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

RankScoreComponentDescriptionEvidenceLast commitInstall
701Unrankedpaid-adsskill · otherWhen the user wants help with paid advertising campaigns on Google Ads, Meta (Facebook/Instagram), LinkedIn, Twitter/X, or other ad platforms. Also…No signals yetNo commit datelisted armory install paid-ads --cli claude
702Unrankedpaper-2-webskill · otherThis skill should be used when converting academic papers into promotional and presentation formats including interactive websites (Paper2Web)…No signals yetNo commit datelisted armory install paper-2-web --cli claude
703Unrankedparallel-agentsskill · ai-agentsMulti-agent orchestration patterns. Use when multiple independent tasks can run with different domain expertise or when comprehensive analysis…No signals yetNo commit datelisted armory install parallel-agents --cli claude
704Unrankedparallel-execution-optimizerskill · ai-agentsUse when the user wants a task done much faster through parallel work, concurrent agents, batched tool calls, isolated worktrees, or many independent…No signals yetNo commit datelisted armory install parallel-execution-optimizer --cli claude
705Unrankedpathmlskill · otherComputational pathology toolkit for analyzing whole-slide images (WSI) and multiparametric imaging data. Use this skill when working with…No signals yetNo commit datelisted armory install pathml --cli claude
706Unrankedpaywall-upgrade-croskill · ai-agentsWhen the user wants to create or optimize in-app paywalls, upgrade screens, upsell modals, or feature gates. Also use when the user mentions…No signals yetNo commit datelisted armory install paywall-upgrade-cro --cli claude
707Unrankedpc-gamesskill · otherPC and console game development principles. Engine selection, platform features, optimization strategies.No signals yetNo commit datelisted armory install pc-games --cli claude
708Unrankedpdb-databaseskill · databaseAccess RCSB PDB for 3D protein/nucleic acid structures. Search by text/sequence/structure, download coordinates (PDB/mmCIF), retrieve metadata, for…No signals yetNo commit datelisted armory install pdb-database --cli claude
709Unrankedpdfskill · otherUse 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 yetNo commit datelisted armory install pdf --cli claude
710Unrankedpdf-2skill · searchUse 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 yetNo commit datelisted armory install pdf-2 --cli claude
711Unrankedpdf-3skill · searchUse 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 yetNo commit datelisted armory install pdf-3 --cli claude
712Unrankedpdf-4skill · otherPDF manipulation toolkit. Extract text/tables, create PDFs, merge/split, fill forms, for programmatic document processing and analysis.No signals yetNo commit datelisted armory install pdf-4 --cli claude
713Unrankedpdf-officialskill · searchUse 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 yetNo commit datelisted armory install pdf-official --cli claude
714Unrankedpdf-processing-proskill · otherProduction-ready PDF processing with forms, tables, OCR, validation, and batch operations. Use when working with complex PDF workflows in production…No signals yetNo commit datelisted armory install pdf-processing-pro --cli claude
715Unrankedpeer-reviewskill · front-endSystematic peer review toolkit. Evaluate methodology, statistics, design, reproducibility, ethics, figure integrity, reporting standards, for…No signals yetNo commit datelisted armory install peer-review --cli claude
716Unrankedpeft-fine-tuningskill · ai-agentsParameter-efficient fine-tuning for LLMs using LoRA, QLoRA, and 25+ methods. Use when fine-tuning large models (7B-70B) with limited GPU memory, when…No signals yetNo commit datelisted armory install peft-fine-tuning --cli claude
717Unrankedpennylaneskill · otherCross-platform Python library for quantum computing, quantum machine learning, and quantum chemistry. Enables building and training quantum circuits…No signals yetNo commit datelisted armory install pennylane --cli claude
718Unrankedpentest-checklistskill · otherThis skill should be used when the user asks to "plan a penetration test", "create a security assessment checklist", "prepare for penetration…No signals yetNo commit datelisted armory install pentest-checklist --cli claude
719Unrankedpentest-commandsskill · otherThis 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 yetNo commit datelisted armory install pentest-commands --cli claude
720Unrankedperformanceskill · otherOptimize web performance for faster loading and better user experience. Use when asked to "speed up my site", "optimize performance", "reduce load…No signals yetNo commit datelisted armory install performance --cli claude
721Unrankedperformance-optimizerskill · back-endIdentifies and fixes performance bottlenecks in code, databases, and APIs. Measures before and after to prove improvements.No signals yetNo commit datelisted armory install performance-optimizer --cli claude
722Unrankedperformance-profilingskill · otherPerformance profiling principles. Measurement, analysis, and optimization techniques.No signals yetNo commit datelisted armory install performance-profiling --cli claude
723Unrankedperl-patternsskill · otherModern Perl 5.36+ idioms, best practices, and conventions for building robust, maintainable Perl applications.No signals yetNo commit datelisted armory install perl-patterns --cli claude
724Unrankedperl-securityskill · databaseComprehensive Perl security covering taint mode, input validation, safe process execution, DBI parameterized queries, web security (XSS/SQLi/CSRF)…No signals yetNo commit datelisted armory install perl-security --cli claude
725Unrankedperl-testingskill · otherPerl testing patterns using Test2::V0, Test::More, prove runner, mocking, coverage with Devel::Cover, and TDD methodology.No signals yetNo commit datelisted armory install perl-testing --cli claude
726Unrankedperplexityskill · searchWeb search and research using Perplexity AI. Use when user says "search", "find", "look up", "ask", "research", or "what's the latest" for generic…No signals yetNo commit datelisted armory install perplexity --cli claude
727Unrankedperplexity-searchskill · searchPerform AI-powered web searches with real-time information using Perplexity models via LiteLLM and OpenRouter. This skill should be used when…No signals yetNo commit datelisted armory install perplexity-search --cli claude
728Unrankedpersonal-tool-builderskill · otherExpert 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 yetNo commit datelisted armory install personal-tool-builder --cli claude
729Unrankedphoenix-observabilityskill · observabilityOpen-source AI observability platform for LLM tracing, evaluation, and monitoring. Use when debugging LLM applications with detailed traces, running…No signals yetNo commit datelisted armory install phoenix-observability --cli claude
730Unrankedphp-pro-2skill · otherWrite idiomatic PHP code with generators, iterators, SPL dataNo signals yetNo commit datelisted armory install php-pro-2 --cli claude
731Unrankedpineconeskill · databaseManaged vector database for production AI applications. Fully managed, auto-scaling, with hybrid search (dense + sparse), metadata filtering, and…No signals yetNo commit datelisted armory install pinecone --cli claude
732Unrankedplaid-fintechskill · authExpert patterns for Plaid API integration including Link token flows, transactions sync, identity verification, Auth for ACH, balance checks, webhook…No signals yetNo commit datelisted armory install plaid-fintech --cli claude
733Unrankedplan-orchestrateskill · ai-agentsRead a plan document, decompose it into steps, design a per-step agent chain from the ECC catalogue, and emit ready-to-paste /orchestrate custom…No signals yetNo commit datelisted armory install plan-orchestrate --cli claude
734Unrankedplan-writingskill · otherStructured task planning with clear breakdowns, dependencies, and verification criteria. Use when implementing features, refactoring, or any…No signals yetNo commit datelisted armory install plan-writing --cli claude
735Unrankedplankton-code-qualityskill · ai-agents"Write-time code quality enforcement using Plankton — auto-formatting, linting, and Claude-powered fixes on every file edit via hooks."No signals yetNo commit datelisted armory install plankton-code-quality --cli claude
736Unrankedplanningskill · otherCreate and manage persistent markdown planning files for structured task execution. Use when the user asks to "create a plan", "track progress"…No signals yetNo commit datelisted armory install planning --cli claude
737Unrankedplanning-with-filesskill · otherImplements 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 yetNo commit datelisted armory install planning-with-files --cli claude
738Unrankedplanning-with-files-2skill · otherTransforms workflow to use Manus-style persistent markdown files for planning, progress tracking, and knowledge storage. Use when starting complex…No signals yetNo commit datelisted armory install planning-with-files-2 --cli claude
739Unrankedplaywrightskill · browserUse when the task requires automating a real browser from the terminal (navigation, form filling, snapshots, screenshots, data extraction, UI-flow…No signals yetNo commit datelisted armory install playwright --cli claude
740Unrankedplaywright-e2e-builderskill · authPlan and build comprehensive Playwright E2E test suites with Page Object Model, authentication state persistence, custom fixtures, visual regression…No signals yetNo commit datelisted armory install playwright-e2e-builder --cli claude
741Unrankedplaywright-javaskill · browserScaffold, write, debug, and enhance enterprise-grade Playwright E2E tests in Java using Page Object Model, JUnit 5, Allure reporting, and parallel…No signals yetNo commit datelisted armory install playwright-java --cli claude
742Unrankedplaywright-skillskill · browserComplete browser automation with Playwright. Auto-detects dev servers, writes clean test scripts to /tmp. Test pages, fill forms, take screenshots…No signals yetNo commit datelisted armory install playwright-skill --cli claude
743Unrankedplotlyskill · back-endInteractive scientific and statistical data visualization library for Python. Use when creating charts, plots, or visualizations including scatter…No signals yetNo commit datelisted armory install plotly --cli claude
744Unrankedplugin-forgeskill · ai-agentsCreate and manage Claude Code plugins with proper structure, manifests, and marketplace integration. Use when creating plugins for a marketplace…No signals yetNo commit datelisted armory install plugin-forge --cli claude
745Unrankedplugin-settingsskill · ai-agentsThis skill should be used when the user asks about "plugin settings", "store plugin configuration", "user-configurable plugin", ".local.md files"…No signals yetNo commit datelisted armory install plugin-settings --cli claude
746Unrankedplugin-structureskill · ai-agentsThis skill should be used when the user asks to "create a plugin", "scaffold a plugin", "understand plugin structure", "organize plugin components"…No signals yetNo commit datelisted armory install plugin-structure --cli claude
747Unrankedpocketbase-api-rulesskill · back-endAPI rules and filter expressions for PocketBase access control. Use when setting permissions, writing filter expressions, configuring who can access…No signals yetNo commit datelisted armory install pocketbase-api-rules --cli claude
748Unrankedpocketbase-collectionsskill · front-endCollection and schema design for PocketBase. Use when creating collections, designing schemas, adding fields, setting up relations, or choosing…No signals yetNo commit datelisted armory install pocketbase-collections --cli claude
749Unrankedpocketbase-deployskill · devopsProduction deployment for PocketBase. Use when deploying PocketBase to a server, setting up Docker, configuring systemd, reverse proxy (nginx/Caddy)…No signals yetNo commit datelisted armory install pocketbase-deploy --cli claude
750Unrankedpocketbase-hooksskill · back-endServer-side JavaScript hooks for PocketBase (pb_hooks). Use when writing custom routes, event hooks, cron jobs, sending emails, making HTTP requests…No signals yetNo commit datelisted armory install pocketbase-hooks --cli claude
751Unrankedpocketbase-migrationsskill · otherSchema migrations and versioning for PocketBase. Use when creating migrations, managing schema versions, syncing collections between environments…No signals yetNo commit datelisted armory install pocketbase-migrations --cli claude
752Unrankedpocketbase-sdkskill · front-endJavaScript SDK usage for PocketBase client applications. Use when calling PocketBase from frontend or Node.js, authenticating users, subscribing to…No signals yetNo commit datelisted armory install pocketbase-sdk --cli claude
753Unrankedpolarsskill · back-endFast DataFrame library (Apache Arrow). Select, filter, group_by, joins, lazy evaluation, CSV/Parquet I/O, expression API, for high-performance data…No signals yetNo commit datelisted armory install polars --cli claude
754Unrankedpopup-croskill · commsWhen the user wants to create or optimize popups, modals, overlays, slide-ins, or banners for conversion purposes. Also use when the user mentions…No signals yetNo commit datelisted armory install popup-cro --cli claude
755Unrankedportfolio-case-study-writerskill · otherTransform resume bullets into detailed portfolio case studies with context, action, and outcome. Use when the user mentions portfolio, case study…No signals yetNo commit datelisted armory install portfolio-case-study-writer --cli claude
756Unrankedpostgres-patternsskill · databasePostgreSQL database patterns for query optimization, schema design, indexing, and security. Based on Supabase best practices.No signals yetNo commit datelisted armory install postgres-patterns --cli claude
757Unrankedpostgresql-2skill · databaseDesign a PostgreSQL-specific schema. Covers best-practices, data types, indexing, constraints, performance patterns, and advanced featuresNo signals yetNo commit datelisted armory install postgresql-2 --cli claude
758Unrankedpostgresql-optimizationskill · databasePostgreSQL database optimization workflow for query tuning, indexing strategies, performance analysis, and production database management.No signals yetNo commit datelisted armory install postgresql-optimization --cli claude
759Unrankedpowershell-windowsskill · otherPowerShell Windows patterns. Critical pitfalls, operator syntax, error handling.No signals yetNo commit datelisted armory install powershell-windows --cli claude
760Unrankedpptxskill · comms"Use this skill any time a .pptx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or…No signals yetNo commit datelisted armory install pptx --cli claude
761Unrankedpptx-2skill · otherPresentation toolkit (.pptx). Create/edit slides, layouts, content, speaker notes, comments, for programmatic presentation creation and modification.No signals yetNo commit datelisted armory install pptx-2 --cli claude
762Unrankedpptx-officialskill · commsUse this skill any time a .pptx file is involved in any way — as input, output, or both. This includes: creating slide decks, pitch decks, or…No signals yetNo commit datelisted armory install pptx-official --cli claude
763Unrankedprediction-market-oracle-researchskill · ai-agentsResearch prediction markets as data sources or oracle signals for products, agents, dashboards, and corporate decision intelligence. Use for…No signals yetNo commit datelisted armory install prediction-market-oracle-research --cli claude
764Unrankedprediction-market-risk-reviewskill · back-endReview prediction-market, basket, oracle, and trading-agent workflows for compliance, safety, data-quality, privacy, and execution risk. Use before…No signals yetNo commit datelisted armory install prediction-market-risk-review --cli claude
765Unrankedpremium-web-designskill · front-end>No signals yetNo commit datelisted armory install premium-web-design --cli claude
766Unrankedpricing-strategyskill · observabilityWhen the user wants help with pricing decisions, packaging, or monetization strategy. Also use when the user mentions 'pricing,' 'pricing tiers,'…No signals yetNo commit datelisted armory install pricing-strategy --cli claude
767Unrankedprisma-expertskill · databasePrisma ORM expert for schema design, migrations, query optimization, relations modeling, and database operations. Use PROACTIVELY for Prisma schema…No signals yetNo commit datelisted armory install prisma-expert --cli claude
768Unrankedprisma-patternsskill · back-endPrisma ORM patterns for TypeScript backends — schema design, query optimization, transactions, pagination, and critical traps like updateMany…No signals yetNo commit datelisted armory install prisma-patterns --cli claude
769Unrankedprivilege-escalation-methodsskill · otherThis skill should be used when the user asks to "escalate privileges", "get root access", "become administrator", "privesc techniques", "abuse sudo"…No signals yetNo commit datelisted armory install privilege-escalation-methods --cli claude
770Unrankedproduct-capabilityskill · otherTranslate PRD intent, roadmap asks, or product discussions into an implementation-ready capability plan that exposes constraints, invariants…No signals yetNo commit datelisted armory install product-capability --cli claude
771Unrankedproduct-lensskill · otherUse this skill to validate the "why" before building, run product diagnostics, and pressure-test product direction before the request becomes an…No signals yetNo commit datelisted armory install product-lens --cli claude
772Unrankedproduct-manager-toolkitskill · otherComprehensive toolkit for product managers including RICE prioritization, customer interview analysis, PRD templates, discovery frameworks, and…No signals yetNo commit datelisted armory install product-manager-toolkit --cli claude
773Unrankedproduct-strategist-2skill · front-endStrategic product leadership toolkit for Head of Product including OKR cascade generation, market analysis, vision setting, and team scaling. Use for…No signals yetNo commit datelisted armory install product-strategist-2 --cli claude
774Unrankedproduction-auditskill · github-vcsLocal-evidence production readiness audit for shipped apps, pre-launch reviews, post-merge checks, and "what breaks in prod?" questions without…No signals yetNo commit datelisted armory install production-audit --cli claude
775Unrankedproduction-code-auditskill · otherAutonomously deep-scan entire codebase line-by-line, understand architecture and patterns, then systematically transform it to production-grade…No signals yetNo commit datelisted armory install production-code-audit --cli claude
776Unrankedproduction-schedulingskill · otherCodified expertise for production scheduling, job sequencing, line balancing, changeover optimization, and bottleneck resolution in discrete and batch…No signals yetNo commit datelisted armory install production-scheduling --cli claude
777Unrankedprofessional-communicationskill · commsGuide technical communication for software developers. Covers email structure, team messaging etiquette, meeting agendas, and adapting messages for…No signals yetNo commit datelisted armory install professional-communication --cli claude
778Unrankedprogrammatic-seoskill · otherWhen 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 yetNo commit datelisted armory install programmatic-seo --cli claude
779Unrankedprogressive-web-appskill · otherBuild Progressive Web Apps (PWAs) with offline support, installability, and caching strategies. Trigger whenever the user mentions PWA, service…No signals yetNo commit datelisted armory install progressive-web-app --cli claude
780Unrankedproject-flow-opsskill · github-vcsOperate execution flow across GitHub and Linear by triaging issues and pull requests, linking active work, and keeping GitHub public-facing while…No signals yetNo commit datelisted armory install project-flow-ops --cli claude
781Unrankedprometheus-configurationskill · browserComplete guide to Prometheus setup, metric collection, scrape configuration, and recording rules.No signals yetNo commit datelisted armory install prometheus-configuration --cli claude
782Unrankedprompt-cachingskill · ai-agentsCaching strategies for LLM prompts including Anthropic prompt caching, response caching, and CAG (Cache Augmented Generation) Use when: prompt…No signals yetNo commit datelisted armory install prompt-caching --cli claude
783Unrankedprompt-engineer-3skill · ai-agentsExpert in designing effective prompts for LLM-powered applications. Masters prompt structure, context management, output formatting, and prompt…No signals yetNo commit datelisted armory install prompt-engineer-3 --cli claude
784Unrankedprompt-engineeringskill · ai-agentsExpert guide on prompt engineering patterns, best practices, and optimization techniques. Use when user wants to improve prompts, learn prompting…No signals yetNo commit datelisted armory install prompt-engineering --cli claude
785Unrankedprompt-engineering-patternsskill · ai-agentsMaster advanced prompt engineering techniques to maximize LLM performance, reliability, and controllability.No signals yetNo commit datelisted armory install prompt-engineering-patterns --cli claude
786Unrankedprompt-libraryskill · ai-agentsCurated collection of high-quality prompts for various use cases. Includes role-based prompts, task-specific templates, and prompt refinement…No signals yetNo commit datelisted armory install prompt-library --cli claude
787Unrankedprompt-optimizerskill · ai-agents>- Analyze raw prompts, identify intent and gaps, match ECC components (skills/commands/agents/hooks), and output a ready-to-paste optimized prompt…No signals yetNo commit datelisted armory install prompt-optimizer --cli claude
788Unrankedprotocolsio-integrationskill · back-endIntegration with protocols.io API for managing scientific protocols. This skill should be used when working with protocols.io to search, create…No signals yetNo commit datelisted armory install protocolsio-integration --cli claude
789Unrankedpubchem-databaseskill · back-endQuery PubChem via PUG-REST API/PubChemPy (110M+ compounds). Search by name/CID/SMILES, retrieve properties, similarity/substructure searches…No signals yetNo commit datelisted armory install pubchem-database --cli claude
790Unrankedpubmed-databaseskill · searchDirect PubMed and NCBI E-utilities search workflows for biomedical literature, MeSH queries, PMID lookup, citation retrieval, and API-backed…No signals yetNo commit datelisted armory install pubmed-database --cli claude
791Unrankedpufferlibskill · ai-agentsThis skill should be used when working with reinforcement learning tasks including high-performance RL training, custom environment development…No signals yetNo commit datelisted armory install pufferlib --cli claude
792Unrankedpydantic-aiskill · ai-agentsBuild production-ready AI agents with PydanticAI — type-safe tool use, structured outputs, dependency injection, and multi-model support.No signals yetNo commit datelisted armory install pydantic-ai --cli claude
793Unrankedpydeseq2skill · back-endDifferential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests, FDR correction, volcano/MA plots, for…No signals yetNo commit datelisted armory install pydeseq2 --cli claude
794Unrankedpydicomskill · otherPython library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when reading, writing, or modifying…No signals yetNo commit datelisted armory install pydicom --cli claude
795Unrankedpyhealthskill · devopsComprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. This skill should be used when…No signals yetNo commit datelisted armory install pyhealth --cli claude
796Unrankedpylabrobotskill · otherLaboratory automation toolkit for controlling liquid handlers, plate readers, pumps, heater shakers, incubators, centrifuges, and analytical…No signals yetNo commit datelisted armory install pylabrobot --cli claude
797Unrankedpymatgenskill · otherMaterials science toolkit. Crystal structures (CIF, POSCAR), phase diagrams, band structure, DOS, Materials Project integration, format conversion…No signals yetNo commit datelisted armory install pymatgen --cli claude
798Unrankedpymc-bayesian-modelingskill · otherBayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posterior checks, for probabilistic…No signals yetNo commit datelisted armory install pymc-bayesian-modeling --cli claude
799Unrankedpymooskill · front-endMulti-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design…No signals yetNo commit datelisted armory install pymoo --cli claude
800Unrankedpyopenmsskill · otherPython interface to OpenMS for mass spectrometry data analysis. Use for LC-MS/MS proteomics and metabolomics workflows including file handling (mzML…No signals yetNo commit datelisted armory install pyopenms --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