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

RankScoreComponentDescriptionEvidenceLast commitInstall
501Unrankedinternal-commsskill · ai-agentsA set of resources to help me write all kinds of internal communications, using the formats that my company likes to use. Claude should use this skill…No signals yetNo commit datelisted armory install internal-comms --cli claude
502Unrankedinternal-comms-2skill · ai-agentsA set of resources to help me write all kinds of internal communications, using the formats that my company likes to use. Claude should use this skill…No signals yetNo commit datelisted armory install internal-comms-2 --cli claude
503Unrankedinternal-comms-3skill · ai-agentsA set of resources to help me write all kinds of internal communications, using the formats that my company likes to use. Claude should use this skill…No signals yetNo commit datelisted armory install internal-comms-3 --cli claude
504Unrankedinterview-prep-generatorskill · otherGenerate STAR stories, practice questions, and talking points from a resume. Use when the user mentions interview prep, behavioral questions, STAR…No signals yetNo commit datelisted armory install interview-prep-generator --cli claude
505Unrankedinventory-demand-planningskill · otherCodified expertise for demand forecasting, safety stock optimization, replenishment planning, and promotional lift estimation at multi-location…No signals yetNo commit datelisted armory install inventory-demand-planning --cli claude
506Unrankedinvestor-materialsskill · otherCreate and update pitch decks, one-pagers, investor memos, accelerator applications, financial models, and fundraising materials. Use when the user…No signals yetNo commit datelisted armory install investor-materials --cli claude
507Unrankedinvestor-outreachskill · commsDraft cold emails, warm intro blurbs, follow-ups, update emails, and investor communications for fundraising. Use when the user wants outreach to…No signals yetNo commit datelisted armory install investor-outreach --cli claude
508Unrankedinvoice-organizerskill · paymentsAutomatically organizes invoices and receipts for tax preparation by reading messy files, extracting key information, renaming them consistently, and…No signals yetNo commit datelisted armory install invoice-organizer --cli claude
509Unrankedios-icon-genskill · back-endGenerate iOS app icons as PNG imagesets for Xcode asset catalogs from SF Symbols (5000+ Apple-native) or Iconify API (275k+ open source icons from…No signals yetNo commit datelisted armory install ios-icon-gen --cli claude
510Unrankedisms-audit-expertskill · otherSenior ISMS Audit Expert for internal and external information security management system auditing. Provides ISO 27001 audit expertise, security audit…No signals yetNo commit datelisted armory install isms-audit-expert --cli claude
511Unrankedit-operationsskill · observabilityManages IT infrastructure, monitoring, incident response, and service reliability. Provides frameworks for ITIL service management, observability…No signals yetNo commit datelisted armory install it-operations --cli claude
512Unrankediterate-prskill · otherIterate on a PR until CI passes. Use when you need to fix CI failures, address review feedback, or continuously push fixes until all checks are green…No signals yetNo commit datelisted armory install iterate-pr --cli claude
513Unrankediterative-retrievalskill · searchPattern for progressively refining context retrieval to solve the subagent context problemNo signals yetNo commit datelisted armory install iterative-retrieval --cli claude
514Unrankedito-basket-compareskill · otherCompare Itô prediction-market baskets against a user's knowledge base, portfolio notes, financial context, watchlist, or research thesis. Use for…No signals yetNo commit datelisted armory install ito-basket-compare --cli claude
515Unrankedito-data-atlas-agentskill · front-endDesign background Data Atlas style agents for Itô basket research, market discovery, parameter drafting, and human-in-the-loop editing. Use for…No signals yetNo commit datelisted armory install ito-data-atlas-agent --cli claude
516Unrankedito-market-intelligenceskill · back-endResearch prediction-market events, venues, underliers, liquidity, and news context for Itô basket workflows. Use for read-only market intelligence…No signals yetNo commit datelisted armory install ito-market-intelligence --cli claude
517Unrankedito-trade-plannerskill · otherBuild a non-advisory prediction-market trade planning worksheet for Itô or venue workflows. Use to inspect venues, underliers, constraints, order…No signals yetNo commit datelisted armory install ito-trade-planner --cli claude
518Unrankedjava-coding-standardsskill · front-end"Java coding standards for Spring Boot and Quarkus services: naming, immutability, Optional usage, streams, exceptions, generics, CDI, reactive…No signals yetNo commit datelisted armory install java-coding-standards --cli claude
519Unrankedjava-proskill · otherMaster Java 21+ with modern features like virtual threads, pattern matching, and Spring Boot 3.x. Expert in the latest Java ecosystem including…No signals yetNo commit datelisted armory install java-pro --cli claude
520Unrankedjavascript-masteryskill · otherComprehensive JavaScript reference covering 33+ essential concepts every developer should know. From fundamentals like primitives and closures to…No signals yetNo commit datelisted armory install javascript-mastery --cli claude
521Unrankedjavascript-pro-2skill · back-endMaster modern JavaScript with ES6+, async patterns, and Node.js APIs. Handles promises, event loops, and browser/Node compatibility.No signals yetNo commit datelisted armory install javascript-pro-2 --cli claude
522Unrankedjavascript-testing-patternsskill · otherComprehensive guide for implementing robust testing strategies in JavaScript/TypeScript applications using modern testing frameworks and best…No signals yetNo commit datelisted armory install javascript-testing-patterns --cli claude
523Unrankedjiraskill · otherUse when the user mentions Jira issues (e.g., "PROJ-123"), asks about tickets, wants to create/view/update issues, check sprint status, or manage…No signals yetNo commit datelisted armory install jira --cli claude
524Unrankedjira-automationskill · searchAutomate Jira tasks via Rube MCP (Composio): issues, projects, sprints, boards, comments, users. Always search tools first for current schemas.No signals yetNo commit datelisted armory install jira-automation --cli claude
525Unrankedjira-integrationskill · back-endUse this skill when retrieving Jira tickets, analyzing requirements, updating ticket status, adding comments, or transitioning issues. Provides Jira…No signals yetNo commit datelisted armory install jira-integration --cli claude
526Unrankedjob-description-analyzerskill · otherAnalyze job postings, calculate match scores, identify gaps, and create an application strategy. Use when the user shares a job description or asks to…No signals yetNo commit datelisted armory install job-description-analyzer --cli claude
527Unrankedjpa-patternsskill · front-endJPA/Hibernate patterns for entity design, relationships, query optimization, transactions, auditing, indexing, pagination, and pooling in Spring Boot.No signals yetNo commit datelisted armory install jpa-patterns --cli claude
528Unrankedjson-canvasskill · otherCreate and edit JSON Canvas files (.canvas) with nodes, edges, groups, and connections. Use when working with .canvas files, creating visual canvases…No signals yetNo commit datelisted armory install json-canvas --cli claude
529Unrankedjupyter-notebookskill · otherUse when the user asks to create, scaffold, or edit Jupyter notebooks (`.ipynb`) for experiments, explorations, or tutorials; prefer the bundled…No signals yetNo commit datelisted armory install jupyter-notebook --cli claude
530Unrankedk6-load-testingskill · back-endComprehensive k6 load testing skill for API, browser, and scalability testing. Write realistic load scenarios, analyze results, and integrate with…No signals yetNo commit datelisted armory install k6-load-testing --cli claude
531Unrankedkaizenskill · otherGuide for continuous improvement, error proofing, and standardization. Use this skill when the user wants to improve code quality, refactor, or…No signals yetNo commit datelisted armory install kaizen --cli claude
532Unrankedkegg-databaseskill · back-endDirect REST API access to KEGG (academic use only). Pathway analysis, gene-pathway mapping, metabolic pathways, drug interactions, ID conversion. For…No signals yetNo commit datelisted armory install kegg-database --cli claude
533Unrankedknowledge-distillationskill · ai-agentsCompress large language models using knowledge distillation from teacher to student models. Use when deploying smaller models with retained…No signals yetNo commit datelisted armory install knowledge-distillation --cli claude
534Unrankedknowledge-opsskill · searchKnowledge base management, ingestion, sync, and retrieval across multiple storage layers (local files, MCP memory, vector stores, Git repos). Use when…No signals yetNo commit datelisted armory install knowledge-ops --cli claude
535Unrankedkotlin-coroutines-expertskill · otherExpert patterns for Kotlin Coroutines and Flow, covering structured concurrency, error handling, and testing.No signals yetNo commit datelisted armory install kotlin-coroutines-expert --cli claude
536Unrankedkotlin-coroutines-flowsskill · otherKotlin Coroutines and Flow patterns for Android and KMP — structured concurrency, Flow operators, StateFlow, error handling, and testing.No signals yetNo commit datelisted armory install kotlin-coroutines-flows --cli claude
537Unrankedkotlin-exposed-patternsskill · github-vcsJetBrains Exposed ORM patterns including DSL queries, DAO pattern, transactions, HikariCP connection pooling, Flyway migrations, and repository…No signals yetNo commit datelisted armory install kotlin-exposed-patterns --cli claude
538Unrankedkotlin-ktor-patternsskill · back-endKtor server patterns including routing DSL, plugins, authentication, Koin DI, kotlinx.serialization, WebSockets, and testApplication testing.No signals yetNo commit datelisted armory install kotlin-ktor-patterns --cli claude
539Unrankedkotlin-patternsskill · otherIdiomatic Kotlin patterns, best practices, and conventions for building robust, efficient, and maintainable Kotlin applications with coroutines, null…No signals yetNo commit datelisted armory install kotlin-patterns --cli claude
540Unrankedkotlin-testingskill · otherKotlin testing patterns with Kotest, MockK, coroutine testing, property-based testing, and Kover coverage. Follows TDD methodology with idiomatic…No signals yetNo commit datelisted armory install kotlin-testing --cli claude
541Unrankedkubernetes-architectskill · devopsExpert Kubernetes architect specializing in cloud-native infrastructure, advanced GitOps workflows (ArgoCD/Flux), and enterprise container…No signals yetNo commit datelisted armory install kubernetes-architect --cli claude
542Unrankedlabarchive-integrationskill · back-endElectronic lab notebook API integration. Access notebooks, manage entries/attachments, backup notebooks, integrate with Protocols.io/Jupyter/REDCap…No signals yetNo commit datelisted armory install labarchive-integration --cli claude
543Unrankedlambda-labs-gpu-cloudskill · devopsReserved and on-demand GPU cloud instances for ML training and inference. Use when you need dedicated GPU instances with simple SSH access, persistent…No signals yetNo commit datelisted armory install lambda-labs-gpu-cloud --cli claude
544Unrankedlamindbskill · observabilityThis skill should be used when working with LaminDB, an open-source data framework for biology that makes data queryable, traceable, reproducible, and…No signals yetNo commit datelisted armory install lamindb --cli claude
545Unrankedlangchainskill · ai-agentsFramework for building LLM-powered applications with agents, chains, and RAG. Supports multiple providers (OpenAI, Anthropic, Google), 500+…No signals yetNo commit datelisted armory install langchain --cli claude
546Unrankedlangfuseskill · ai-agentsExpert in Langfuse - the open-source LLM observability platform. Covers tracing, prompt management, evaluation, datasets, and integration with…No signals yetNo commit datelisted armory install langfuse --cli claude
547Unrankedlanggraphskill · front-endExpert in LangGraph - the production-grade framework for building stateful, multi-actor AI applications. Covers graph construction, state management…No signals yetNo commit datelisted armory install langgraph --cli claude
548Unrankedlangsmith-observabilityskill · observabilityLLM observability platform for tracing, evaluation, and monitoring. Use when debugging LLM applications, evaluating model outputs against datasets…No signals yetNo commit datelisted armory install langsmith-observability --cli claude
549Unrankedlaravel-expertskill · otherSenior Laravel Engineer role for production-grade, maintainable, and idiomatic Laravel solutions. Focuses on clean architecture, security…No signals yetNo commit datelisted armory install laravel-expert --cli claude
550Unrankedlaravel-patternsskill · back-endLaravel architecture patterns, routing/controllers, Eloquent ORM, service layers, queues, events, caching, and API resources for production apps.No signals yetNo commit datelisted armory install laravel-patterns --cli claude
551Unrankedlaravel-plugin-discoveryskill · otherDiscover and evaluate Laravel packages via LaraPlugins.io MCP. Use when the user wants to find plugins, check package health, or assess Laravel/PHP…No signals yetNo commit datelisted armory install laravel-plugin-discovery --cli claude
552Unrankedlaravel-securityskill · authLaravel security best practices for authn/authz, validation, CSRF, mass assignment, file uploads, secrets, rate limiting, and secure deployment.No signals yetNo commit datelisted armory install laravel-security --cli claude
553Unrankedlaravel-tddskill · databaseTest-driven development for Laravel with PHPUnit and Pest, factories, database testing, fakes, and coverage targets.No signals yetNo commit datelisted armory install laravel-tdd --cli claude
554Unrankedlaravel-verificationskill · devops"Verification loop for Laravel projects: env checks, linting, static analysis, tests with coverage, security scans, and deployment readiness."No signals yetNo commit datelisted armory install laravel-verification --cli claude
555Unrankedlatchbio-integrationskill · back-endLatch platform for bioinformatics workflows. Build pipelines with Latch SDK, @workflow/@task decorators, deploy serverless workflows…No signals yetNo commit datelisted armory install latchbio-integration --cli claude
556Unrankedlatency-critical-systemsskill · devopsUse for latency-sensitive systems such as realtime dashboards, market data, streaming agents, execution gateways, queues, caches, or HFT-like…No signals yetNo commit datelisted armory install latency-critical-systems --cli claude
557Unrankedlatex-postersskill · front-endCreate professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and…No signals yetNo commit datelisted armory install latex-posters --cli claude
558Unrankedlatex-posters-2skill · front-endCreate professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and…No signals yetNo commit datelisted armory install latex-posters-2 --cli claude
559Unrankedlaunch-strategyskill · otherWhen the user wants to plan a product launch, feature announcement, or release strategy. Also use when the user mentions 'launch,' 'Product Hunt,'…No signals yetNo commit datelisted armory install launch-strategy --cli claude
560Unrankedlead-intelligenceskill · commsAI-native lead intelligence and outreach pipeline. Replaces Apollo, Clay, and ZoomInfo with agent-powered signal scoring, mutual ranking, warm path…No signals yetNo commit datelisted armory install lead-intelligence --cli claude
561Unrankedlead-research-assistantskill · searchIdentifies high-quality leads for your product or service by analyzing your business, searching for target companies, and providing actionable contact…No signals yetNo commit datelisted armory install lead-research-assistant --cli claude
562Unrankedlinearskill · otherManage issues, projects & team workflows in Linear. Use when the user wants to read, create or updates tickets in Linear.No signals yetNo commit datelisted armory install linear --cli claude
563Unrankedlinear-automationskill · searchAutomate Linear tasks via Rube MCP (Composio): issues, projects, cycles, teams, labels. Always search tools first for current schemas.No signals yetNo commit datelisted armory install linear-automation --cli claude
564Unrankedlinkedin-profile-optimizerskill · searchOptimize a LinkedIn profile for searchability, recruiter visibility, and engagement. Use when the user mentions LinkedIn profile, headline, About…No signals yetNo commit datelisted armory install linkedin-profile-optimizer --cli claude
565Unrankedlint-and-validateskill · otherAutomatic quality control, linting, and static analysis procedures. Use after every code modification to ensure syntax correctness and project…No signals yetNo commit datelisted armory install lint-and-validate --cli claude
566Unrankedlinux-privilege-escalationskill · databaseThis skill should be used when the user asks to "escalate privileges on Linux", "find privesc vectors on Linux systems", "exploit sudo…No signals yetNo commit datelisted armory install linux-privilege-escalation --cli claude
567Unrankedlinux-production-shell-scriptsskill · observabilityThis skill should be used when the user asks to "create bash scripts", "automate Linux tasks", "monitor system resources", "backup files", "manage…No signals yetNo commit datelisted armory install linux-production-shell-scripts --cli claude
568Unrankedliquid-glass-designskill · front-endiOS 26 Liquid Glass design system — dynamic glass material with blur, reflection, and interactive morphing for SwiftUI, UIKit, and WidgetKit.No signals yetNo commit datelisted armory install liquid-glass-design --cli claude
569Unrankedliterature-reviewskill · observabilitySystematic literature-review workflow for academic, biomedical, technical, and scientific topics, including search planning, source screening…No signals yetNo commit datelisted armory install literature-review --cli claude
570Unrankedllama-cppskill · ai-agentsRuns LLM inference on CPU, Apple Silicon, and consumer GPUs without NVIDIA hardware. Use for edge deployment, M1/M2/M3 Macs, AMD/Intel GPUs, or when…No signals yetNo commit datelisted armory install llama-cpp --cli claude
571Unrankedllama-factoryskill · ai-agentsExpert guidance for fine-tuning LLMs with LLaMA-Factory - WebUI no-code, 100+ models, 2/3/4/5/6/8-bit QLoRA, multimodal supportNo signals yetNo commit datelisted armory install llama-factory --cli claude
572Unrankedllamaguardskill · devopsMeta's 7-8B specialized moderation model for LLM input/output filtering. 6 safety categories - violence/hate, sexual content, weapons, substances…No signals yetNo commit datelisted armory install llamaguard --cli claude
573Unrankedllamaindexskill · searchData framework for building LLM applications with RAG. Specializes in document ingestion (300+ connectors), indexing, and querying. Features vector…No signals yetNo commit datelisted armory install llamaindex --cli claude
574Unrankedllavaskill · commsLarge Language and Vision Assistant. Enables visual instruction tuning and image-based conversations. Combines CLIP vision encoder with Vicuna/LLaMA…No signals yetNo commit datelisted armory install llava --cli claude
575Unrankedllm-app-patternsskill · ai-agentsProduction-ready patterns for building LLM applications. Covers RAG pipelines, agent architectures, prompt IDEs, and LLMOps monitoring. Use when…No signals yetNo commit datelisted armory install llm-app-patterns --cli claude
576Unrankedllm-evaluationskill · observabilityMaster comprehensive evaluation strategies for LLM applications, from automated metrics to human evaluation and A/B testing.No signals yetNo commit datelisted armory install llm-evaluation --cli claude
577Unrankedllm-opsskill · databaseLLM Operations -- RAG, embeddings, vector databases, fine-tuning, prompt engineering avancado, custos de LLM, evals de qualidade e arquiteturas de IA…No signals yetNo commit datelisted armory install llm-ops --cli claude
578Unrankedllm-trading-agent-securityskill · ai-agentsSecurity patterns for autonomous trading agents with wallet or transaction authority. Covers prompt injection, spend limits, pre-send simulation…No signals yetNo commit datelisted armory install llm-trading-agent-security --cli claude
579Unrankedlogistics-exception-managementskill · observabilityCodified expertise for handling freight exceptions, shipment delays, damages, losses, and carrier disputes. Informed by logistics professionals with…No signals yetNo commit datelisted armory install logistics-exception-management --cli claude
580Unrankedloki-modeskill · ai-agentsMulti-agent autonomous startup system for Claude Code. Triggers on "Loki Mode". Orchestrates 100+ specialized agents across engineering, QA, DevOps…No signals yetNo commit datelisted armory install loki-mode --cli claude
581Unrankedlong-contextskill · databaseExtend context windows of transformer models using RoPE, YaRN, ALiBi, and position interpolation techniques. Use when processing long documents…No signals yetNo commit datelisted armory install long-context --cli claude
582Unrankedluma-imagegenskill · back-endUse when the user asks to generate images via the Luma AI API (Dream Machine / Photon); collects a prompt and options interactively, then calls the…No signals yetNo commit datelisted armory install luma-imagegen --cli claude
583Unrankedmake-interfaces-feel-betterskill · front-endApply concrete design-engineering details that make interfaces feel polished. Use when reviewing or improving UI spacing, typography, borders…No signals yetNo commit datelisted armory install make-interfaces-feel-better --cli claude
584Unrankedmamba-architectureskill · front-endState-space model with O(n) complexity vs Transformers' O(n²). 5× faster inference, million-token sequences, no KV cache. Selective SSM with…No signals yetNo commit datelisted armory install mamba-architecture --cli claude
585Unrankedmanifestskill · back-endInstall and configure the Manifest observability plugin for your agents. Use when setting up telemetry, configuring API keys or endpoints…No signals yetNo commit datelisted armory install manifest --cli claude
586Unrankedmanimskill · front-endComprehensive guide for Manim Community - Python framework for creating mathematical animations and educational videos with programmatic controlNo signals yetNo commit datelisted armory install manim --cli claude
587Unrankedmanim-videoskill · otherBuild reusable Manim explainers for technical concepts, graphs, system diagrams, and product walkthroughs, then hand off to the wider ECC video stack…No signals yetNo commit datelisted armory install manim-video --cli claude
588Unrankedmarket-researchskill · otherConduct market research, competitive analysis, investor due diligence, and industry intelligence with source attribution and decision-oriented…No signals yetNo commit datelisted armory install market-research --cli claude
589Unrankedmarket-research-reportsskill · otherGenerate comprehensive market research reports (50+ pages) in the style of top consulting firms (McKinsey, BCG, Gartner). Features professional LaTeX…No signals yetNo commit datelisted armory install market-research-reports --cli claude
590Unrankedmarketing-campaignskill · front-endEnd-to-end marketing campaign planning and execution. Covers audience research, positioning, campaign angle definition, landing page copy, email…No signals yetNo commit datelisted armory install marketing-campaign --cli claude
591Unrankedmarketing-demand-acquisitionskill · otherMulti-channel demand generation, paid media optimization, SEO strategy, and partnership programs for Series A+ startups. Includes CAC calculator…No signals yetNo commit datelisted armory install marketing-demand-acquisition --cli claude
592Unrankedmarketing-ideasskill · otherWhen the user needs marketing ideas, inspiration, or strategies for their SaaS or software product. Also use when the user asks for 'marketing ideas,'…No signals yetNo commit datelisted armory install marketing-ideas --cli claude
593Unrankedmarketing-psychologyskill · otherWhen the user wants to apply psychological principles, mental models, or behavioral science to marketing. Also use when the user mentions…No signals yetNo commit datelisted armory install marketing-psychology --cli claude
594Unrankedmarketing-strategy-pmmskill · otherProduct marketing, positioning, GTM strategy, and competitive intelligence. Includes ICP definition, April Dunford positioning methodology, launch…No signals yetNo commit datelisted armory install marketing-strategy-pmm --cli claude
595Unrankedmarkitdown-2skill · otherConvert files and office documents to Markdown. Supports PDF, DOCX, PPTX, XLSX, images (with OCR), audio (with transcription), HTML, CSV, JSON, XML…No signals yetNo commit datelisted armory install markitdown-2 --cli claude
596Unrankedmarp-slideskill · otherCreate professional Marp presentation slides with 7 beautiful themes (default, minimal, colorful, dark, gradient, tech, business). Use when users…No signals yetNo commit datelisted armory install marp-slide --cli claude
597Unrankedmatchmsskill · otherMass spectrometry analysis. Process mzML/MGF/MSP, spectral similarity (cosine, modified cosine), metadata harmonization, compound ID, for metabolomics…No signals yetNo commit datelisted armory install matchms --cli claude
598Unrankedmatplotlibskill · otherFoundational plotting library. Create line plots, scatter, bar, histograms, heatmaps, 3D, subplots, export PNG/PDF/SVG, for scientific visualization…No signals yetNo commit datelisted armory install matplotlib --cli claude
599Unrankedmcp-builderskill · back-endGuide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools…No signals yetNo commit datelisted armory install mcp-builder --cli claude
600Unrankedmcp-integrationskill · ai-agentsThis skill should be used when the user asks to "add MCP server", "integrate MCP", "configure MCP in plugin", "use .mcp.json", "set up Model Context…No signals yetNo commit datelisted armory install mcp-integration --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