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

RankScoreComponentDescriptionEvidenceLast commitInstall
601Unrankedmcp-server-patternsskill · back-endBuild MCP servers with Node/TypeScript SDK — tools, resources, prompts, Zod validation, stdio vs Streamable HTTP. Use Context7 or official MCP docs…No signals yetNo commit datelisted armory install mcp-server-patterns --cli claude
602Unrankedmdr-745-specialistskill · otherEU MDR 2017/745 regulation specialist and consultant for medical device requirement management. Provides comprehensive MDR compliance expertise, gap…No signals yetNo commit datelisted armory install mdr-745-specialist --cli claude
603Unrankedmedchemskill · observabilityMedicinal chemistry filters. Apply drug-likeness rules (Lipinski, Veber), PAINS filters, structural alerts, complexity metrics, for compound…No signals yetNo commit datelisted armory install medchem --cli claude
604Unrankedmeeting-insights-analyzerskill · otherAnalyzes meeting transcripts and recordings to uncover behavioral patterns, communication insights, and actionable feedback. Identifies when you avoid…No signals yetNo commit datelisted armory install meeting-insights-analyzer --cli claude
605Unrankedmeme-factoryskill · back-endGenerate memes using the memegen.link API. Use when users request memes, want to add humor to content, or need visual aids for social media. Supports…No signals yetNo commit datelisted armory install meme-factory --cli claude
606Unrankedmemory-searchskill · searchSearch conversation history and semantic memory to recall previous discussions, decisions, and context. Use when the user asks to "search memory"…No signals yetNo commit datelisted armory install memory-search --cli claude
607Unrankedmermaid-diagram-specialistskill · other**Purpose**: Expert in creating comprehensive Mermaid diagrams forNo signals yetNo commit datelisted armory install mermaid-diagram-specialist --cli claude
608Unrankedmermaid-diagramsskill · front-endComprehensive guide for creating software diagrams using Mermaid syntax. Use when users need to create, visualize, or document software through…No signals yetNo commit datelisted armory install mermaid-diagrams --cli claude
609Unrankedmessages-opsskill · otherEvidence-first live messaging workflow for ECC. Use when the user wants to read texts or DMs, recover a recent one-time code, inspect a thread before…No signals yetNo commit datelisted armory install messages-ops --cli claude
610Unrankedmetabolomics-workbench-databaseskill · back-endAccess NIH Metabolomics Workbench via REST API (4,200+ studies). Query metabolites, RefMet nomenclature, MS/NMR data, m/z searches, study metadata…No signals yetNo commit datelisted armory install metabolomics-workbench-database --cli claude
611Unrankedmetasploit-frameworkskill · otherThis skill should be used when the user asks to "use Metasploit for penetration testing", "exploit vulnerabilities with msfconsole", "create payloads…No signals yetNo commit datelisted armory install metasploit-framework --cli claude
612Unrankedmicro-saas-launcherskill · otherExpert in launching small, focused SaaS products fast - the indie hacker approach to building profitable software. Covers idea validation, MVP…No signals yetNo commit datelisted armory install micro-saas-launcher --cli claude
613Unrankedmicroservices-patternsskill · back-endMaster microservices architecture patterns including service boundaries, inter-service communication, data management, and resilience patterns for…No signals yetNo commit datelisted armory install microservices-patterns --cli claude
614Unrankedmiles-rl-trainingskill · otherProvides guidance for enterprise-grade RL training using miles, a production-ready fork of slime. Use when training large MoE models with FP8/INT4…No signals yetNo commit datelisted armory install miles-rl-training --cli claude
615Unrankedml-engineer-2skill · observabilityBuild production ML systems with PyTorch 2.x, TensorFlow, and modern ML frameworks. Implements model serving, feature engineering, A/B testing, and…No signals yetNo commit datelisted armory install ml-engineer-2 --cli claude
616Unrankedml-paper-writingskill · github-vcsWrite publication-ready ML/AI papers for NeurIPS, ICML, ICLR, ACL, AAAI, COLM. Use when drafting papers from research repos, structuring arguments…No signals yetNo commit datelisted armory install ml-paper-writing --cli claude
617Unrankedmle-workflowskill · devopsProduction machine-learning engineering workflow for data contracts, reproducible training, model evaluation, deployment, monitoring, and rollback…No signals yetNo commit datelisted armory install mle-workflow --cli claude
618Unrankedmlflowskill · devopsTrack ML experiments, manage model registry with versioning, deploy models to production, and reproduce experiments with MLflow - framework-agnostic…No signals yetNo commit datelisted armory install mlflow --cli claude
619Unrankedmobile-designskill · front-endMobile-first design thinking and decision-making for iOS and Android apps. Touch interaction, performance patterns, platform conventions. Teaches…No signals yetNo commit datelisted armory install mobile-design --cli claude
620Unrankedmobile-gamesskill · otherMobile game development principles. Touch input, battery, performance, app stores.No signals yetNo commit datelisted armory install mobile-games --cli claude
621Unrankedmodalskill · back-endRun Python code in the cloud with serverless containers, GPUs, and autoscaling. Use when deploying ML models, running batch processing jobs…No signals yetNo commit datelisted armory install modal --cli claude
622Unrankedmodal-serverless-gpuskill · back-endServerless GPU cloud platform for running ML workloads. Use when you need on-demand GPU access without infrastructure management, deploying ML models…No signals yetNo commit datelisted armory install modal-serverless-gpu --cli claude
623Unrankedmodel-mergingskill · devopsMerge multiple fine-tuned models using mergekit to combine capabilities without retraining. Use when creating specialized models by blending…No signals yetNo commit datelisted armory install model-merging --cli claude
624Unrankedmodel-pruningskill · ai-agentsReduce LLM size and accelerate inference using pruning techniques like Wanda and SparseGPT. Use when compressing models without retraining, achieving…No signals yetNo commit datelisted armory install model-pruning --cli claude
625Unrankedmoe-trainingskill · otherTrain Mixture of Experts (MoE) models using DeepSpeed or HuggingFace. Use when training large-scale models with limited compute (5× cost reduction vs…No signals yetNo commit datelisted armory install moe-training --cli claude
626Unrankedmolfeatskill · otherMolecular featurization for ML (100+ featurizers). ECFP, MACCS, descriptors, pretrained models (ChemBERTa), convert SMILES to features, for QSAR and…No signals yetNo commit datelisted armory install molfeat --cli claude
627Unrankedmonorepo-architectskill · github-vcsExpert in monorepo architecture, build systems, and dependency management at scale. Masters Nx, Turborepo, Bazel, and Lerna for efficient…No signals yetNo commit datelisted armory install monorepo-architect --cli claude
628Unrankedmoodle-external-api-developmentskill · back-endCreate custom external web service APIs for Moodle LMS. Use when implementing web services for course management, user tracking, quiz operations, or…No signals yetNo commit datelisted armory install moodle-external-api-development --cli claude
629Unrankedmotion-advancedskill · front-endAdvanced motion patterns for React / Next.js — drag & drop, gestures, text animations, SVG path drawing, custom hooks, imperative sequences…No signals yetNo commit datelisted armory install motion-advanced --cli claude
630Unrankedmotion-canvasskill · otherComplete production-ready guide for Motion Canvas with ESM/CommonJS workarounds, full setup templates, and troubleshooting for programmatic video…No signals yetNo commit datelisted armory install motion-canvas --cli claude
631Unrankedmotion-foundationsskill · front-endMotion tokens, spring presets, performance rules, device adaptation, accessibility enforcement, and SSR safety for React / Next.js using motion/react…No signals yetNo commit datelisted armory install motion-foundations --cli claude
632Unrankedmotion-patternsskill · front-endProduction-ready animation patterns for React / Next.js — button, modal, toast, stagger, page transitions, exit animations, scroll, and layout — built…No signals yetNo commit datelisted armory install motion-patterns --cli claude
633Unrankedmotion-uiskill · front-end"Production-ready UI motion system for React/Next.js. Use when implementing animations, transitions, or motion patterns."No signals yetNo commit datelisted armory install motion-ui --cli claude
634Unrankedmove-code-qualityskill · otherAnalyzes Move language packages against the official Move Book Code Quality Checklist. Use this skill when reviewing Move code, checking Move 2024…No signals yetNo commit datelisted armory install move-code-quality --cli claude
635Unrankedmuiskill · front-endMaterial-UI v7 component library patterns including sx prop styling, theme integration, responsive design, and MUI-specific hooks. Use when working…No signals yetNo commit datelisted armory install mui --cli claude
636Unrankedmultiplayerskill · otherMultiplayer game development principles. Architecture, networking, synchronization.No signals yetNo commit datelisted armory install multiplayer --cli claude
637Unrankedmysql-patternsskill · databaseMySQL and MariaDB schema, query, indexing, transaction, replication, and connection-pool patterns for production backends.No signals yetNo commit datelisted armory install mysql-patterns --cli claude
638Unrankedn8n-code-javascriptskill · otherWrite JavaScript code in n8n Code nodes. Use when writing JavaScript in n8n, using $input/$json/$node syntax, making HTTP requests with $helpers…No signals yetNo commit datelisted armory install n8n-code-javascript --cli claude
639Unrankedn8n-code-pythonskill · otherWrite Python code in n8n Code nodes. Use when writing Python in n8n, using _input/_json/_node syntax, working with standard library, or need to…No signals yetNo commit datelisted armory install n8n-code-python --cli claude
640Unrankedn8n-expression-syntaxskill · back-endValidate n8n expression syntax and fix common errors. Use when writing n8n expressions, using {{}} syntax, accessing $json/$node variables…No signals yetNo commit datelisted armory install n8n-expression-syntax --cli claude
641Unrankedn8n-mcp-tools-expertskill · searchExpert guide for using n8n-mcp MCP tools effectively. Use when searching for nodes, validating configurations, accessing templates, managing…No signals yetNo commit datelisted armory install n8n-mcp-tools-expert --cli claude
642Unrankedn8n-node-configurationskill · otherOperation-aware node configuration guidance. Use when configuring nodes, understanding property dependencies, determining required fields, choosing…No signals yetNo commit datelisted armory install n8n-node-configuration --cli claude
643Unrankedn8n-validation-expertskill · otherInterpret validation errors and guide fixing them. Use when encountering validation errors, validation warnings, false positives, operator structure…No signals yetNo commit datelisted armory install n8n-validation-expert --cli claude
644Unrankedn8n-workflow-patternsskill · otherProven architectural patterns for building n8n workflows.No signals yetNo commit datelisted armory install n8n-workflow-patterns --cli claude
645Unrankedn8n-workflow-patterns-2skill · front-endProven workflow architectural patterns from real n8n workflows. Use when building new workflows, designing workflow structure, choosing workflow…No signals yetNo commit datelisted armory install n8n-workflow-patterns-2 --cli claude
646Unrankednaming-analyzerskill · otherSuggest better variable, function, and class names based on context and conventions.No signals yetNo commit datelisted armory install naming-analyzer --cli claude
647Unrankednanoclaw-replskill · ai-agentsOperate and extend NanoClaw v2, ECC's zero-dependency session-aware REPL built on claude -p.No signals yetNo commit datelisted armory install nanoclaw-repl --cli claude
648Unrankednanogptskill · ai-agentsEducational GPT implementation in ~300 lines. Reproduces GPT-2 (124M) on OpenWebText. Clean, hackable code for learning transformers. By Andrej…No signals yetNo commit datelisted armory install nanogpt --cli claude
649Unrankednemo-curatorskill · ai-agentsGPU-accelerated data curation for LLM training. Supports text/image/video/audio. Features fuzzy deduplication (16× faster), quality filtering (30+…No signals yetNo commit datelisted armory install nemo-curator --cli claude
650Unrankednemo-evaluator-sdkskill · back-endEvaluates LLMs across 100+ benchmarks from 18+ harnesses (MMLU, HumanEval, GSM8K, safety, VLM) with multi-backend execution. Use when needing scalable…No signals yetNo commit datelisted armory install nemo-evaluator-sdk --cli claude
651Unrankednemo-guardrailsskill · ai-agentsNVIDIA's runtime safety framework for LLM applications. Features jailbreak detection, input/output validation, fact-checking, hallucination detection…No signals yetNo commit datelisted armory install nemo-guardrails --cli claude
652Unrankedneon-instagresskill · databaseInstantly provision production-ready Postgres databases with Neon Instagres. Use when setting up databases, when users mention PostgreSQL/Postgres…No signals yetNo commit datelisted armory install neon-instagres --cli claude
653Unrankedneon-postgresskill · databaseExpert patterns for Neon serverless Postgres, branching, connection pooling, and Prisma/Drizzle integration Use when: neon database, serverless…No signals yetNo commit datelisted armory install neon-postgres --cli claude
654Unrankednestjs-expertskill · authNest.js framework expert specializing in module architecture, dependency injection, middleware, guards, interceptors, testing with Jest/Supertest…No signals yetNo commit datelisted armory install nestjs-expert --cli claude
655Unrankednestjs-patternsskill · back-endNestJS architecture patterns for modules, controllers, providers, DTO validation, guards, interceptors, config, and production-grade TypeScript…No signals yetNo commit datelisted armory install nestjs-patterns --cli claude
656Unrankednetlify-deployskill · devopsDeploy web projects to Netlify using the Netlify CLI (`npx netlify`). Use when the user asks to deploy, host, publish, or link a site/repo on Netlify…No signals yetNo commit datelisted armory install netlify-deploy --cli claude
657Unrankednetmiko-ssh-automationskill · otherSafe Python Netmiko patterns for read-only collection, bounded batch SSH, TextFSM parsing, guarded config changes, timeouts, and network automation…No signals yetNo commit datelisted armory install netmiko-ssh-automation --cli claude
658Unrankednetwork-101skill · back-endThis skill should be used when the user asks to "set up a web server", "configure HTTP or HTTPS", "perform SNMP enumeration", "configure SMB shares"…No signals yetNo commit datelisted armory install network-101 --cli claude
659Unrankednetwork-bgp-diagnosticsskill · otherDiagnostics-only BGP troubleshooting patterns for neighbor state, route exchange, prefix policy, AS path inspection, and safe evidence collection.No signals yetNo commit datelisted armory install network-bgp-diagnostics --cli claude
660Unrankednetwork-config-validationskill · devopsPre-deployment checks for router and switch configuration, including dangerous commands, duplicate addresses, subnet overlaps, stale references…No signals yetNo commit datelisted armory install network-config-validation --cli claude
661Unrankednetwork-interface-healthskill · otherDiagnose interface errors, drops, CRCs, duplex mismatches, flapping, speed negotiation issues, and counter trends on routers, switches, and Linux…No signals yetNo commit datelisted armory install network-interface-health --cli claude
662Unrankednetworkxskill · otherComprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python. Use when working with network/graph data…No signals yetNo commit datelisted armory install networkx --cli claude
663Unrankedneurokit2skill · otherComprehensive biosignal processing toolkit for analyzing physiological data including ECG, EEG, EDA, RSP, PPG, EMG, and EOG signals. Use this skill…No signals yetNo commit datelisted armory install neurokit2 --cli claude
664Unrankedneuropixels-analysisskill · observabilityNeuropixels neural recording analysis. Load SpikeGLX/OpenEphys data, preprocess, motion correction, Kilosort4 spike sorting, quality metrics…No signals yetNo commit datelisted armory install neuropixels-analysis --cli claude
665Unrankednextjs-app-router-patternsskill · front-endComprehensive patterns for Next.js 14+ App Router architecture, Server Components, and modern full-stack React development.No signals yetNo commit datelisted armory install nextjs-app-router-patterns --cli claude
666Unrankednextjs-best-practicesskill · front-endNext.js App Router principles. Server Components, data fetching, routing patterns.No signals yetNo commit datelisted armory install nextjs-best-practices --cli claude
667Unrankednextjs-supabase-authskill · front-endExpert integration of Supabase Auth with Next.js App Router Use when: supabase auth next, authentication next.js, login supabase, auth middleware…No signals yetNo commit datelisted armory install nextjs-supabase-auth --cli claude
668Unrankednextjs-turbopackskill · front-endNext.js 16+ and Turbopack — incremental bundling, FS caching, dev speed, and when to use Turbopack vs webpack.No signals yetNo commit datelisted armory install nextjs-turbopack --cli claude
669Unrankednnsight-remote-interpretabilityskill · otherProvides guidance for interpreting and manipulating neural network internals using nnsight with optional NDIF remote execution. Use when needing to…No signals yetNo commit datelisted armory install nnsight-remote-interpretability --cli claude
670Unrankednodejs-backend-patternsskill · back-endComprehensive guidance for building scalable, maintainable, and production-ready Node.js backend applications with modern frameworks, architectural…No signals yetNo commit datelisted armory install nodejs-backend-patterns --cli claude
671Unrankednodejs-best-practicesskill · back-endNode.js development principles and decision-making. Framework selection, async patterns, security, and architecture. Teaches thinking, not copying.No signals yetNo commit datelisted armory install nodejs-best-practices --cli claude
672Unrankednodejs-keccak256skill · otherPrevent Ethereum hashing bugs in JavaScript and TypeScript. Node's sha3-256 is NIST SHA3, not Ethereum Keccak-256, and silently breaks selectors…No signals yetNo commit datelisted armory install nodejs-keccak256 --cli claude
673Unrankednosql-expertskill · databaseExpert guidance for distributed NoSQL databases (Cassandra, DynamoDB). Focuses on mental models, query-first modeling, single-table design, and…No signals yetNo commit datelisted armory install nosql-expert --cli claude
674Unrankednotebooklmskill · authUse this skill to query your Google NotebookLM notebooks directly from Claude Code for source-grounded, citation-backed answers from Gemini. Browser…No signals yetNo commit datelisted armory install notebooklm --cli claude
675Unrankednotion-knowledge-captureskill · commsCapture conversations and decisions into structured Notion pages; use when turning chats/notes into wiki entries, how-tos, decisions, or FAQs with…No signals yetNo commit datelisted armory install notion-knowledge-capture --cli claude
676Unrankednotion-meeting-intelligenceskill · otherPrepare meeting materials with Notion context and Codex research; use when gathering context, drafting agendas/pre-reads, and tailoring materials to…No signals yetNo commit datelisted armory install notion-meeting-intelligence --cli claude
677Unrankednotion-research-documentationskill · otherResearch across Notion and synthesize into structured documentation; use when gathering info from multiple Notion sources to produce briefs…No signals yetNo commit datelisted armory install notion-research-documentation --cli claude
678Unrankednotion-spec-to-implementationskill · otherTurn Notion specs into implementation plans, tasks, and progress tracking; use when implementing PRDs/feature specs and creating Notion plans + tasks…No signals yetNo commit datelisted armory install notion-spec-to-implementation --cli claude
679Unrankednotion-template-businessskill · front-endExpert in building and selling Notion templates as a business - not just making templates, but building a sustainable digital product business. Covers…No signals yetNo commit datelisted armory install notion-template-business --cli claude
680Unrankednowait-reasoning-optimizerskill · ai-agentsImplements the NOWAIT technique for efficient reasoning in R1-style LLMs. Use when optimizing inference of reasoning models (QwQ, DeepSeek-R1…No signals yetNo commit datelisted armory install nowait-reasoning-optimizer --cli claude
681Unrankednutrient-document-processingskill · back-endProcess, convert, OCR, extract, redact, sign, and fill documents using the Nutrient DWS API. Works with PDFs, DOCX, XLSX, PPTX, HTML, and images.No signals yetNo commit datelisted armory install nutrient-document-processing --cli claude
682Unrankednuxt4-patternsskill · otherNuxt 4 app patterns for hydration safety, performance, route rules, lazy loading, and SSR-safe data fetching with useFetch and useAsyncData.No signals yetNo commit datelisted armory install nuxt4-patterns --cli claude
683Unrankedobservability-engineerskill · observabilityBuild production-ready monitoring, logging, and tracing systems. Implements comprehensive observability strategies, SLI/SLO management, and incident…No signals yetNo commit datelisted armory install observability-engineer --cli claude
684Unrankedobsidian-basesskill · databaseCreate and edit Obsidian Bases (.base files) with views, filters, formulas, and summaries. Use when working with .base files, creating database-like…No signals yetNo commit datelisted armory install obsidian-bases --cli claude
685Unrankedobsidian-clipper-template-creatorskill · otherGuide for creating templates for the Obsidian Web Clipper. Use when you want to create a new clipping template, understand available variables, or…No signals yetNo commit datelisted armory install obsidian-clipper-template-creator --cli claude
686Unrankedobsidian-markdownskill · otherCreate and edit Obsidian Flavored Markdown with wikilinks, embeds, callouts, properties, and other Obsidian-specific syntax. Use when working with .md…No signals yetNo commit datelisted armory install obsidian-markdown --cli claude
687Unrankedoffer-comparison-analyzerskill · otherCompare multiple job offers side-by-side with total compensation analysis. Use when the user has multiple offers and wants to compare salary, equity…No signals yetNo commit datelisted armory install offer-comparison-analyzer --cli claude
688Unrankedomero-integrationskill · otherMicroscopy data management platform. Access images via Python, retrieve datasets, analyze pixels, manage ROIs/annotations, batch processing, for…No signals yetNo commit datelisted armory install omero-integration --cli claude
689Unrankedonboarding-croskill · commsWhen the user wants to optimize post-signup onboarding, user activation, first-run experience, or time-to-value. Also use when the user mentions…No signals yetNo commit datelisted armory install onboarding-cro --cli claude
690Unrankedopenai-docsskill · back-endUse when the user asks how to build with OpenAI products or APIs and needs up-to-date official documentation with citations (for example: Codex…No signals yetNo commit datelisted armory install openai-docs --cli claude
691Unrankedopenalex-databaseskill · databaseQuery and analyze scholarly literature using the OpenAlex database. This skill should be used when searching for academic papers, analyzing research…No signals yetNo commit datelisted armory install openalex-database --cli claude
692Unrankedopenapi-to-typescriptskill · back-endConverts OpenAPI 3.0 JSON/YAML to TypeScript interfaces and type guards. This skill should be used when the user asks to generate types from OpenAPI…No signals yetNo commit datelisted armory install openapi-to-typescript --cli claude
693Unrankedopenclaw-persona-forgeskill · ai-agents"为 OpenClaw AI Agent 锻造完整的龙虾灵魂方案。根据用户偏好或随机抽卡, 输出身份定位、灵魂描述(SOUL.md)、角色化底线规则、名字和头像生图提示词。 如当前环境提供已审核的生图 skill,可自动生成统一风格头像图片。 当用户需要创建、设计或定制 OpenClaw…No signals yetNo commit datelisted armory install openclaw-persona-forge --cli claude
694Unrankedopenrlhf-trainingskill · otherHigh-performance RLHF framework with Ray+vLLM acceleration. Use for PPO, GRPO, RLOO, DPO training of large models (7B-70B+). Built on Ray, vLLM…No signals yetNo commit datelisted armory install openrlhf-training --cli claude
695Unrankedopensource-pipelineskill · ai-agents"Open-source pipeline: fork, sanitize, and package private projects for safe public release. Chains 3 agents (forker, sanitizer, packager). Triggers…No signals yetNo commit datelisted armory install opensource-pipeline --cli claude
696Unrankedopentargets-databaseskill · databaseQuery Open Targets Platform for target-disease associations, drug target discovery, tractability/safety data, genetics/omics evidence, known drugs…No signals yetNo commit datelisted armory install opentargets-database --cli claude
697Unrankedopentrons-integrationskill · back-endLab automation platform for Flex/OT-2 robots. Write Protocol API v2 protocols, liquid handling, hardware modules (heater-shaker, thermocycler)…No signals yetNo commit datelisted armory install opentrons-integration --cli claude
698Unrankedoptimizing-attention-flashskill · ai-agentsOptimizes transformer attention with Flash Attention for 2-4x speedup and 10-20x memory reduction. Use when training/running transformers with long…No signals yetNo commit datelisted armory install optimizing-attention-flash --cli claude
699Unrankedoutlinesskill · ai-agentsGuarantee valid JSON/XML/code structure during generation, use Pydantic models for type-safe outputs, support local models (Transformers, vLLM), and…No signals yetNo commit datelisted armory install outlines --cli claude
700Unrankedpage-croskill · front-endWhen the user wants to optimize, improve, or increase conversions on any marketing page — including homepage, landing pages, pricing pages, feature…No signals yetNo commit datelisted armory install page-cro --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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