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Scored on public signals; components with none are listed as Unranked · Formula

RankScoreComponentDescriptionEvidenceLast commitInstall
1001Unrankedstatsmodelsskill · observabilityStatistical modeling toolkit. OLS, GLM, logistic, ARIMA, time series, hypothesis tests, diagnostics, AIC/BIC, for rigorous statistical inference and…No signals yetNo commit datelisted armory install statsmodels --cli claude
1002Unrankedstrategic-compactskill · observabilitySuggests manual context compaction at logical intervals to preserve context through task phases rather than arbitrary auto-compaction.No signals yetNo commit datelisted armory install strategic-compact --cli claude
1003Unrankedstring-databaseskill · back-endQuery STRING API for protein-protein interactions (59M proteins, 20B interactions). Network analysis, GO/KEGG enrichment, interaction discovery, 5000+…No signals yetNo commit datelisted armory install string-database --cli claude
1004Unrankedstripe-integrationskill · paymentsGet paid from day one. Payments, subscriptions, billing portal, webhooks, metered billing, Stripe Connect. The complete guide to implementing Stripe…No signals yetNo commit datelisted armory install stripe-integration --cli claude
1005Unrankedsubagent-driven-developmentskill · ai-agentsUse when executing implementation plans with independent tasks in the current sessionNo signals yetNo commit datelisted armory install subagent-driven-development --cli claude
1006Unrankedsubagent-driven-development-2skill · ai-agentsUse when executing implementation plans with independent tasks in the current sessionNo signals yetNo commit datelisted armory install subagent-driven-development-2 --cli claude
1007Unrankedsupabase-postgres-best-practicesskill · databasePostgres performance optimization and best practices from Supabase. Use this skill when writing, reviewing, or optimizing Postgres queries, schema…No signals yetNo commit datelisted armory install supabase-postgres-best-practices --cli claude
1008Unrankedsupabase-postgres-best-practices-2skill · databasePostgres performance optimization and best practices from Supabase. Use this skill when writing, reviewing, or optimizing Postgres queries, schema…No signals yetNo commit datelisted armory install supabase-postgres-best-practices-2 --cli claude
1009Unrankedsupply-chain-guardskill · devopsDetect and remediate software supply chain attacks in npm, PyPI, crates.io, GitHub Actions, and CI/CD pipelines by scanning for known compromised…No signals yetNo commit datelisted armory install supply-chain-guard --cli claude
1010Unrankedsveltekitskill · front-endBuild full-stack web applications with SvelteKit — file-based routing, SSR, SSG, API routes, and form actions in one framework.No signals yetNo commit datelisted armory install sveltekit --cli claude
1011Unrankedswarmvaultskill · searchUse SwarmVault when the user needs a local-first knowledge vault that writes durable markdown, graph, search, dashboard, review, and MCP artifacts to…No signals yetNo commit datelisted armory install swarmvault --cli claude
1012Unrankedswift-actor-persistenceskill · front-endThread-safe data persistence in Swift using actors — in-memory cache with file-backed storage, eliminating data races by design.No signals yetNo commit datelisted armory install swift-actor-persistence --cli claude
1013Unrankedswift-concurrency-6-2skill · otherSwift 6.2 Approachable Concurrency — single-threaded by default, @concurrent for explicit background offloading, isolated conformances for main actor…No signals yetNo commit datelisted armory install swift-concurrency-6-2 --cli claude
1014Unrankedswift-concurrency-expertskill · otherReview and fix Swift concurrency issues such as actor isolation and Sendable violations.No signals yetNo commit datelisted armory install swift-concurrency-expert --cli claude
1015Unrankedswift-protocol-di-testingskill · back-endProtocol-based dependency injection for testable Swift code — mock file system, network, and external APIs using focused protocols and Swift Testing.No signals yetNo commit datelisted armory install swift-protocol-di-testing --cli claude
1016Unrankedswiftui-patternsskill · front-endSwiftUI architecture patterns, state management with @Observable, view composition, navigation, performance optimization, and modern iOS/macOS UI best…No signals yetNo commit datelisted armory install swiftui-patterns --cli claude
1017Unrankedsympyskill · back-endUse this skill when working with symbolic mathematics in Python. This skill should be used for symbolic computation tasks including solving equations…No signals yetNo commit datelisted armory install sympy --cli claude
1018Unrankedsystematic-debuggingskill · otherUse when encountering any bug, test failure, or unexpected behavior, before proposing fixesNo signals yetNo commit datelisted armory install systematic-debugging --cli claude
1019Unrankedtailwind-design-systemskill · front-endBuild production-ready design systems with Tailwind CSS, including design tokens, component variants, responsive patterns, and accessibility.No signals yetNo commit datelisted armory install tailwind-design-system --cli claude
1020Unrankedtailwind-patternsskill · front-endTailwind CSS v4 principles. CSS-first configuration, container queries, modern patterns, design token architecture.No signals yetNo commit datelisted armory install tailwind-patterns --cli claude
1021Unrankedtanstack-query-expertskill · front-endExpert in TanStack Query (React Query) — asynchronous state management. Covers data fetching, stale time configuration, mutations, optimistic updates…No signals yetNo commit datelisted armory install tanstack-query-expert --cli claude
1022Unrankedtask-execution-engineskill · front-endExecute implementation tasks from design documents using markdown checkboxes. Use when (1) implementing features from feature-design-assistant output…No signals yetNo commit datelisted armory install task-execution-engine --cli claude
1023Unrankedtavily-webskill · searchWeb search, content extraction, crawling, and research capabilities using Tavily APINo signals yetNo commit datelisted armory install tavily-web --cli claude
1024Unrankedtdd-orchestratorskill · ai-agentsMaster TDD orchestrator specializing in red-green-refactor discipline, multi-agent workflow coordination, and comprehensive test-driven development…No signals yetNo commit datelisted armory install tdd-orchestrator --cli claude
1025Unrankedtdd-workflowskill · otherUse this skill when writing new features, fixing bugs, or refactoring code; enforces test-driven development with 80%+ coverage including unit…No signals yetNo commit datelisted armory install tdd-workflow --cli claude
1026Unrankedteam-builderskill · ai-agentsInteractive agent picker for composing and dispatching parallel teams.No signals yetNo commit datelisted armory install team-builder --cli claude
1027Unrankedtech-resume-optimizerskill · otherOptimize resumes for software engineering, product management, and technical roles. Use when the user mentions software engineer, developer, PM, data…No signals yetNo commit datelisted armory install tech-resume-optimizer --cli claude
1028Unrankedtelegram-bot-builderskill · commsThis skill should be used when the user asks to "create a Telegram bot", "build a Telegram chatbot", "set up a Telegram webhook", "add inline…No signals yetNo commit datelisted armory install telegram-bot-builder --cli claude
1029Unrankedtelegram-bot-builder-2skill · commsExpert in building Telegram bots that solve real problems - from simple automation to complex AI-powered bots. Covers bot architecture, the Telegram…No signals yetNo commit datelisted armory install telegram-bot-builder-2 --cli claude
1030Unrankedtelegram-mini-appskill · back-endExpert in building Telegram Mini Apps (TWA) - web apps that run inside Telegram with native-like experience. Covers the TON ecosystem, Telegram Web…No signals yetNo commit datelisted armory install telegram-mini-app --cli claude
1031Unrankedtemplate-skillskill · ai-agentsReplace with description of the skill and when Claude should use it.No signals yetNo commit datelisted armory install template-skill --cli claude
1032Unrankedtemplatesskill · otherProject scaffolding templates for new applications. Use when creating new projects from scratch. Contains 12 templates for various tech stacks.No signals yetNo commit datelisted armory install templates --cli claude
1033Unrankedtensorboardskill · observabilityVisualize training metrics, debug models with histograms, compare experiments, visualize model graphs, and profile performance with TensorBoard…No signals yetNo commit datelisted armory install tensorboard --cli claude
1034Unrankedtensorrt-llmskill · devopsOptimizes LLM inference with NVIDIA TensorRT for maximum throughput and lowest latency. Use for production deployment on NVIDIA GPUs (A100/H100), when…No signals yetNo commit datelisted armory install tensorrt-llm --cli claude
1035Unrankedterminal-opsskill · github-vcsEvidence-first repo execution workflow for ECC. Use when the user wants a command run, a repo checked, a CI failure debugged, or a narrow fix pushed…No signals yetNo commit datelisted armory install terminal-ops --cli claude
1036Unrankedterraform-specialist-2skill · devopsExpert Terraform/OpenTofu specialist mastering advanced IaC automation, state management, and enterprise infrastructure patterns.No signals yetNo commit datelisted armory install terraform-specialist-2 --cli claude
1037Unrankedtest-detectskill · authAuto-detect testing framework and run relevant tests. Identifies Jest, Vitest, Playwright, Cypress, pytest, Go test, and others. Can run all tests…No signals yetNo commit datelisted armory install test-detect --cli claude
1038Unrankedtest-driven-developmentskill · otherUse when implementing any feature or bugfix, before writing implementation codeNo signals yetNo commit datelisted armory install test-driven-development --cli claude
1039Unrankedtest-fixingskill · otherRun tests and systematically fix all failing tests using smart error grouping. Use when user asks to fix failing tests, mentions test failures, runs…No signals yetNo commit datelisted armory install test-fixing --cli claude
1040Unrankedtesting-patternsskill · otherJest testing patterns, factory functions, mocking strategies, and TDD workflow. Use when writing unit tests, creating test factories, or following TDD…No signals yetNo commit datelisted armory install testing-patterns --cli claude
1041Unrankedtheme-factoryskill · front-endToolkit for styling artifacts with a theme. These artifacts can be slides, docs, reportings, HTML landing pages, etc. There are 10 pre-set themes with…No signals yetNo commit datelisted armory install theme-factory --cli claude
1042Unrankedthink-tankskill · front-endRun a Virtual Think Tank — a structured multi-persona debate — before planning or making architectural/design/strategic decisions. Use this skill…No signals yetNo commit datelisted armory install think-tank --cli claude
1043Unrankedthreat-modeling-expertskill · front-endExpert in threat modeling methodologies, security architecture review, and risk assessment. Masters STRIDE, PASTA, attack trees, and security…No signals yetNo commit datelisted armory install threat-modeling-expert --cli claude
1044Unrankedtinystruct-patternsskill · back-endExpert guidance for developing with the tinystruct Java framework. Use when working on the tinystruct codebase or any project built on tinystruct…No signals yetNo commit datelisted armory install tinystruct-patterns --cli claude
1045Unrankedtoken-budget-advisorskill · other>- Offers the user an informed choice about how much response depth to consume before answering. Use this skill when the user explicitly wants to…No signals yetNo commit datelisted armory install token-budget-advisor --cli claude
1046Unrankedtools-cost-auditskill · github-vcsEvidence-first ECC Tools burn and billing audit workflow. Use when investigating runaway PR creation, quota bypass, premium-model leakage, duplicate…No signals yetNo commit datelisted armory install tools-cost-audit --cli claude
1047Unrankedtop-100-web-vulnerabilities-referenceskill · back-endThis skill should be used when the user asks to "identify web application vulnerabilities", "explain common security flaws", "understand vulnerability…No signals yetNo commit datelisted armory install top-100-web-vulnerabilities-reference --cli claude
1048Unrankedtorch-geometricskill · otherGraph Neural Networks (PyG). Node/graph classification, link prediction, GCN, GAT, GraphSAGE, heterogeneous graphs, molecular property prediction, for…No signals yetNo commit datelisted armory install torch-geometric --cli claude
1049Unrankedtorchdrugskill · otherGraph-based drug discovery toolkit. Molecular property prediction (ADMET), protein modeling, knowledge graph reasoning, molecular generation…No signals yetNo commit datelisted armory install torchdrug --cli claude
1050Unrankedtorchforge-rl-trainingskill · devopsProvides guidance for PyTorch-native agentic RL using torchforge, Meta's library separating infra from algorithms. Use when you want clean RL…No signals yetNo commit datelisted armory install torchforge-rl-training --cli claude
1051Unrankedtraining-llms-megatronskill · ai-agentsTrains large language models (2B-462B parameters) using NVIDIA Megatron-Core with advanced parallelism strategies. Use when training models >1B…No signals yetNo commit datelisted armory install training-llms-megatron --cli claude
1052Unrankedtranscribeskill · otherTranscribe audio files to text with optional diarization and known-speaker hints. Use when a user asks to transcribe speech from audio/video, extract…No signals yetNo commit datelisted armory install transcribe --cli claude
1053Unrankedtransformer-lens-interpretabilityskill · otherProvides guidance for mechanistic interpretability research using TransformerLens to inspect and manipulate transformer internals via HookPoints and…No signals yetNo commit datelisted armory install transformer-lens-interpretability --cli claude
1054Unrankedtransformersskill · otherThis skill should be used when working with pre-trained transformer models for natural language processing, computer vision, audio, or multimodal…No signals yetNo commit datelisted armory install transformers --cli claude
1055Unrankedtreatment-plansskill · otherGenerate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment…No signals yetNo commit datelisted armory install treatment-plans --cli claude
1056Unrankedtrigger-devskill · front-endTrigger.dev expert for background jobs, AI workflows, and reliable async execution with excellent developer experience and TypeScript-first design…No signals yetNo commit datelisted armory install trigger-dev --cli claude
1057Unrankedtwilio-communicationsskill · commsBuild communication features with Twilio: SMS messaging, voice calls, WhatsApp Business API, and user verification (2FA). Covers the full spectrum…No signals yetNo commit datelisted armory install twilio-communications --cli claude
1058Unrankedtypescript-expertskill · other>-No signals yetNo commit datelisted armory install typescript-expert --cli claude
1059Unrankedtypescript-pro-2skill · otherMaster TypeScript with advanced types, generics, and strict type safety. Handles complex type systems, decorators, and enterprise-grade patterns.No signals yetNo commit datelisted armory install typescript-pro-2 --cli claude
1060Unrankedui-demoskill · front-endRecord polished UI demo videos using Playwright. Use when the user asks to create a demo, walkthrough, screen recording, or tutorial video of a web…No signals yetNo commit datelisted armory install ui-demo --cli claude
1061Unrankedui-design-systemskill · front-endUI design system toolkit for Senior UI Designer including design token generation, component documentation, responsive design calculations, and…No signals yetNo commit datelisted armory install ui-design-system --cli claude
1062Unrankedui-to-vueskill · front-endUse when the user has UI screenshots or design exports that need batch conversion into Vue 3 components, especially with Vant, Element Plus, or Ant…No signals yetNo commit datelisted armory install ui-to-vue --cli claude
1063Unrankedui-ux-pro-maxskill · front-endUI/UX design intelligence. 50 styles, 21 palettes, 50 font pairings, 20 charts, 9 stacks (React, Next.js, Vue, Svelte, SwiftUI, React Native, Flutter…No signals yetNo commit datelisted armory install ui-ux-pro-max --cli claude
1064Unrankedumap-learnskill · otherUMAP dimensionality reduction. Fast nonlinear manifold learning for 2D/3D visualization, clustering preprocessing (HDBSCAN), supervised/parametric…No signals yetNo commit datelisted armory install umap-learn --cli claude
1065Unrankeduncloudskill · devopsUse when managing an Uncloud cluster — deploying services, configuring Caddy ingress, adding static proxy routes for non-cluster devices, publishing…No signals yetNo commit datelisted armory install uncloud --cli claude
1066Unrankedunified-notifications-opsskill · commsOperate notifications as one ECC-native workflow across GitHub, Linear, desktop alerts, hooks, and connected communication surfaces. Use when the real…No signals yetNo commit datelisted armory install unified-notifications-ops --cli claude
1067Unrankeduniprot-databaseskill · back-endDirect REST API access to UniProt. Protein searches, FASTA retrieval, ID mapping, Swiss-Prot/TrEMBL. For Python workflows with multiple databases…No signals yetNo commit datelisted armory install uniprot-database --cli claude
1068Unrankedunslothskill · ai-agentsExpert guidance for fast fine-tuning with Unsloth - 2-5x faster training, 50-80% less memory, LoRA/QLoRA optimizationNo signals yetNo commit datelisted armory install unsloth --cli claude
1069Unrankedupstash-qstashskill · back-endUpstash QStash expert for serverless message queues, scheduled jobs, and reliable HTTP-based task delivery without managing infrastructure. Use when…No signals yetNo commit datelisted armory install upstash-qstash --cli claude
1070Unrankedusing-git-worktreesskill · github-vcsUse when starting feature work that needs isolation from current workspace or before executing implementation plans - creates isolated git worktrees…No signals yetNo commit datelisted armory install using-git-worktrees --cli claude
1071Unrankedusing-neonskill · back-endGuides and best practices for working with Neon Serverless Postgres. Covers getting started, local development with Neon, choosing a connection…No signals yetNo commit datelisted armory install using-neon --cli claude
1072Unrankedusing-superpowersskill · otherUse when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying…No signals yetNo commit datelisted armory install using-superpowers --cli claude
1073Unrankedusing-superpowers-2skill · otherUse when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying…No signals yetNo commit datelisted armory install using-superpowers-2 --cli claude
1074Unrankeduspto-databaseskill · databaseUSPTO patent and trademark data workflow for official record lookup, PatentSearch queries, TSDR checks, assignment data, and reproducible IP research…No signals yetNo commit datelisted armory install uspto-database --cli claude
1075Unrankedux-researcher-designerskill · front-endUX research and design toolkit for Senior UX Designer/Researcher including data-driven persona generation, journey mapping, usability testing…No signals yetNo commit datelisted armory install ux-researcher-designer --cli claude
1076Unrankedvaexskill · ai-agentsUse this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame…No signals yetNo commit datelisted armory install vaex --cli claude
1077Unrankedvenue-templatesskill · otherAccess comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science…No signals yetNo commit datelisted armory install venue-templates --cli claude
1078Unrankedvercel-deployskill · devopsDeploy applications and websites to Vercel. Use when the user requests deployment actions like "deploy my app", "deploy and give me the link", "push…No signals yetNo commit datelisted armory install vercel-deploy --cli claude
1079Unrankedvercel-deploymentskill · devopsExpert knowledge for deploying to Vercel with Next.js Use when: vercel, deploy, deployment, hosting, production.No signals yetNo commit datelisted armory install vercel-deployment --cli claude
1080Unrankedvercel-react-best-practicesskill · front-endReact and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring…No signals yetNo commit datelisted armory install vercel-react-best-practices --cli claude
1081Unrankedverification-before-completionskill · github-vcsUse when about to claim work is complete, fixed, or passing, before committing or creating PRs - requires running verification commands and confirming…No signals yetNo commit datelisted armory install verification-before-completion --cli claude
1082Unrankedverification-loopskill · ai-agents"A comprehensive verification system for Claude Code sessions."No signals yetNo commit datelisted armory install verification-loop --cli claude
1083Unrankedverl-rl-trainingskill · back-endProvides guidance for training LLMs with reinforcement learning using verl (Volcano Engine RL). Use when implementing RLHF, GRPO, PPO, or other RL…No signals yetNo commit datelisted armory install verl-rl-training --cli claude
1084Unrankedvideo-downloaderskill · otherDownloads videos from YouTube and other platforms for offline viewing, editing, or archival. Handles various formats and quality options.No signals yetNo commit datelisted armory install video-downloader --cli claude
1085Unrankedvideo-editingskill · otherAI-assisted video editing workflows for cutting, structuring, and augmenting real footage. Covers the full pipeline from raw capture through FFmpeg…No signals yetNo commit datelisted armory install video-editing --cli claude
1086Unrankedvideodbskill · searchSee, Understand, Act on video and audio. See- ingest from local files, URLs, RTSP/live feeds, or live record desktop; return realtime context and…No signals yetNo commit datelisted armory install videodb --cli claude
1087Unrankedviral-generator-builderskill · otherExpert in building shareable generator tools that go viral - name generators, quiz makers, avatar creators, personality tests, and calculator tools…No signals yetNo commit datelisted armory install viral-generator-builder --cli claude
1088Unrankedvisa-doc-translateskill · otherTranslate visa application documents (images) to English and create a bilingual PDF with original and translationNo signals yetNo commit datelisted armory install visa-doc-translate --cli claude
1089Unrankedvite-patternsskill · otherVite build tool patterns including config, plugins, HMR, env variables, proxy setup, SSR, library mode, dependency pre-bundling, and build…No signals yetNo commit datelisted armory install vite-patterns --cli claude
1090Unrankedvoice-agentsskill · ai-agentsVoice agents represent the frontier of AI interaction - humans speaking naturally with AI systems. The challenge isn't just speech recognition and…No signals yetNo commit datelisted armory install voice-agents --cli claude
1091Unrankedvoice-ai-developmentskill · ai-agentsExpert in building voice AI applications - from real-time voice agents to voice-enabled apps. Covers OpenAI Realtime API, Vapi for voice agents…No signals yetNo commit datelisted armory install voice-ai-development --cli claude
1092Unrankedvr-arskill · otherVR/AR development principles. Comfort, interaction, performance requirements.No signals yetNo commit datelisted armory install vr-ar --cli claude
1093Unrankedvulnerability-scannerskill · otherAdvanced vulnerability analysis principles. OWASP 2025, Supply Chain Security, attack surface mapping, risk prioritization.No signals yetNo commit datelisted armory install vulnerability-scanner --cli claude
1094Unrankedweb-artifacts-builderskill · front-endSuite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS…No signals yetNo commit datelisted armory install web-artifacts-builder --cli claude
1095Unrankedweb-artifacts-builder-2skill · front-endSuite of tools for creating elaborate, multi-component claude.ai HTML artifacts using modern frontend web technologies (React, Tailwind CSS…No signals yetNo commit datelisted armory install web-artifacts-builder-2 --cli claude
1096Unrankedweb-design-guidelinesskill · front-endReview UI code for Web Interface Guidelines compliance. Use when asked to "review my UI", "check accessibility", "audit design", "review UX", or…No signals yetNo commit datelisted armory install web-design-guidelines --cli claude
1097Unrankedweb-gamesskill · browserWeb browser game development principles. Framework selection, WebGPU, optimization, PWA.No signals yetNo commit datelisted armory install web-games --cli claude
1098Unrankedweb-performance-optimizationskill · otherOptimize website and web application performance including loading speed, Core Web Vitals, bundle size, caching strategies, and runtime performanceNo signals yetNo commit datelisted armory install web-performance-optimization --cli claude
1099Unrankedweb-quality-auditskill · otherComprehensive web quality audit covering performance, accessibility, SEO, and best practices. Use when asked to "audit my site", "review web quality"…No signals yetNo commit datelisted armory install web-quality-audit --cli claude
1100Unrankedweb-security-testingskill · authWeb application security testing workflow for OWASP Top 10 vulnerabilities including injection, XSS, authentication flaws, and access control issues.No signals yetNo commit datelisted armory install web-security-testing --cli claude

Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.

Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.

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