Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 201 | Unranked | paid-adsskill · other | When the user wants help with paid advertising campaigns on Google Ads, Meta (Facebook/Instagram), LinkedIn, Twitter/X, or other ad platforms. Also… | No signals yet | No commit datelisted | armory install paid-ads --cli claude |
| 202 | Unranked | paper-2-webskill · other | This skill should be used when converting academic papers into promotional and presentation formats including interactive websites (Paper2Web)… | No signals yet | No commit datelisted | armory install paper-2-web --cli claude |
| 203 | Unranked | pathmlskill · other | Computational pathology toolkit for analyzing whole-slide images (WSI) and multiparametric imaging data. Use this skill when working with… | No signals yet | No commit datelisted | armory install pathml --cli claude |
| 204 | Unranked | pc-gamesskill · other | PC and console game development principles. Engine selection, platform features, optimization strategies. | No signals yet | No commit datelisted | armory install pc-games --cli claude |
| 205 | Unranked | pdfskill · other | Use this skill whenever the user wants to do anything with PDF files. This includes reading or extracting text/tables from PDFs, combining or merging… | No signals yet | No commit datelisted | armory install pdf --cli claude |
| 206 | Unranked | pdf-4skill · other | PDF manipulation toolkit. Extract text/tables, create PDFs, merge/split, fill forms, for programmatic document processing and analysis. | No signals yet | No commit datelisted | armory install pdf-4 --cli claude |
| 207 | Unranked | pdf-processing-proskill · other | Production-ready PDF processing with forms, tables, OCR, validation, and batch operations. Use when working with complex PDF workflows in production… | No signals yet | No commit datelisted | armory install pdf-processing-pro --cli claude |
| 208 | Unranked | pennylaneskill · other | Cross-platform Python library for quantum computing, quantum machine learning, and quantum chemistry. Enables building and training quantum circuits… | No signals yet | No commit datelisted | armory install pennylane --cli claude |
| 209 | Unranked | pentest-checklistskill · other | This skill should be used when the user asks to "plan a penetration test", "create a security assessment checklist", "prepare for penetration… | No signals yet | No commit datelisted | armory install pentest-checklist --cli claude |
| 210 | Unranked | pentest-commandsskill · other | This skill should be used when the user asks to "run pentest commands", "scan with nmap", "use metasploit exploits", "crack passwords with hydra or… | No signals yet | No commit datelisted | armory install pentest-commands --cli claude |
| 211 | Unranked | performanceskill · other | Optimize web performance for faster loading and better user experience. Use when asked to "speed up my site", "optimize performance", "reduce load… | No signals yet | No commit datelisted | armory install performance --cli claude |
| 212 | Unranked | performance-profilingskill · other | Performance profiling principles. Measurement, analysis, and optimization techniques. | No signals yet | No commit datelisted | armory install performance-profiling --cli claude |
| 213 | Unranked | perl-patternsskill · other | Modern Perl 5.36+ idioms, best practices, and conventions for building robust, maintainable Perl applications. | No signals yet | No commit datelisted | armory install perl-patterns --cli claude |
| 214 | Unranked | perl-testingskill · other | Perl testing patterns using Test2::V0, Test::More, prove runner, mocking, coverage with Devel::Cover, and TDD methodology. | No signals yet | No commit datelisted | armory install perl-testing --cli claude |
| 215 | Unranked | personal-tool-builderskill · other | Expert in building custom tools that solve your own problems first. The best products often start as personal tools - scratch your own itch, build for… | No signals yet | No commit datelisted | armory install personal-tool-builder --cli claude |
| 216 | Unranked | php-pro-2skill · other | Write idiomatic PHP code with generators, iterators, SPL data | No signals yet | No commit datelisted | armory install php-pro-2 --cli claude |
| 217 | Unranked | plan-writingskill · other | Structured task planning with clear breakdowns, dependencies, and verification criteria. Use when implementing features, refactoring, or any… | No signals yet | No commit datelisted | armory install plan-writing --cli claude |
| 218 | Unranked | planningskill · other | Create and manage persistent markdown planning files for structured task execution. Use when the user asks to "create a plan", "track progress"… | No signals yet | No commit datelisted | armory install planning --cli claude |
| 219 | Unranked | planning-with-filesskill · other | Implements Manus-style file-based planning for complex tasks. Creates task_plan.md, findings.md, and progress.md. Use when starting complex multi-step… | No signals yet | No commit datelisted | armory install planning-with-files --cli claude |
| 220 | Unranked | planning-with-files-2skill · other | Transforms workflow to use Manus-style persistent markdown files for planning, progress tracking, and knowledge storage. Use when starting complex… | No signals yet | No commit datelisted | armory install planning-with-files-2 --cli claude |
| 221 | Unranked | pocketbase-migrationsskill · other | Schema migrations and versioning for PocketBase. Use when creating migrations, managing schema versions, syncing collections between environments… | No signals yet | No commit datelisted | armory install pocketbase-migrations --cli claude |
| 222 | Unranked | portfolio-case-study-writerskill · other | Transform resume bullets into detailed portfolio case studies with context, action, and outcome. Use when the user mentions portfolio, case study… | No signals yet | No commit datelisted | armory install portfolio-case-study-writer --cli claude |
| 223 | Unranked | powershell-windowsskill · other | PowerShell Windows patterns. Critical pitfalls, operator syntax, error handling. | No signals yet | No commit datelisted | armory install powershell-windows --cli claude |
| 224 | Unranked | pptx-2skill · other | Presentation toolkit (.pptx). Create/edit slides, layouts, content, speaker notes, comments, for programmatic presentation creation and modification. | No signals yet | No commit datelisted | armory install pptx-2 --cli claude |
| 225 | Unranked | privilege-escalation-methodsskill · other | This skill should be used when the user asks to "escalate privileges", "get root access", "become administrator", "privesc techniques", "abuse sudo"… | No signals yet | No commit datelisted | armory install privilege-escalation-methods --cli claude |
| 226 | Unranked | product-capabilityskill · other | Translate PRD intent, roadmap asks, or product discussions into an implementation-ready capability plan that exposes constraints, invariants… | No signals yet | No commit datelisted | armory install product-capability --cli claude |
| 227 | Unranked | product-lensskill · other | Use this skill to validate the "why" before building, run product diagnostics, and pressure-test product direction before the request becomes an… | No signals yet | No commit datelisted | armory install product-lens --cli claude |
| 228 | Unranked | product-manager-toolkitskill · other | Comprehensive toolkit for product managers including RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, and… | No signals yet | No commit datelisted | armory install product-manager-toolkit --cli claude |
| 229 | Unranked | production-code-auditskill · other | Autonomously deep-scan entire codebase line-by-line, understand architecture and patterns, then systematically transform it to production-grade… | No signals yet | No commit datelisted | armory install production-code-audit --cli claude |
| 230 | Unranked | production-schedulingskill · other | Codified expertise for production scheduling, job sequencing, line balancing, changeover optimization, and bottleneck resolution in discrete and batch… | No signals yet | No commit datelisted | armory install production-scheduling --cli claude |
| 231 | Unranked | programmatic-seoskill · other | When the user wants to create SEO-driven pages at scale using templates and data. Also use when the user mentions "programmatic SEO," "template… | No signals yet | No commit datelisted | armory install programmatic-seo --cli claude |
| 232 | Unranked | progressive-web-appskill · other | Build Progressive Web Apps (PWAs) with offline support, installability, and caching strategies. Trigger whenever the user mentions PWA, service… | No signals yet | No commit datelisted | armory install progressive-web-app --cli claude |
| 233 | Unranked | pydicomskill · other | Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when reading, writing, or modifying… | No signals yet | No commit datelisted | armory install pydicom --cli claude |
| 234 | Unranked | pylabrobotskill · other | Laboratory automation toolkit for controlling liquid handlers, plate readers, pumps, heater shakers, incubators, centrifuges, and analytical… | No signals yet | No commit datelisted | armory install pylabrobot --cli claude |
| 235 | Unranked | pymatgenskill · other | Materials science toolkit. Crystal structures (CIF, POSCAR), phase diagrams, band structure, DOS, Materials Project integration, format conversion… | No signals yet | No commit datelisted | armory install pymatgen --cli claude |
| 236 | Unranked | pymc-bayesian-modelingskill · other | Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posterior checks, for probabilistic… | No signals yet | No commit datelisted | armory install pymc-bayesian-modeling --cli claude |
| 237 | Unranked | pyopenmsskill · other | Python interface to OpenMS for mass spectrometry data analysis. Use for LC-MS/MS proteomics and metabolomics workflows including file handling (mzML… | No signals yet | No commit datelisted | armory install pyopenms --cli claude |
| 238 | Unranked | pysamskill · other | Genomic file toolkit. Read/write SAM/BAM/CRAM alignments, VCF/BCF variants, FASTA/FASTQ sequences, extract regions, calculate coverage, for NGS data… | No signals yet | No commit datelisted | armory install pysam --cli claude |
| 239 | Unranked | pytdcskill · other | Therapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits, molecular oracles, for therapeutic ML… | No signals yet | No commit datelisted | armory install pytdc --cli claude |
| 240 | Unranked | python-patternsskill · other | Pythonic idioms, PEP 8 standards, type hints, and best practices for building robust, efficient, and maintainable Python applications. | No signals yet | No commit datelisted | armory install python-patterns --cli claude |
| 241 | Unranked | python-testingskill · other | Python testing strategies using pytest, TDD methodology, fixtures, mocking, parametrization, and coverage requirements. | No signals yet | No commit datelisted | armory install python-testing --cli claude |
| 242 | Unranked | python-testing-patternsskill · other | Implement comprehensive testing strategies with pytest, fixtures, mocking, and test-driven development. Use when writing Python tests, setting up test… | No signals yet | No commit datelisted | armory install python-testing-patterns --cli claude |
| 243 | Unranked | pytorch-fsdpskill · other | Expert guidance for Fully Sharded Data Parallel training with PyTorch FSDP - parameter sharding, mixed precision, CPU offloading, FSDP2 | No signals yet | No commit datelisted | armory install pytorch-fsdp --cli claude |
| 244 | Unranked | pytorch-lightningskill · other | High-level PyTorch framework with Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callbacks system, and minimal boilerplate… | No signals yet | No commit datelisted | armory install pytorch-lightning --cli claude |
| 245 | Unranked | pytorch-patternsskill · other | PyTorch deep learning patterns and best practices for building robust, efficient, and reproducible training pipelines, model architectures, and data… | No signals yet | No commit datelisted | armory install pytorch-patterns --cli claude |
| 246 | Unranked | pyvene-interventionsskill · other | Provides guidance for performing causal interventions on PyTorch models using pyvene's declarative intervention framework. Use when conducting causal… | No signals yet | No commit datelisted | armory install pyvene-interventions --cli claude |
| 247 | Unranked | qiskitskill · other | Comprehensive quantum computing toolkit for building, optimizing, and executing quantum circuits. Use when working with quantum algorithms… | No signals yet | No commit datelisted | armory install qiskit --cli claude |
| 248 | Unranked | qms-audit-expertskill · other | Senior QMS Audit Expert for internal and external quality management system auditing. Provides ISO 13485 audit expertise, audit program management… | No signals yet | No commit datelisted | armory install qms-audit-expert --cli claude |
| 249 | Unranked | quality-manager-qmrskill · other | Senior Quality Manager Responsible Person (QMR) for HealthTech and MedTech companies. Provides overall quality system responsibility, regulatory… | No signals yet | No commit datelisted | armory install quality-manager-qmr --cli claude |
| 250 | Unranked | quality-nonconformanceskill · other | Codified expertise for quality control, non-conformance investigation, root cause analysis, corrective action, and supplier quality management in… | No signals yet | No commit datelisted | armory install quality-nonconformance --cli claude |
| 251 | Unranked | quarkus-verificationskill · other | "Verification loop for Quarkus projects: build, static analysis, tests with coverage, security scans, native compilation, and diff review before… | No signals yet | No commit datelisted | armory install quarkus-verification --cli claude |
| 252 | Unranked | qutipskill · other | Quantum mechanics simulations and analysis using QuTiP (Quantum Toolbox in Python). Use when working with quantum systems including: (1) quantum… | No signals yet | No commit datelisted | armory install qutip --cli claude |
| 253 | Unranked | raffle-winner-pickerskill · other | Picks random winners from lists, spreadsheets, or Google Sheets for giveaways, raffles, and contests. Ensures fair, unbiased selection with… | No signals yet | No commit datelisted | armory install raffle-winner-picker --cli claude |
| 254 | Unranked | railway-docsskill · other | Fetch up-to-date Railway documentation to answer questions accurately. Use when user asks about Railway features, how Railway works, or shares a… | No signals yet | No commit datelisted | armory install railway-docs --cli claude |
| 255 | Unranked | railway-domainskill · other | Add, view, or remove domains for Railway services. Use when user wants to add a domain, generate a railway domain, check current domains, get the URL… | No signals yet | No commit datelisted | armory install railway-domain --cli claude |
| 256 | Unranked | ray-dataskill · other | Scalable data processing for ML workloads. Streaming execution across CPU/GPU, supports Parquet/CSV/JSON/images. Integrates with Ray Train, PyTorch… | No signals yet | No commit datelisted | armory install ray-data --cli claude |
| 257 | Unranked | receiving-code-reviewskill · other | Use when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or technically questionable - requires… | No signals yet | No commit datelisted | armory install receiving-code-review --cli claude |
| 258 | Unranked | red-team-tacticsskill · other | Red team tactics principles based on MITRE ATT&CK. Attack phases, detection evasion, reporting. | No signals yet | No commit datelisted | armory install red-team-tactics --cli claude |
| 259 | Unranked | red-team-tools-and-methodologyskill · other | This skill should be used when the user asks to "follow red team methodology", "perform bug bounty hunting", "automate reconnaissance", "hunt for XSS… | No signals yet | No commit datelisted | armory install red-team-tools-and-methodology --cli claude |
| 260 | Unranked | reducing-entropyskill · other | Manual-only skill for minimizing total codebase size. Only activate when explicitly requested by user. Measures success by final code amount, not… | No signals yet | No commit datelisted | armory install reducing-entropy --cli claude |
| 261 | Unranked | reference-list-builderskill · other | Format professional references properly and prepare reference materials. Use when the user mentions references, reference list, references page, or… | No signals yet | No commit datelisted | armory install reference-list-builder --cli claude |
| 262 | Unranked | regulatory-affairs-headskill · other | Senior Regulatory Affairs Manager expertise for HealthTech and MedTech companies. Provides strategic regulatory guidance, submission management… | No signals yet | No commit datelisted | armory install regulatory-affairs-head --cli claude |
| 263 | Unranked | requesting-code-reviewskill · other | Use when completing tasks, implementing major features, or before merging to verify work meets requirements | No signals yet | No commit datelisted | armory install requesting-code-review --cli claude |
| 264 | Unranked | requirements-clarityskill · other | Clarify ambiguous requirements through focused dialogue before implementation. Use when requirements are unclear, features are complex (>2 days), or… | No signals yet | No commit datelisted | armory install requirements-clarity --cli claude |
| 265 | Unranked | research-engineerskill · other | An uncompromising Academic Research Engineer. Operates with absolute scientific rigor, objective criticism, and zero flair. Focuses on theoretical… | No signals yet | No commit datelisted | armory install research-engineer --cli claude |
| 266 | Unranked | research-grantsskill · other | Write competitive research proposals for NSF, NIH, DOE, and DARPA. Agency-specific formatting, review criteria, budget preparation, broader impacts… | No signals yet | No commit datelisted | armory install research-grants --cli claude |
| 267 | Unranked | research-opsskill · other | Evidence-first current-state research workflow for ECC. Use when the user wants fresh facts, comparisons, enrichment, or a recommendation built from… | No signals yet | No commit datelisted | armory install research-ops --cli claude |
| 268 | Unranked | resume-ats-optimizerskill · other | Optimize resumes for Applicant Tracking Systems, check ATS compatibility, and analyze keyword match. Use when the user mentions ATS, applicant… | No signals yet | No commit datelisted | armory install resume-ats-optimizer --cli claude |
| 269 | Unranked | resume-section-builderskill · other | Create targeted resume sections optimized for different experience levels and roles. Use when the user wants to build or rewrite specific sections… | No signals yet | No commit datelisted | armory install resume-section-builder --cli claude |
| 270 | Unranked | resume-tailorskill · other | Customize resume for specific job postings while maintaining truthfulness. Use when the user wants to tailor, customize, or target their resume for a… | No signals yet | No commit datelisted | armory install resume-tailor --cli claude |
| 271 | Unranked | resume-version-managerskill · other | Track different resume versions, maintain a master resume, and manage tailored variants. Use when the user mentions managing multiple resume versions… | No signals yet | No commit datelisted | armory install resume-version-manager --cli claude |
| 272 | Unranked | risk-management-specialistskill · other | Senior Risk Management specialist for medical device companies implementing ISO 14971 risk management throughout product lifecycle. Provides risk… | No signals yet | No commit datelisted | armory install risk-management-specialist --cli claude |
| 273 | Unranked | ruby-proskill · other | Write idiomatic Ruby code with metaprogramming, Rails patterns, and performance optimization. Specializes in Ruby on Rails, gem development, and… | No signals yet | No commit datelisted | armory install ruby-pro --cli claude |
| 274 | Unranked | rules-distillskill · other | "Scan skills to extract cross-cutting principles and distill them into rules — append, revise, or create new rule files" | No signals yet | No commit datelisted | armory install rules-distill --cli claude |
| 275 | Unranked | rust-cli-builderskill · other | Plan and build production-ready Rust CLI tools using clap for argument parsing, with subcommands, config file support, colored output, and proper… | No signals yet | No commit datelisted | armory install rust-cli-builder --cli claude |
| 276 | Unranked | rust-patternsskill · other | Idiomatic Rust patterns, ownership, error handling, traits, concurrency, and best practices for building safe, performant applications. | No signals yet | No commit datelisted | armory install rust-patterns --cli claude |
| 277 | Unranked | rust-pro-2skill · other | Master Rust 1.75+ with modern async patterns, advanced type system features, and production-ready systems programming. | No signals yet | No commit datelisted | armory install rust-pro-2 --cli claude |
| 278 | Unranked | rust-testingskill · other | Rust testing patterns including unit tests, integration tests, async testing, property-based testing, mocking, and coverage. Follows TDD methodology. | No signals yet | No commit datelisted | armory install rust-testing --cli claude |
| 279 | Unranked | salary-negotiation-prepskill · other | Research market rates, build negotiation strategy, and create counter-offer scripts. Use when the user mentions salary negotiation, counter offer… | No signals yet | No commit datelisted | armory install salary-negotiation-prep --cli claude |
| 280 | Unranked | sast-configurationskill · other | Static Application Security Testing (SAST) tool setup, configuration, and custom rule creation for comprehensive security scanning across multiple… | No signals yet | No commit datelisted | armory install sast-configuration --cli claude |
| 281 | Unranked | scanpyskill · other | Single-cell RNA-seq analysis. Load .h5ad/10X data, QC, normalization, PCA/UMAP/t-SNE, Leiden clustering, marker genes, cell type annotation… | No signals yet | No commit datelisted | armory install scanpy --cli claude |
| 282 | Unranked | schema-markupskill · other | When the user wants to add, fix, or optimize schema markup and structured data on their site. Also use when the user mentions "schema markup,"… | No signals yet | No commit datelisted | armory install schema-markup --cli claude |
| 283 | Unranked | scholar-evaluationskill · other | Structured scholarly-work evaluation for papers, proposals, literature reviews, methods sections, evidence quality, citation support, and… | No signals yet | No commit datelisted | armory install scholar-evaluation --cli claude |
| 284 | Unranked | scientific-brainstormingskill · other | Research ideation partner. Generate hypotheses, explore interdisciplinary connections, challenge assumptions, develop methodologies, identify research… | No signals yet | No commit datelisted | armory install scientific-brainstorming --cli claude |
| 285 | Unranked | scientific-schematicsskill · other | Create publication-quality scientific diagrams using Nano Banana Pro AI with smart iterative refinement. Uses Gemini 3 Pro for quality review. Only… | No signals yet | No commit datelisted | armory install scientific-schematics --cli claude |
| 286 | Unranked | scientific-visualizationskill · other | Create publication figures with matplotlib/seaborn/plotly. Multi-panel layouts, error bars, significance markers, colorblind-safe, export… | No signals yet | No commit datelisted | armory install scientific-visualization --cli claude |
| 287 | Unranked | scikit-learnskill · other | Machine learning in Python with scikit-learn. Use when working with supervised learning (classification, regression), unsupervised learning… | No signals yet | No commit datelisted | armory install scikit-learn --cli claude |
| 288 | Unranked | seabornskill · other | Statistical visualization. Scatter, box, violin, heatmaps, pair plots, regression, correlation matrices, KDE, faceted plots, for exploratory analysis… | No signals yet | No commit datelisted | armory install seaborn --cli claude |
| 289 | Unranked | security-best-practicesskill · other | Perform language and framework specific security best-practice reviews and suggest improvements. Trigger only when the user explicitly requests… | No signals yet | No commit datelisted | armory install security-best-practices --cli claude |
| 290 | Unranked | security-scanning-toolsskill · other | This skill should be used when the user asks to "perform vulnerability scanning", "scan networks for open ports", "assess web application security"… | No signals yet | No commit datelisted | armory install security-scanning-tools --cli claude |
| 291 | Unranked | senior-secopsskill · other | Comprehensive SecOps skill for application security, vulnerability management, compliance, and secure development practices. Includes security… | No signals yet | No commit datelisted | armory install senior-secops --cli claude |
| 292 | Unranked | seo-auditskill · other | When the user wants to audit, review, or diagnose SEO issues on their site. Also use when the user mentions "SEO audit," "technical SEO," "why am I… | No signals yet | No commit datelisted | armory install seo-audit --cli claude |
| 293 | Unranked | seo-fundamentalsskill · other | SEO fundamentals, E-E-A-T, Core Web Vitals, and Google algorithm principles. | No signals yet | No commit datelisted | armory install seo-fundamentals --cli claude |
| 294 | Unranked | shapskill · other | Model interpretability and explainability using SHAP (SHapley Additive exPlanations). Use this skill when explaining machine learning model… | No signals yet | No commit datelisted | armory install shap --cli claude |
| 295 | Unranked | ship-learn-nextskill · other | Transform learning content (like YouTube transcripts, articles, tutorials) into actionable implementation plans using the Ship-Learn-Next framework… | No signals yet | No commit datelisted | armory install ship-learn-next --cli claude |
| 296 | Unranked | shopify-developmentskill · other | | | No signals yet | No commit datelisted | armory install shopify-development --cli claude |
| 297 | Unranked | signup-flow-croskill · other | When the user wants to optimize signup, registration, account creation, or trial activation flows. Also use when the user mentions "signup… | No signals yet | No commit datelisted | armory install signup-flow-cro --cli claude |
| 298 | Unranked | skill-creator-2skill · other | Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or… | No signals yet | No commit datelisted | armory install skill-creator-2 --cli claude |
| 299 | Unranked | skill-creator-3skill · other | Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a skill from scratch, edit, or… | No signals yet | No commit datelisted | armory install skill-creator-3 --cli claude |
| 300 | Unranked | social-contentskill · other | When the user wants help creating, scheduling, or optimizing social media content for LinkedIn, Twitter/X, Instagram, TikTok, Facebook, or other… | No signals yet | No commit datelisted | armory install social-content --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.