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

RankScoreComponentDescriptionEvidenceLast commitInstall
301Unrankedsocial-graph-rankerskill · otherWeighted social-graph ranking for warm intro discovery, bridge scoring, and network gap analysis across X and LinkedIn. Use when the user wants the…No signals yetNo commit datelisted armory install social-graph-ranker --cli claude
302Unrankedsparse-autoencoder-trainingskill · otherProvides guidance for training and analyzing Sparse Autoencoders (SAEs) using SAELens to decompose neural network activations into interpretable…No signals yetNo commit datelisted armory install sparse-autoencoder-training --cli claude
303Unrankedspreadsheetskill · otherUse when tasks involve creating, editing, analyzing, or formatting spreadsheets (`.xlsx`, `.csv`, `.tsv`) using Python (`openpyxl`, `pandas`)…No signals yetNo commit datelisted armory install spreadsheet --cli claude
304Unrankedspringboot-tddskill · otherTest-driven development for Spring Boot using JUnit 5, Mockito, MockMvc, Testcontainers, and JaCoCo. Use when adding features, fixing bugs, or…No signals yetNo commit datelisted armory install springboot-tdd --cli claude
305Unrankedspringboot-verificationskill · other"Verification loop for Spring Boot projects: build, static analysis, tests with coverage, security scans, and diff review before release or PR."No signals yetNo commit datelisted armory install springboot-verification --cli claude
306Unrankedstatistical-analysisskill · otherStatistical analysis toolkit. Hypothesis tests (t-test, ANOVA, chi-square), regression, correlation, Bayesian stats, power analysis, assumption…No signals yetNo commit datelisted armory install statistical-analysis --cli claude
307Unrankedswift-concurrency-6-2skill · otherSwift 6.2 Approachable Concurrency — single-threaded by default, @concurrent for explicit background offloading, isolated conformances for main actor…No signals yetNo commit datelisted armory install swift-concurrency-6-2 --cli claude
308Unrankedswift-concurrency-expertskill · otherReview and fix Swift concurrency issues such as actor isolation and Sendable violations.No signals yetNo commit datelisted armory install swift-concurrency-expert --cli claude
309Unrankedsystematic-debuggingskill · otherUse when encountering any bug, test failure, or unexpected behavior, before proposing fixesNo signals yetNo commit datelisted armory install systematic-debugging --cli claude
310Unrankedtdd-workflowskill · otherUse this skill when writing new features, fixing bugs, or refactoring code; enforces test-driven development with 80%+ coverage including unit…No signals yetNo commit datelisted armory install tdd-workflow --cli claude
311Unrankedtech-resume-optimizerskill · otherOptimize resumes for software engineering, product management, and technical roles. Use when the user mentions software engineer, developer, PM, data…No signals yetNo commit datelisted armory install tech-resume-optimizer --cli claude
312Unrankedtemplatesskill · otherProject scaffolding templates for new applications. Use when creating new projects from scratch. Contains 12 templates for various tech stacks.No signals yetNo commit datelisted armory install templates --cli claude
313Unrankedtest-driven-developmentskill · otherUse when implementing any feature or bugfix, before writing implementation codeNo signals yetNo commit datelisted armory install test-driven-development --cli claude
314Unrankedtest-fixingskill · otherRun tests and systematically fix all failing tests using smart error grouping. Use when user asks to fix failing tests, mentions test failures, runs…No signals yetNo commit datelisted armory install test-fixing --cli claude
315Unrankedtesting-patternsskill · otherJest testing patterns, factory functions, mocking strategies, and TDD workflow. Use when writing unit tests, creating test factories, or following TDD…No signals yetNo commit datelisted armory install testing-patterns --cli claude
316Unrankedtoken-budget-advisorskill · other>- Offers the user an informed choice about how much response depth to consume before answering. Use this skill when the user explicitly wants to…No signals yetNo commit datelisted armory install token-budget-advisor --cli claude
317Unrankedtorch-geometricskill · otherGraph Neural Networks (PyG). Node/graph classification, link prediction, GCN, GAT, GraphSAGE, heterogeneous graphs, molecular property prediction, for…No signals yetNo commit datelisted armory install torch-geometric --cli claude
318Unrankedtorchdrugskill · otherGraph-based drug discovery toolkit. Molecular property prediction (ADMET), protein modeling, knowledge graph reasoning, molecular generation…No signals yetNo commit datelisted armory install torchdrug --cli claude
319Unrankedtranscribeskill · otherTranscribe audio files to text with optional diarization and known-speaker hints. Use when a user asks to transcribe speech from audio/video, extract…No signals yetNo commit datelisted armory install transcribe --cli claude
320Unrankedtransformer-lens-interpretabilityskill · otherProvides guidance for mechanistic interpretability research using TransformerLens to inspect and manipulate transformer internals via HookPoints and…No signals yetNo commit datelisted armory install transformer-lens-interpretability --cli claude
321Unrankedtransformersskill · otherThis skill should be used when working with pre-trained transformer models for natural language processing, computer vision, audio, or multimodal…No signals yetNo commit datelisted armory install transformers --cli claude
322Unrankedtreatment-plansskill · otherGenerate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment…No signals yetNo commit datelisted armory install treatment-plans --cli claude
323Unrankedtypescript-expertskill · other>-No signals yetNo commit datelisted armory install typescript-expert --cli claude
324Unrankedtypescript-pro-2skill · otherMaster TypeScript with advanced types, generics, and strict type safety. Handles complex type systems, decorators, and enterprise-grade patterns.No signals yetNo commit datelisted armory install typescript-pro-2 --cli claude
325Unrankedumap-learnskill · otherUMAP dimensionality reduction. Fast nonlinear manifold learning for 2D/3D visualization, clustering preprocessing (HDBSCAN), supervised/parametric…No signals yetNo commit datelisted armory install umap-learn --cli claude
326Unrankedusing-superpowersskill · otherUse when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying…No signals yetNo commit datelisted armory install using-superpowers --cli claude
327Unrankedusing-superpowers-2skill · otherUse when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying…No signals yetNo commit datelisted armory install using-superpowers-2 --cli claude
328Unrankedvenue-templatesskill · otherAccess comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science…No signals yetNo commit datelisted armory install venue-templates --cli claude
329Unrankedvideo-downloaderskill · otherDownloads videos from YouTube and other platforms for offline viewing, editing, or archival. Handles various formats and quality options.No signals yetNo commit datelisted armory install video-downloader --cli claude
330Unrankedvideo-editingskill · otherAI-assisted video editing workflows for cutting, structuring, and augmenting real footage. Covers the full pipeline from raw capture through FFmpeg…No signals yetNo commit datelisted armory install video-editing --cli claude
331Unrankedviral-generator-builderskill · otherExpert in building shareable generator tools that go viral - name generators, quiz makers, avatar creators, personality tests, and calculator tools…No signals yetNo commit datelisted armory install viral-generator-builder --cli claude
332Unrankedvisa-doc-translateskill · otherTranslate visa application documents (images) to English and create a bilingual PDF with original and translationNo signals yetNo commit datelisted armory install visa-doc-translate --cli claude
333Unrankedvite-patternsskill · otherVite build tool patterns including config, plugins, HMR, env variables, proxy setup, SSR, library mode, dependency pre-bundling, and build…No signals yetNo commit datelisted armory install vite-patterns --cli claude
334Unrankedvr-arskill · otherVR/AR development principles. Comfort, interaction, performance requirements.No signals yetNo commit datelisted armory install vr-ar --cli claude
335Unrankedvulnerability-scannerskill · otherAdvanced vulnerability analysis principles. OWASP 2025, Supply Chain Security, attack surface mapping, risk prioritization.No signals yetNo commit datelisted armory install vulnerability-scanner --cli claude
336Unrankedweb-performance-optimizationskill · otherOptimize website and web application performance including loading speed, Core Web Vitals, bundle size, caching strategies, and runtime performanceNo signals yetNo commit datelisted armory install web-performance-optimization --cli claude
337Unrankedweb-quality-auditskill · otherComprehensive web quality audit covering performance, accessibility, SEO, and best practices. Use when asked to "audit my site", "review web quality"…No signals yetNo commit datelisted armory install web-quality-audit --cli claude
338Unrankedwireshark-network-traffic-analysisskill · otherThis skill should be used when the user asks to "analyze network traffic with Wireshark", "capture packets for troubleshooting", "filter PCAP files"…No signals yetNo commit datelisted armory install wireshark-network-traffic-analysis --cli claude
339Unrankedwordpress-penetration-testingskill · otherThis skill should be used when the user asks to "pentest WordPress sites", "scan WordPress for vulnerabilities", "enumerate WordPress users, themes…No signals yetNo commit datelisted armory install wordpress-penetration-testing --cli claude
340Unrankedwriting-hookify-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…No signals yetNo commit datelisted armory install writing-hookify-rules --cli claude
341Unrankedwriting-plansskill · otherUse when you have a spec or requirements for a multi-step task, before touching codeNo signals yetNo commit datelisted armory install writing-plans --cli claude
342Unrankedwriting-plans-2skill · otherUse when you have a spec or requirements for a multi-step task, before touching codeNo signals yetNo commit datelisted armory install writing-plans-2 --cli claude
343Unrankedxlsxskill · other"Use this skill any time a spreadsheet file is the primary input or output. This means any task where the user wants to: open, read, edit, or fix an…No signals yetNo commit datelisted armory install xlsx --cli claude
344Unrankedxlsx-2skill · otherSpreadsheet toolkit (.xlsx/.csv). Create/edit with formulas/formatting, analyze data, visualization, recalculate formulas, for spreadsheet processing…No signals yetNo commit datelisted armory install xlsx-2 --cli claude
345Unrankedzapier-make-patternsskill · otherNo-code automation democratizes workflow building. Zapier and Make (formerly Integromat) let non-developers automate business processes without…No signals yetNo commit datelisted armory install zapier-make-patterns --cli claude
346Unrankedzarr-pythonskill · otherChunked N-D arrays for cloud storage. Compressed arrays, parallel I/O, S3/GCS integration, NumPy/Dask/Xarray compatible, for large-scale scientific…No signals yetNo commit datelisted armory install zarr-python --cli claude
347Unrankedzustand-store-tsskill · otherCreate Zustand stores following established patterns with proper TypeScript types and middleware.No signals yetNo commit datelisted armory install zustand-store-ts --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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