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

RankScoreComponentDescriptionEvidenceLast commitInstall
301Unrankeddevops-iac-engineerskill · devopsImplements infrastructure as code using Terraform, Kubernetes, and cloud platforms. Designs scalable architectures, CI/CD pipelines, and observability…No signals yetNo commit datelisted armory install devops-iac-engineer --cli claude
302Unrankeddiagrammerskill · otherRender clean blueprint-style SVG diagrams from JSON specs. Use when users ask to draw, sketch, or diagram a request flow, neural net, transformer…No signals yetNo commit datelisted armory install diagrammer --cli claude
303Unrankeddiffdockskill · front-endDiffusion-based molecular docking. Predict protein-ligand binding poses from PDB/SMILES, confidence scores, virtual screening, for structure-based…No signals yetNo commit datelisted armory install diffdock --cli claude
304Unrankeddifficult-workplace-conversationsskill · otherStructured approach to workplace conflicts, performance discussions, and challenging feedback using preparation-delivery-followup framework. Use when…No signals yetNo commit datelisted armory install difficult-workplace-conversations --cli claude
305Unrankeddiscord-bot-architectskill · front-endSpecialized skill for building production-ready Discord bots. Covers Discord.js (JavaScript) and Pycord (Python), gateway intents, slash commands…No signals yetNo commit datelisted armory install discord-bot-architect --cli claude
306Unrankeddispatching-parallel-agentsskill · ai-agentsUse when facing 2+ independent tasks that can be worked on without shared state or sequential dependenciesNo signals yetNo commit datelisted armory install dispatching-parallel-agents --cli claude
307Unrankeddispatching-parallel-agents-2skill · ai-agentsUse when facing 2+ independent tasks that can be worked on without shared state or sequential dependenciesNo signals yetNo commit datelisted armory install dispatching-parallel-agents-2 --cli claude
308Unrankeddistributed-llm-pretraining-torchtitanskill · ai-agentsProvides PyTorch-native distributed LLM pretraining using torchtitan with 4D parallelism (FSDP2, TP, PP, CP). Use when pretraining Llama 3.1, DeepSeek…No signals yetNo commit datelisted armory install distributed-llm-pretraining-torchtitan --cli claude
309Unrankeddjango-celeryskill · front-endDjango + Celery async task patterns — configuration, task design, beat scheduling, retries, canvas workflows, monitoring, and testing. Use when adding…No signals yetNo commit datelisted armory install django-celery --cli claude
310Unrankeddjango-patternsskill · back-endDjango architecture patterns, REST API design with DRF, ORM best practices, caching, signals, middleware, and production-grade Django apps.No signals yetNo commit datelisted armory install django-patterns --cli claude
311Unrankeddjango-proskill · back-endMaster Django 5.x with async views, DRF, Celery, and Django Channels. Build scalable web applications with proper architecture, testing, and…No signals yetNo commit datelisted armory install django-pro --cli claude
312Unrankeddjango-securityskill · back-endDjango security best practices, authentication, authorization, CSRF protection, SQL injection prevention, XSS prevention, and secure deployment…No signals yetNo commit datelisted armory install django-security --cli claude
313Unrankeddjango-tddskill · back-endDjango testing strategies with pytest-django, TDD methodology, factory_boy, mocking, coverage, and testing Django REST Framework APIs.No signals yetNo commit datelisted armory install django-tdd --cli claude
314Unrankeddjango-verificationskill · back-end"Verification loop for Django projects: migrations, linting, tests with coverage, security scans, and deployment readiness checks before release or…No signals yetNo commit datelisted armory install django-verification --cli claude
315Unrankeddmux-workflowsskill · ai-agentsMulti-agent orchestration using dmux (tmux pane manager for AI agents). Patterns for parallel agent workflows across Claude Code, Codex, OpenCode, and…No signals yetNo commit datelisted armory install dmux-workflows --cli claude
316Unrankeddnanexus-integrationskill · otherDNAnexus cloud genomics platform. Build apps/applets, manage data (upload/download), dxpy Python SDK, run workflows, FASTQ/BAM/VCF, for genomics…No signals yetNo commit datelisted armory install dnanexus-integration --cli claude
317Unrankeddocskill · otherUse when the task involves reading, creating, or editing `.docx` documents, especially when formatting or layout fidelity matters; prefer…No signals yetNo commit datelisted armory install doc --cli claude
318Unrankeddoc-coauthoringskill · otherGuide users through a structured workflow for co-authoring documentation. Use when user wants to write documentation, proposals, technical specs…No signals yetNo commit datelisted armory install doc-coauthoring --cli claude
319Unrankeddocker-expertskill · devopsDocker containerization expert with deep knowledge of multi-stage builds, image optimization, container security, Docker Compose orchestration, and…No signals yetNo commit datelisted armory install docker-expert --cli claude
320Unrankeddocker-patternsskill · devopsDocker and Docker Compose patterns for local development, container security, networking, volume strategies, and multi-service orchestration.No signals yetNo commit datelisted armory install docker-patterns --cli claude
321Unrankeddocs-searchskill · back-endSearch auto-generated codebase documentation for function signatures, API docs, class definitions, and code comments. Use when the user asks to…No signals yetNo commit datelisted armory install docs-search --cli claude
322Unrankeddocumentation-lookupskill · front-endUse up-to-date library and framework docs via Context7 MCP instead of training data. Activates for setup questions, API references, code examples, or…No signals yetNo commit datelisted armory install documentation-lookup --cli claude
323Unrankeddocumentation-templatesskill · back-endDocumentation templates and structure guidelines. README, API docs, code comments, and AI-friendly documentation.No signals yetNo commit datelisted armory install documentation-templates --cli claude
324Unrankeddocxskill · other"Use this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word…No signals yetNo commit datelisted armory install docx --cli claude
325Unrankeddocx-2skill · otherDocument toolkit (.docx). Create/edit documents, tracked changes, comments, formatting preservation, text extraction, for professional document…No signals yetNo commit datelisted armory install docx-2 --cli claude
326Unrankeddocx-officialskill · otherUse this skill whenever the user wants to create, read, edit, or manipulate Word documents (.docx files). Triggers include: any mention of 'Word doc'…No signals yetNo commit datelisted armory install docx-official --cli claude
327Unrankeddomain-driven-designskill · front-endPlan and route Domain-Driven Design work from strategic modeling to tactical implementation and evented architecture patterns.No signals yetNo commit datelisted armory install domain-driven-design --cli claude
328Unrankeddomain-name-brainstormerskill · otherGenerates creative domain name ideas for your project and checks availability across multiple TLDs (.com, .io, .dev, .ai, etc.). Saves hours of…No signals yetNo commit datelisted armory install domain-name-brainstormer --cli claude
329Unrankeddotnet-backendskill · back-endBuild ASP.NET Core 8+ backend services with EF Core, auth, background jobs, and production API patterns.No signals yetNo commit datelisted armory install dotnet-backend --cli claude
330Unrankeddotnet-patternsskill · otherIdiomatic C# and .NET patterns, conventions, dependency injection, async/await, and best practices for building robust, maintainable .NET…No signals yetNo commit datelisted armory install dotnet-patterns --cli claude
331Unrankeddraw-ioskill · devopsdraw.io diagram creation, editing, and review. Use for .drawio XML editing, PNG conversion, layout adjustment, and AWS icon usage.No signals yetNo commit datelisted armory install draw-io --cli claude
332Unrankeddrizzle-orm-expertskill · front-endExpert in Drizzle ORM for TypeScript — schema design, relational queries, migrations, and serverless database integration. Use when building type-safe…No signals yetNo commit datelisted armory install drizzle-orm-expert --cli claude
333Unrankeddrugbank-databaseskill · databaseAccess and analyze comprehensive drug information from the DrugBank database including drug properties, interactions, targets, pathways, chemical…No signals yetNo commit datelisted armory install drugbank-database --cli claude
334Unrankeddspyskill · ai-agentsBuild complex AI systems with declarative programming, optimize prompts automatically, create modular RAG systems and agents with DSPy - Stanford…No signals yetNo commit datelisted armory install dspy --cli claude
335Unrankede2e-testingskill · browserPlaywright E2E testing patterns, Page Object Model, configuration, CI/CD integration, artifact management, and flaky test strategies.No signals yetNo commit datelisted armory install e2e-testing --cli claude
336Unrankede2e-testing-patternsskill · otherBuild reliable, fast, and maintainable end-to-end test suites that provide confidence to ship code quickly and catch regressions before users do.No signals yetNo commit datelisted armory install e2e-testing-patterns --cli claude
337Unrankedelectron-developmentskill · otherMaster Electron desktop app development with secure IPC, contextIsolation, preload scripts, multi-process architecture, electron-builder packaging…No signals yetNo commit datelisted armory install electron-development --cli claude
338Unrankedelixir-proskill · otherWrite idiomatic Elixir code with OTP patterns, supervision trees, and Phoenix LiveView. Masters concurrency, fault tolerance, and distributed systems.No signals yetNo commit datelisted armory install elixir-pro --cli claude
339Unrankedemail-composerskill · commsDraft professional emails for various contexts including business, technical, and customer communication. Use when the user needs help writing emails…No signals yetNo commit datelisted armory install email-composer --cli claude
340Unrankedemail-opsskill · commsEvidence-first mailbox triage, drafting, send verification, and sent-mail-safe follow-up workflow for ECC. Use when the user wants to organize email…No signals yetNo commit datelisted armory install email-ops --cli claude
341Unrankedemail-sequenceskill · commsWhen the user wants to create or optimize an email sequence, drip campaign, automated email flow, or lifecycle email program. Also use when the user…No signals yetNo commit datelisted armory install email-sequence --cli claude
342Unrankedemail-systemsskill · front-endEmail has the highest ROI of any marketing channel. $36 for every $1 spent. Yet most startups treat it as an afterthought - bulk blasts, no…No signals yetNo commit datelisted armory install email-systems --cli claude
343Unrankedena-databaseskill · back-endAccess European Nucleotide Archive via API/FTP. Retrieve DNA/RNA sequences, raw reads (FASTQ), genome assemblies by accession, for genomics and…No signals yetNo commit datelisted armory install ena-database --cli claude
344Unrankedenergy-procurementskill · otherCodified expertise for electricity and gas procurement, tariff optimization, demand charge management, renewable PPA evaluation, and multi-facility…No signals yetNo commit datelisted armory install energy-procurement --cli claude
345Unrankedensembl-databaseskill · back-endQuery Ensembl genome database REST API for 250+ species. Gene lookups, sequence retrieval, variant analysis, comparative genomics, orthologs, VEP…No signals yetNo commit datelisted armory install ensembl-database --cli claude
346Unrankedenterprise-agent-opsskill · observabilityOperate long-lived agent workloads with observability, security boundaries, and lifecycle management.No signals yetNo commit datelisted armory install enterprise-agent-ops --cli claude
347Unrankedenvironment-setup-guideskill · otherGuide developers through setting up development environments with proper tools, dependencies, and configurationsNo signals yetNo commit datelisted armory install environment-setup-guide --cli claude
348Unrankederror-handlingskill · otherPatterns for robust error handling across TypeScript, Python, and Go. Covers typed errors, error boundaries, retries, circuit breakers, and…No signals yetNo commit datelisted armory install error-handling --cli claude
349Unrankederror-resolverskill · observabilitySystematic error diagnosis and resolution using first-principle analysis. Use when encountering any error message, stack trace, or unexpected…No signals yetNo commit datelisted armory install error-resolver --cli claude
350Unrankedesmskill · front-endComprehensive toolkit for protein language models including ESM3 (generative multimodal protein design across sequence, structure, and function) and…No signals yetNo commit datelisted armory install esm --cli claude
351Unrankedetetoolkitskill · otherPhylogenetic tree toolkit (ETE). Tree manipulation (Newick/NHX), evolutionary event detection, orthology/paralogy, NCBI taxonomy, visualization…No signals yetNo commit datelisted armory install etetoolkit --cli claude
352Unrankedethical-hacking-methodologyskill · otherThis skill should be used when the user asks to "learn ethical hacking", "understand penetration testing lifecycle", "perform reconnaissance"…No signals yetNo commit datelisted armory install ethical-hacking-methodology --cli claude
353Unrankedeval-harnessskill · ai-agentsFormal evaluation framework for Claude Code sessions implementing eval- driven development (EDD) principles.No signals yetNo commit datelisted armory install eval-harness --cli claude
354Unrankedevaluating-code-modelsskill · observabilityEvaluates code generation models across HumanEval, MBPP, MultiPL-E, and 15+ benchmarks with pass@k metrics. Use when benchmarking code models…No signals yetNo commit datelisted armory install evaluating-code-models --cli claude
355Unrankedevaluating-llms-harnessskill · back-endEvaluates LLMs across 60+ academic benchmarks (MMLU, HumanEval, GSM8K, TruthfulQA, HellaSwag). Use when benchmarking model quality, comparing models…No signals yetNo commit datelisted armory install evaluating-llms-harness --cli claude
356Unrankedevent-sourcing-architectskill · front-endExpert in event sourcing, CQRS, and event-driven architecture patterns. Masters event store design, projection building, saga orchestration, and…No signals yetNo commit datelisted armory install event-sourcing-architect --cli claude
357Unrankedevm-token-decimalsskill · otherPrevent silent decimal mismatch bugs across EVM chains. Covers runtime decimal lookup, chain-aware caching, bridged-token precision drift, and safe…No signals yetNo commit datelisted armory install evm-token-decimals --cli claude
358Unrankedexa-searchskill · searchNeural search via Exa MCP for web, code, and company research. Use when the user needs web search, code examples, company intel, people lookup, or…No signals yetNo commit datelisted armory install exa-search --cli claude
359Unrankedexcalidrawskill · ai-agentsUse when working with *.excalidraw or *.excalidraw.json files, user mentions diagrams/flowcharts, or requests architecture visualization - delegates…No signals yetNo commit datelisted armory install excalidraw --cli claude
360Unrankedexcel-analysisskill · otherAnalyze Excel spreadsheets, create pivot tables, generate charts, and perform data analysis. Use when analyzing Excel files, spreadsheets, tabular…No signals yetNo commit datelisted armory install excel-analysis --cli claude
361Unrankedexecuting-marketing-campaignsskill · observabilityPlans, creates, and optimizes marketing campaigns including content strategy, social media, email, and analytics. Helps develop go-to-market…No signals yetNo commit datelisted armory install executing-marketing-campaigns --cli claude
362Unrankedexecuting-plansskill · otherUse when you have a written implementation plan to execute in a separate session with review checkpointsNo signals yetNo commit datelisted armory install executing-plans --cli claude
363Unrankedexecuting-plans-2skill · otherUse when you have a written implementation plan to execute in a separate session with review checkpointsNo signals yetNo commit datelisted armory install executing-plans-2 --cli claude
364Unrankedexecutive-resume-writerskill · otherCreate C-suite and VP-level resumes emphasizing strategic leadership, P&L ownership, and board-level impact. Use when the user mentions executive…No signals yetNo commit datelisted armory install executive-resume-writer --cli claude
365Unrankedexploratory-data-analysisskill · observabilityPerform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any…No signals yetNo commit datelisted armory install exploratory-data-analysis --cli claude
366Unrankedexpo-deploymentskill · devopsDeploy Expo apps to productionNo signals yetNo commit datelisted armory install expo-deployment --cli claude
367Unrankedfaissskill · searchFacebook's library for efficient similarity search and clustering of dense vectors. Supports billions of vectors, GPU acceleration, and various index…No signals yetNo commit datelisted armory install faiss --cli claude
368Unrankedfal-ai-mediaskill · otherUnified media generation via fal.ai MCP — image, video, and audio. Covers text-to-image (Nano Banana), text/image-to-video (Seedance, Kling, Veo 3)…No signals yetNo commit datelisted armory install fal-ai-media --cli claude
369Unrankedfastapi-endpointskill · back-endPlan and build production-ready FastAPI endpoints with async SQLAlchemy, Pydantic v2 models, dependency injection for auth, and pytest tests. Uses…No signals yetNo commit datelisted armory install fastapi-endpoint --cli claude
370Unrankedfastapi-patternsskill · back-endFastAPI patterns for async APIs, dependency injection, Pydantic request and response models, OpenAPI docs, tests, security, and production readiness.No signals yetNo commit datelisted armory install fastapi-patterns --cli claude
371Unrankedfastapi-proskill · back-endBuild high-performance async APIs with FastAPI, SQLAlchemy 2.0, and Pydantic V2. Master microservices, WebSockets, and modern Python async patterns.No signals yetNo commit datelisted armory install fastapi-pro --cli claude
372Unrankedfastmcp-serverskill · back-endComplete guide for building MCP servers with FastMCP 3.0 - tools, resources, authentication, providers, middleware, and deployment. Use when creating…No signals yetNo commit datelisted armory install fastmcp-server --cli claude
373Unrankedfda-consultant-specialistskill · otherSenior FDA consultant and specialist for medical device companies including HIPAA compliance and requirement management. Provides FDA pathway…No signals yetNo commit datelisted armory install fda-consultant-specialist --cli claude
374Unrankedfda-databaseskill · back-endQuery openFDA API for drugs, devices, adverse events, recalls, regulatory submissions (510k, PMA), substance identification (UNII), for FDA regulatory…No signals yetNo commit datelisted armory install fda-database --cli claude
375Unrankedfeature-design-assistantskill · front-endTurn ideas into fully formed designs and specs through natural collaborative dialogue. Use when planning new features, designing architecture, or…No signals yetNo commit datelisted armory install feature-design-assistant --cli claude
376Unrankedfeedback-masteryskill · otherNavigate difficult conversations and deliver constructive feedback using structured frameworks. Covers the Preparation-Delivery-Follow-up model and…No signals yetNo commit datelisted armory install feedback-mastery --cli claude
377Unrankedfigmaskill · front-endUse the Figma MCP server to fetch design context, screenshots, variables, and assets from Figma, and to translate Figma nodes into production code…No signals yetNo commit datelisted armory install figma --cli claude
378Unrankedfigma-implement-designskill · front-endTranslate Figma nodes into production-ready code with 1:1 visual fidelity using the Figma MCP workflow (design context, screenshots, assets, and…No signals yetNo commit datelisted armory install figma-implement-design --cli claude
379Unrankedfile-organizerskill · back-endIntelligently organizes files and folders by understanding context, finding duplicates, and suggesting better organizational structures. Use when user…No signals yetNo commit datelisted armory install file-organizer --cli claude
380Unrankedfile-path-traversal-testingskill · otherThis skill should be used when the user asks to "test for directory traversal", "exploit path traversal vulnerabilities", "read arbitrary files…No signals yetNo commit datelisted armory install file-path-traversal-testing --cli claude
381Unrankedfile-uploadsskill · devopsExpert at handling file uploads and cloud storage. Covers S3, Cloudflare R2, presigned URLs, multipart uploads, and image optimization. Knows how to…No signals yetNo commit datelisted armory install file-uploads --cli claude
382Unrankedfinance-billing-opsskill · paymentsEvidence-first revenue, pricing, refunds, team-billing, and billing-model truth workflow for ECC. Use when the user wants a sales snapshot, pricing…No signals yetNo commit datelisted armory install finance-billing-ops --cli claude
383Unrankedfind-bugsskill · otherFind bugs, security vulnerabilities, and code quality issues in local branch changes. Use when asked to review changes, find bugs, security review, or…No signals yetNo commit datelisted armory install find-bugs --cli claude
384Unrankedfine-tuning-with-trlskill · ai-agentsFine-tune LLMs using reinforcement learning with TRL - SFT for instruction tuning, DPO for preference alignment, PPO/GRPO for reward optimization, and…No signals yetNo commit datelisted armory install fine-tuning-with-trl --cli claude
385Unrankedfinishing-a-development-branchskill · otherUse when implementation is complete, all tests pass, and you need to decide how to integrate the work - guides completion of development work by…No signals yetNo commit datelisted armory install finishing-a-development-branch --cli claude
386Unrankedfirebaseskill · back-endFirebase gives you a complete backend in minutes - auth, database, storage, functions, hosting. But the ease of setup hides real complexity. Security…No signals yetNo commit datelisted armory install firebase --cli claude
387Unrankedfirebase-basicsskill · otherSets up and develops projects using Firebase products and services, especially for mobile or web apps. Covers Firebase CLI setup, project…No signals yetNo commit datelisted armory install firebase-basics --cli claude
388Unrankedfirecrawl-scraperskill · browserDeep web scraping, screenshots, PDF parsing, and website crawling using Firecrawl APINo signals yetNo commit datelisted armory install firecrawl-scraper --cli claude
389Unrankedflowioskill · otherParse FCS (Flow Cytometry Standard) files v2.0-3.1. Extract events as NumPy arrays, read metadata/channels, convert to CSV/DataFrame, for flow…No signals yetNo commit datelisted armory install flowio --cli claude
390Unrankedflox-environmentsskill · database"Create reproducible, cross-platform development environments with Flox — a declarative environment manager built on Nix. ALWAYS use this skill when…No signals yetNo commit datelisted armory install flox-environments --cli claude
391Unrankedfluidsimskill · otherFramework for computational fluid dynamics simulations using Python. Use when running fluid dynamics simulations including Navier-Stokes equations…No signals yetNo commit datelisted armory install fluidsim --cli claude
392Unrankedflutter-dart-code-reviewskill · otherLibrary-agnostic Flutter/Dart code review checklist covering widget best practices, state management patterns (BLoC, Riverpod, Provider, GetX, MobX…No signals yetNo commit datelisted armory install flutter-dart-code-review --cli claude
393Unrankedflutter-expert-2skill · devopsMaster Flutter development with Dart 3, advanced widgets, and multi-platform deployment.No signals yetNo commit datelisted armory install flutter-expert-2 --cli claude
394Unrankedfootballbin-predictions-2skill · otherGet AI-powered match predictions for Premier League and Champions League including scores, next goal, and corners.No signals yetNo commit datelisted armory install footballbin-predictions-2 --cli claude
395Unrankedform-croskill · paymentsWhen the user wants to optimize any form that is NOT signup/registration — including lead capture forms, contact forms, demo request forms…No signals yetNo commit datelisted armory install form-cro --cli claude
396Unrankedfoundation-models-on-deviceskill · ai-agentsApple FoundationModels framework for on-device LLM — text generation, guided generation with @Generable, tool calling, and snapshot streaming in iOS…No signals yetNo commit datelisted armory install foundation-models-on-device --cli claude
397Unrankedfree-tool-strategyskill · otherWhen the user wants to plan, evaluate, or build a free tool for marketing purposes — lead generation, SEO value, or brand awareness. Also use when the…No signals yetNo commit datelisted armory install free-tool-strategy --cli claude
398Unrankedfrontend-a11yskill · front-endAccessibility patterns for React and Next.js — semantic HTML, ARIA attributes, form labeling, keyboard navigation, focus management, and screen reader…No signals yetNo commit datelisted armory install frontend-a11y --cli claude
399Unrankedfrontend-designskill · front-endCreate distinctive, production-grade frontend interfaces with high design quality. Use this skill when the user asks to build web components, pages…No signals yetNo commit datelisted armory install frontend-design --cli claude
400Unrankedfrontend-design-directionskill · front-endSet an ECC-specific frontend design direction for production UI work. Use when building or improving websites, dashboards, applications, components…No signals yetNo commit datelisted armory install frontend-design-direction --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.

Leaderboard · Armory