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

RankScoreComponentDescriptionEvidenceLast commitInstall
101Unrankedflutter-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
102Unrankedfootballbin-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
103Unrankedfree-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
104Unrankedfsharp-testingskill · otherF# testing patterns with xUnit, FsUnit, Unquote, FsCheck property-based testing, integration tests, and test organization best practices.No signals yetNo commit datelisted armory install fsharp-testing --cli claude
105Unrankedgame-changing-featuresskill · otherFind 10x product opportunities and high-leverage improvements. Use when user wants strategic product thinking, mentions '10x', wants to find…No signals yetNo commit datelisted armory install game-changing-features --cli claude
106Unrankedgdpr-dsgvo-expertskill · otherSenior GDPR/DSGVO expert and internal/external auditor for data protection compliance. Provides EU GDPR and German DSGVO expertise, privacy impact…No signals yetNo commit datelisted armory install gdpr-dsgvo-expert --cli claude
107Unrankedgeminiskill · otherUse when the user asks to run Gemini CLI for code review, plan review, or big context (>200k) processing. Ideal for comprehensive analysis requiring…No signals yetNo commit datelisted armory install gemini --cli claude
108Unrankedgenerate-imageskill · otherGenerate or edit images using AI models (FLUX, Gemini). Use for general-purpose image generation including photos, illustrations, artwork, visual…No signals yetNo commit datelisted armory install generate-image --cli claude
109Unrankedgmod-addon-makerskill · other|No signals yetNo commit datelisted armory install gmod-addon-maker --cli claude
110Unrankedgolang-patternsskill · otherIdiomatic Go patterns, best practices, and conventions for building robust, efficient, and maintainable Go applications.No signals yetNo commit datelisted armory install golang-patterns --cli claude
111Unrankedgolang-testingskill · otherGo testing patterns including table-driven tests, subtests, benchmarks, fuzzing, and test coverage. Follows TDD methodology with idiomatic Go…No signals yetNo commit datelisted armory install golang-testing --cli claude
112Unrankedgoogle-cloud-waf-cost-optimizationskill · otherGenerates cost optimization guidance for Google Cloud workloads based on the Google Cloud Well-Architected Framework (WAF). Use to evaluate a…No signals yetNo commit datelisted armory install google-cloud-waf-cost-optimization --cli claude
113Unrankedgoogle-cloud-waf-reliabilityskill · otherGenerates reliability-focused guidance for Google Cloud workloads based on the Google Cloud Well-Architected Framework. Use to evaluate a workload…No signals yetNo commit datelisted armory install google-cloud-waf-reliability --cli claude
114Unrankedgoogle-cloud-waf-securityskill · otherGenerates security-focused guidance for Google Cloud workloads based on the Google Cloud Well-Architected Framework (WAF). Use to evaluate a workload…No signals yetNo commit datelisted armory install google-cloud-waf-security --cli claude
115Unrankedgoogle-workspace-opsskill · otherOperate across Google Drive, Docs, Sheets, and Slides as one workflow surface for plans, trackers, decks, and shared documents. Use when the user…No signals yetNo commit datelisted armory install google-workspace-ops --cli claude
116Unrankedgrpo-rl-trainingskill · otherExpert guidance for GRPO/RL fine-tuning with TRL for reasoning and task-specific model trainingNo signals yetNo commit datelisted armory install grpo-rl-training --cli claude
117Unrankedgtarsskill · otherHigh-performance toolkit for genomic interval analysis in Rust with Python bindings. Use when working with genomic regions, BED files, coverage…No signals yetNo commit datelisted armory install gtars --cli claude
118Unrankedhaskell-proskill · otherExpert Haskell engineer specializing in advanced type systems, pureNo signals yetNo commit datelisted armory install haskell-pro --cli claude
119Unrankedhealthcare-cdss-patternsskill · otherClinical Decision Support System (CDSS) development patterns. Drug interaction checking, dose validation, clinical scoring (NEWS2, qSOFA), alert…No signals yetNo commit datelisted armory install healthcare-cdss-patterns --cli claude
120Unrankedhipaa-complianceskill · otherHIPAA-specific entrypoint for healthcare privacy and security work. Use when a task is explicitly framed around HIPAA, PHI handling, covered entities…No signals yetNo commit datelisted armory install hipaa-compliance --cli claude
121Unrankedhistolabskill · otherDigital pathology image processing toolkit for whole slide images (WSI). Use this skill when working with histopathology slides, processing H&E or IHC…No signals yetNo commit datelisted armory install histolab --cli claude
122Unrankedhomelab-network-readinessskill · otherReadiness checklist for homelab VLAN segmentation, local DNS filtering, and WireGuard-style remote access before changing router, firewall, DHCP, or…No signals yetNo commit datelisted armory install homelab-network-readiness --cli claude
123Unrankedhomelab-network-setupskill · otherPractical home and homelab network planning for gateways, switches, access points, IP ranges, DHCP reservations, DNS, cabling, and common beginner…No signals yetNo commit datelisted armory install homelab-network-setup --cli claude
124Unrankedhomelab-pihole-dnsskill · otherPi-hole installation, blocklist management, DNS-over-HTTPS setup, DHCP integration, local DNS records, and troubleshooting broken DNS resolution on a…No signals yetNo commit datelisted armory install homelab-pihole-dns --cli claude
125Unrankedhookify-rulesskill · otherThis skill should be used when the user asks to create a hookify rule, write a hook rule, configure hookify, add a hookify rule, or needs guidance on…No signals yetNo commit datelisted armory install hookify-rules --cli claude
126Unrankedhtml-injection-testingskill · otherThis skill should be used when the user asks to "test for HTML injection", "inject HTML into web pages", "perform HTML injection attacks", "deface web…No signals yetNo commit datelisted armory install html-injection-testing --cli claude
127Unrankedhuggingface-tokenizersskill · otherFast tokenizers optimized for research and production. Rust-based implementation tokenizes 1GB in <20 seconds. Supports BPE, WordPiece, and Unigram…No signals yetNo commit datelisted armory install huggingface-tokenizers --cli claude
128Unrankedhumanizerskill · other|No signals yetNo commit datelisted armory install humanizer --cli claude
129Unrankedhypogenicskill · otherAutomated hypothesis generation and testing using large language models. Use this skill when generating scientific hypotheses from datasets, combining…No signals yetNo commit datelisted armory install hypogenic --cli claude
130Unrankedi18n-localizationskill · otherInternationalization and localization patterns. Detecting hardcoded strings, managing translations, locale files, RTL support.No signals yetNo commit datelisted armory install i18n-localization --cli claude
131Unrankedinterview-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
132Unrankedinventory-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
133Unrankedinvestor-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
134Unrankedisms-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
135Unrankediterate-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
136Unrankedito-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
137Unrankedito-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
138Unrankedjava-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
139Unrankedjavascript-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
140Unrankedjavascript-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
141Unrankedjiraskill · 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
142Unrankedjob-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
143Unrankedjson-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
144Unrankedjupyter-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
145Unrankedkaizenskill · 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
146Unrankedkotlin-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
147Unrankedkotlin-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
148Unrankedkotlin-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
149Unrankedkotlin-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
150Unrankedlaravel-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
151Unrankedlaravel-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
152Unrankedlaunch-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
153Unrankedlinearskill · 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
154Unrankedlint-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
155Unrankedmanim-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
156Unrankedmarket-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
157Unrankedmarket-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
158Unrankedmarketing-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
159Unrankedmarketing-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
160Unrankedmarketing-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
161Unrankedmarketing-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
162Unrankedmarkitdown-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
163Unrankedmarp-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
164Unrankedmatchmsskill · 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
165Unrankedmatplotlibskill · 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
166Unrankedmdr-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
167Unrankedmeeting-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
168Unrankedmermaid-diagram-specialistskill · other**Purpose**: Expert in creating comprehensive Mermaid diagrams forNo signals yetNo commit datelisted armory install mermaid-diagram-specialist --cli claude
169Unrankedmessages-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
170Unrankedmetasploit-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
171Unrankedmicro-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
172Unrankedmiles-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
173Unrankedmobile-gamesskill · otherMobile game development principles. Touch input, battery, performance, app stores.No signals yetNo commit datelisted armory install mobile-games --cli claude
174Unrankedmoe-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
175Unrankedmolfeatskill · 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
176Unrankedmotion-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
177Unrankedmove-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
178Unrankedmultiplayerskill · otherMultiplayer game development principles. Architecture, networking, synchronization.No signals yetNo commit datelisted armory install multiplayer --cli claude
179Unrankedn8n-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
180Unrankedn8n-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
181Unrankedn8n-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
182Unrankedn8n-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
183Unrankedn8n-workflow-patternsskill · otherProven architectural patterns for building n8n workflows.No signals yetNo commit datelisted armory install n8n-workflow-patterns --cli claude
184Unrankednaming-analyzerskill · otherSuggest better variable, function, and class names based on context and conventions.No signals yetNo commit datelisted armory install naming-analyzer --cli claude
185Unrankednetmiko-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
186Unrankednetwork-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
187Unrankednetwork-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
188Unrankednetworkxskill · 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
189Unrankedneurokit2skill · 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
190Unrankednnsight-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
191Unrankednodejs-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
192Unrankednotion-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
193Unrankednotion-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
194Unrankednotion-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
195Unrankednuxt4-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
196Unrankedobsidian-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
197Unrankedobsidian-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
198Unrankedoffer-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
199Unrankedomero-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
200Unrankedopenrlhf-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

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