysis, Fluent Bit, Fluentd, Logstash, syslog, traceId, OpenTelemetry, or log analytics without mentioning OpenSearch.
> Deploy OpenSearch search applications to AWS. Use this skill when the user wants to provision an OpenSearch domain or serverless collection on AWS, deploy search configurations, set up Bedrock connectors, configure IAM roles for OpenSearch, or migrate a local setup to Amazon OpenSearch Service or Serverless. Activate even if the user says AOS, AOSS, OpenSearch Service, serverless collection, Bedrock connector, SigV4, or AWS deployment.
Use when provisioning or deprovisioning OpenSearch Serverless collections, creating collection groups, setting up AOSS NextGen, or tearing down AOSS resources
> Build search applications with OpenSearch. Use this skill when the user mentions search app, index setup, search architecture, semantic search, vector search, hybrid search, BM25, dense vector, sparse vector, agentic search, RAG, embeddings, KNN, PDF ingestion, document processing, search quality evaluation, or any related search topic.
> Investigate distributed traces and spans in OpenSearch. Use this skill when the user wants to analyze traces, investigate slow spans, find error spans, track agent invocations, measure token usage, reconstruct trace trees, query service maps, or debug distributed systems through trace data. Activate even if the user says traceId, spanId, OpenTelemetry, OTel, distributed tracing, latency, span duration, service map, or trace investigation without mentioning OpenSearch.
> Build search applications with OpenSearch from scratch. Use this skill when the user mentions search app, index setup, search architecture, semantic search, vector search, hybrid search, BM25, dense vector, sparse vector, agentic search, RAG, embeddings, KNN, PDF ingestion, document processing, or any related search topic. Activate even if the user says search quality, evaluation, nDCG, precision, relevance tuning, or search builder without mentioning OpenSearch.
> Analyze logs in OpenSearch using PPL and Query DSL. Use this skill when the user wants to query logs, analyze error patterns, discover log patterns, check error rates, perform anomaly detection on logs, or investigate application issues through log data. Activate even if the user says log analysis, Fluent Bit, Fluentd, Logstash, syslog, PPL, error rate, anomaly detection, log patterns, or log analytics without mentioning OpenSearch.
> Query Data912 market data endpoints for Argentina and USA instruments. Use when the user asks for MEP/CCL quotes, live Argentine market panels (stocks, options, cedears, notes, corporate debt, bonds), USA panels (ADRs, stocks), OHLC historical series by ticker, USA option chains, or volatility/risk metrics. Also use when the user mentions "Data912", "mep", "ccl", "cedears", "option chain", "historical bars", "OHLC", "implied volatility", "historical volatility", or "volatility percentiles" and expects API-backed market snapshots.
> Consulta cotizaciones de criptomonedas con CriptoYa por exchange y en forma agregada. Usar cuando el usuario pida "precio BTC en ARS", "cotizacion USDT", "precio ETH en USD", "mejor precio por exchange", "comparar exchanges", "precio en belo/ripio/lemon/binance/bybit", o cuando pida comisiones de retiro y fees por red.
> Consulta cotizaciones de dolar en Argentina usando DolarAPI. Usar cuando el usuario pida "dolar hoy", "dolar blue", "dolar oficial", "dolar bolsa", "MEP", "CCL", "dolar tarjeta", "dolar mayorista", "dolar cripto", o quiera comparar compra/venta y actualizacion de cotizaciones. Tambien usar cuando el usuario pida cotizacion de euro, real brasileno, peso chileno o peso uruguayo con endpoints de /v1/cotizaciones.
> Query the BCRA (Banco Central de la República Argentina) Central de Deudores API to check the credit status of individuals or companies in Argentina's financial system. Use when the user asks to check someone's debt situation, credit report, financial standing, rejected checks, or credit history using a CUIT/CUIL/CDI number. Also use when the user mentions "central de deudores", "situación crediticia", "deudas BCRA", "cheques rechazados", "historial crediticio", "informe crediticio", or wants to know if a person or company has debts reported in Argentina's financial system.
> Build and operate a URL shortner on Cloudflare Workers with Upstash Redis and D1. Use when the user asks to create shortlinks, redirects, click tracking, analytics, request metadata capture (country/city/ip/user-agent), non-blocking tracking, or resilient alerting (for example Telegram) on failures.
> Consulta precios, market cap, trending, historico OHLC, Fear & Greed y datos DEX/onchain via APIs keyless (sin API key) de CoinGecko, GeckoTerminal y CoinMarketCap. Usar cuando el usuario pida "precio bitcoin", "market cap eth", "trending crypto", "fear and greed", "pools solana", "ohlcv dex", "conversion BTC a USD/ARS", "CoinGecko", "CoinMarketCap", "GeckoTerminal", o datos crypto publicos sin autenticacion.
> Consulta cotizaciones Pix en ComparaPix para comparar apps por simbolo y precio. Usar cuando el usuario pida cotizacion pix, mejor app para pagar con pix, BRLARS/BRLUSD/BRLUSDT, comparar apps pix, precio real tarjeta vs pix, o cotizaciones de comparapix.
> Consulta informacion publica de fondos comunes de inversion en Argentina via CAFCI, combinando catalogo JSON (fondos, clases, IDs y honorarios/fees), planilla diaria XLSX (patrimonio, valor cuotaparte, variaciones, market share) y ficha markdown por fondo (rendimientos por periodo). Usar cuando el usuario pida fondos comunes en Argentina, busqueda de fondo por nombre, fees/comisiones de un fondo, top fondos por patrimonio en una categoria, rendimientos por periodo, o mencione CAFCI.
> Consulta IPC de Argentina con la serie de inflacion mensual desde Anduin API. Usar cuando el usuario pida "inflacion argentina", "ipc argentina", "inflacion mensual", "ultimo dato de inflacion", "serie historica de inflacion", "inflacion por fecha", "inflacion por periodo" o "variacion mensual ipc".
Consult hedge fund and superinvestor portfolios and recent moves from DataRoma using defuddle.md markdown pages. Use when the user asks for holdings, portfolio composition, 13F-style updates, activity, buys, sells, manager movements, or comparisons between investors from DataRoma.
> Integrates Dub Links API endpoints to create, update, delete, retrieve, list, count, and run bulk operations on short links. Use when the user asks for "dub links api", "create link dub", "upsert link dub", "list links", "count links", "bulk links", or lookups by linkId/domain+key/externalId.
> Technical guide to integrate mapcn in React + shadcn projects. Use when the user asks to integrate mapcn, add mapcn to a shadcn app, use mapcn MapControls/Markers/Routes/Clusters, implement controlled viewport state, use the useMap hook, or access MapLibre through mapcn.
Guided process for shaping product ideas, features, and specs by systematically uncovering the user's unknowns before anything gets built. Use this whenever the user wants to shape, spec, define, scope, or think through a product or feature — including phrases like "I have an idea for...", "help me shape...", "let's spec out...", "write a PRD/brief for...", "should we build...", or when they bring a vague product problem (churn, activation, a new market) and need to turn it into a concrete, buildable pitch. Also use when the user asks to brainstorm product directions or wants mockups to react to before committing to a spec.
> Canonical registry and recipes for Ripio wFiat LATAM stablecoins (wARS, wBRL, query prices/DEX via CoinGecko, GeckoTerminal, and Uniswap v4 subgraph. Always present wFiat prices inverted (fiat per 1 USD, e.g. USD/ARS). Use when the user mentions "wARS", "wBRL", "wMXN", "wCOP", "wPEN", "wCLP", "wfiat", "wFiat", "Ripio stablecoin", "stablecoin local Ripio", "peso wrapeado", "wrapped ARS/BRL/MXN/COP/PEN/CLP", or asks for addresses/prices/pools of these tokens.
> Consulta riesgo pais de Argentina con serie historica desde Anduin API. Usar cuando el usuario pida "riesgo pais argentina", "ultimo riesgo pais", "serie historica de riesgo pais", "riesgo pais por fecha o periodo", o "evolucion del riesgo pais".
> Consulta promociones de viajes desde Argentina usando Anduin Promos API. Usar cuando el usuario pida promos de viaje en Argentina, promociones de vuelos, hoteles o paquetes, mejores ofertas del dia, promos a brasil/usa/europa, ranking por score o ultimas promos de promociones-aereas.
>- before adding (poster + synopsis), list/remove shows, list today's and upcoming episodes, and run a silent daily cron that alerts only when a tracked show airs. Use when the user wants series tracking, episode air-day alerts, "add this show", "what airs today", TVmaze, TV calendar, or favorite-shows monitoring.
> metrics, pool state, swaps, tokens, positions, and day/hour aggregates. Use when the user asks for Uniswap v4 pools, liquidity, volume, TVL, recent swaps, hooks, positions by NFT tokenId, poolDayData, or mentions "Uniswap v4 subgraph", "The Graph Uniswap v4", or v4 PoolManager queries.
> Read and write a Workflowy outline via its official REST API. Use when the user asks to access, list, read, export, create, update, move, complete/uncomplete, or delete Workflowy bullets/nodes, discover shortcuts/targets, or mentions "workflowy". No native MCP connector exists — call the API over HTTP (curl) with a Bearer API key.
> Audit and improve user-provided writing for clarity, concision, and impact. Use when the user asks to audit, review, improve, edit, or rewrite text. Apply seven checks (sentence length, clutter, unsupported modifiers, weasel words, jargon/acronyms, "so what", and flow), then return severity-ranked findings and a full rewrite suggestion.
Display repository status with PRs, issues, CI/CD health, and suggested tasks
Review and approve/merge pull requests as a maintainer (full workflow with approve, request changes, merge, close actions)
Finalize and ship changes with quality checks, commits, and PR creation
Release packages to GitHub via uvr. Use when user says "release", "publish packages", "cut a release", or wants to publish new package versions.
> How to create overlay image packages that layer on top of base images. Use when creating a new overlay package like quicksand-agent, scaffolding an overlay, or modifying hatch_build.py for overlay builds.
> How to create base image packages that bundle a VM image built from a Dockerfile. Use when creating a new distro base like quicksand-ubuntu or quicksand-alpine, scaffolding a base image, or modifying Dockerfiles for base image builds.
List available registry tools and commands.
Guided workflow to add a new provider package to the Pulumi Registry
> Self-configuring content creation pipeline with geo-lint validation. On first use, scans your project to learn its framework, content schema, categories, and authors, then creates SEO & GEO-optimized content matched to your brand voice. Validates every piece with geo-lint's 92 rules until "write blog", "new post", "content calendar", "brand voice", "content strategy".
> SEO & GEO content linter — validates Markdown/MDX files for AI search visibility using 92 deterministic rules (35 GEO, 32 SEO, 14 content quality, 8 technical, fix them, re-lint until clean. Use when optimizing content for AI citations, auditing SEO compliance, checking GEO readiness, or running pre-publish content "content optimization", "AI search", "citation readiness".
> Personal finance assistant for budgeting, savings goals, investment tracking, debt optimization, tax preparation, insurance review, net worth tracking, and financial scenario modeling. Supports multi-currency, bank statement import (CSV/MT940/OFX), expense tracking, portfolio allocation, FIRE calculations, debt payoff strategies, mortgage comparisons, tax deductions, insurance coverage, retirement planning, and life events with financial impact such as marriage, buying a house, changing jobs, having a baby, or going freelance.
Post to Reddit using AppleScript Chrome control. Use when user wants to post to Reddit, share on subreddits, or promote open source projects on Reddit. Triggers on "post to reddit", "share on reddit", "reddit post", "submit to subreddit", or any Reddit posting request.
Turn a KOL roster + subreddit brand-fit analysis into a deployable creator network. Splits creators into KOL (authority) and KOC (grassroots) layers, matches each to a main + secondary subreddits by real gear/shooting-type ∩ community fit, and emits an account×subreddit deployment_matrix (with a ≤3-per-sub ceiling + no-cross-interaction rule) plus per-creator persona_cards. Route A disclosed-compliance baked into every card (FTC disclosure required on any material connection). Consumes reddit-kol-finder's kol_roster.json natively. READ-ONLY, deterministic, no LLM key needed.
深挖一组 subreddit 的"社区研究"技能。给一个品牌或项目,先摸清相关(自家品牌+竞品)的 subreddit:爬规则原文、爬高赞帖逐帖学、找共性、产出"能不能提品牌/能不能发链接/要不要披露"的逐社区政策矩阵。用于任何新品牌/新项目上 Reddit 前的社区尽调。触发词:"研究 subreddit""摸清社区规则""Reddit 社区尽调""subreddit deep research""某品牌相关的 sub"。
Reddit account cultivation for indie developers. Uses AppleScript to control real Chrome — undetectable by anti-bot systems. Checks karma, finds rising posts, drafts comments, and posts directly. Triggers on "/reddit-cultivate", "check my reddit", "reddit maintenance", "find reddit opportunities", "build reddit karma".
Generate production-ready React/Next.js code from Figma designs. Instructs proper Figma MCP tool usage, component reuse strategies, and variant mapping. **CRITICAL: ALWAYS use this skill when user provides a Figma link or mentions implementing/redesigning from Figma design.** Never attempt manual implementation without invoking this skill first.
Build and deploy static sites (catalog-ui, docs-site) to Firebase Hosting. Supports dry-run preview, selective target deployment, and automatic build detection.
Generate HTML dashboard showing architecture model health, domain maturity, layer statistics, and orphan elements.
Run architecture model validation and interpret results. Checks registry entries against diagrams, reports orphans and errors.
Scan a target codebase for data model definitions (SQL schemas, ORM models, TypeScript interfaces, Pydantic models) and propose data_concept, data_aggregate, and data_entity registry entries. Presents findings for review before writing files.
Create a new registry entry with guided wizard. Supports components, data-objects, functions, services, and other ArchiMate element types.
Enterprise Platform architecture assistant. Use for questions about Customer Management, Billing & Payments, Analytics & Insights, or any Enterprise Platform architecture topic.
Scan a target codebase for API definitions (OpenAPI, REST routes, GraphQL schemas) and propose api_contract and api_endpoint registry entries. Presents findings for review before writing files.
Scaffold a new React component with test file for the catalog UI.
Look at real hardware, screens, panels, and wiring on a desk or workbench through a camera, so Claude can SEE physical output that no unit test, log, or API can. Use whenever the user says "are you seeing this?", "olha isso", "look at this", "watch this", "can you see...", "check the camera", "look at the screen" / "look at the display", "is this wired right?", or "what's this part?"; asks to visually verify a rendered display, LCD, LED, or panel; wants a wiring, polarity, or voltage-rail check before power-on; or needs to confirm a font, layout, clipping, or on-screen value renders correctly instead of trusting green tests. Grabs the current camera frame(s) and reads them; supports a watch mode for an action in progress. Needs a snapshot-capable camera reachable over HTTP (Android IP Webcam app, Raspberry Pi camera-streamer, or any snapshot URL) set via CCE_CAM_URL.
Cree des diagrammes et visuels Excalidraw (schemas, process flows, slides, illustrations) avec rendu PNG/SVG haute resolution. Utilise quand l'utilisateur veut creer un diagramme, un schema, un visuel pour illustrer un concept — que ce soit pour une lecon, un cours, un article, une presentation, une video YouTube, une doc technique ou un slide. Aussi quand l'utilisateur mentionne 'illustre', 'Excalidraw', 'schema', 'diagramme', 'process flow', 'visuel pedagogique', 'illustration', ou veut illustrer une idee avec un visuel.
Crée une nouvelle branche Git à partir de la dernière version de main, avec un préfixe conventionnel feat/ (nouvelle fonctionnalité) ou fix/ (correction de bug). Utilise sur /branche, ou quand l'utilisateur veut démarrer un nouveau travail sur une branche dédiée : \"nouvelle branche\", \"crée une branche\", \"je commence une feature\", \"pars de main à jour\", avant d'attaquer un développement isolé. Amont naturel de /livre.
Cadrer un projet par questionnement structuré et produire ou étendre `docs/PRD.md` selon un template fixe en 8 sections (Problème, Solution, Utilisateur cible, User Stories, Critères de succès, Hors périmètre, Décisions d'implémentation, Notes complémentaires). Utilise sur /cadre, "cadre ce projet", "écris le PRD", "fais-moi un PRD", "crée le PRD", "produis le PRD", "étends le PRD", ou dès qu'il faut formaliser le cadrage d'un projet dans un document versionné. Pair naturel de /interroge (amont) et /planifie (aval).
Investiguer méthodiquement un bug en 4 phases validées : localiser/reproduire, 3 hypothèses classées sur la cause racine, logs ciblés, fix minimal. Utilise sur /investigue, ou dès que l'utilisateur décrit un symptôme (\"ça plante quand…\", \"je vois X mais j'attends Y\", \"comportement inattendu\", \"pourquoi ça crash\", \"investigue ce bug\", \"debug ça\", \"analyse le bug\"). Ne propose jamais de fix immédiat — chaque phase s'arrête et attend une validation explicite avant de passer à la suivante.
Questionnement structuré pour cadrer une feature ou brainstormer une app : une question à la fois, descend l'arbre de décision, recommandation justifiée. Utilise sur /interroge, \"aide-moi à planifier\", \"j'ai une idée de feature/app\".
Answers built from the skills we actually parsed.