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

RankScoreComponentDescriptionEvidenceLast commitInstall
101Unrankedautomation-audit-opsskill · back-endEvidence-first automation inventory and overlap audit workflow for ECC. Use when the user wants to know which jobs, hooks, connectors, MCP servers, or…No signals yetNo commit datelisted armory install automation-audit-ops --cli claude
102Unrankedautonomous-agent-harnessskill · ai-agentsTransform Claude Code into a fully autonomous agent system with persistent memory, scheduled operations, computer use, and task queuing. Replaces…No signals yetNo commit datelisted armory install autonomous-agent-harness --cli claude
103Unrankedautonomous-agent-patternsskill · front-endDesign patterns for building autonomous coding agents. Covers tool integration, permission systems, browser automation, and human-in-the-loop…No signals yetNo commit datelisted armory install autonomous-agent-patterns --cli claude
104Unrankedautonomous-agentsskill · front-endAutonomous agents are AI systems that can independently decompose goals, plan actions, execute tools, and self-correct without constant human…No signals yetNo commit datelisted armory install autonomous-agents --cli claude
105Unrankedautonomous-loopsskill · ai-agents"Patterns and architectures for autonomous Claude Code loops — from simple sequential pipelines to RFC-driven multi-agent DAG systems."No signals yetNo commit datelisted armory install autonomous-loops --cli claude
106Unrankedavalonia-layout-zafiroskill · front-endGuidelines for modern Avalonia UI layout using Zafiro.Avalonia, emphasizing shared styles, generic components, and avoiding XAML redundancy.No signals yetNo commit datelisted armory install avalonia-layout-zafiro --cli claude
107Unrankedavalonia-viewmodels-zafiroskill · front-endOptimal ViewModel and Wizard creation patterns for Avalonia using Zafiro and ReactiveUI.No signals yetNo commit datelisted armory install avalonia-viewmodels-zafiro --cli claude
108Unrankedavalonia-zafiro-developmentskill · front-endMandatory skills, conventions, and behavioral rules for Avalonia UI development using the Zafiro toolkit.No signals yetNo commit datelisted armory install avalonia-zafiro-development --cli claude
109Unrankedawq-quantizationskill · ai-agentsActivation-aware weight quantization for 4-bit LLM compression with 3x speedup and minimal accuracy loss. Use when deploying large models (7B-70B) on…No signals yetNo commit datelisted armory install awq-quantization --cli claude
110Unrankedaws-penetration-testingskill · devopsThis skill should be used when the user asks to "pentest AWS", "test AWS security", "enumerate IAM", "exploit cloud infrastructure", "AWS privilege…No signals yetNo commit datelisted armory install aws-penetration-testing --cli claude
111Unrankedaws-serverlessskill · back-endSpecialized skill for building production-ready serverless applications on AWS. Covers Lambda functions, API Gateway, DynamoDB, SQS/SNS event-driven…No signals yetNo commit datelisted armory install aws-serverless --cli claude
112Unrankedaxolotlskill · ai-agentsExpert guidance for fine-tuning LLMs with Axolotl - YAML configs, 100+ models, LoRA/QLoRA, DPO/KTO/ORPO/GRPO, multimodal supportNo signals yetNo commit datelisted armory install axolotl --cli claude
113Unrankedazure-functionsskill · back-endExpert patterns for Azure Functions development including isolated worker model, Durable Functions orchestration, cold start optimization, and…No signals yetNo commit datelisted armory install azure-functions --cli claude
114Unrankedbackend-architect-2skill · back-endExpert backend architect specializing in scalable API design, microservices architecture, and distributed systems.No signals yetNo commit datelisted armory install backend-architect-2 --cli claude
115Unrankedbackend-dev-guidelinesskill · back-endComprehensive backend development guide for Node.js/Express/TypeScript microservices. Use when creating routes, controllers, services, repositories…No signals yetNo commit datelisted armory install backend-dev-guidelines --cli claude
116Unrankedbackend-patternsskill · back-endBackend architecture patterns, API design, database optimization, and server-side best practices for Node.js, Express, and Next.js API routes.No signals yetNo commit datelisted armory install backend-patterns --cli claude
117Unrankedbackend-to-frontend-handoff-docsskill · back-endCreate API handoff documentation for frontend developers. Use when backend work is complete and needs to be documented for frontend integration, or…No signals yetNo commit datelisted armory install backend-to-frontend-handoff-docs --cli claude
118Unrankedbash-linuxskill · otherBash/Linux terminal patterns. Critical commands, piping, error handling, scripting. Use when working on macOS or Linux systems.No signals yetNo commit datelisted armory install bash-linux --cli claude
119Unrankedbash-proskill · devopsMaster of defensive Bash scripting for production automation, CI/CDNo signals yetNo commit datelisted armory install bash-pro --cli claude
120Unrankedbehavioral-modesskill · ai-agentsAI operational modes (brainstorm, implement, debug, review, teach, ship, orchestrate). Use to adapt behavior based on task type.No signals yetNo commit datelisted armory install behavioral-modes --cli claude
121Unrankedbenchling-integrationskill · back-endBenchling R&D platform integration. Access registry (DNA, proteins), inventory, ELN entries, workflows via API, build Benchling Apps, query Data…No signals yetNo commit datelisted armory install benchling-integration --cli claude
122Unrankedbenchmarkskill · otherUse this skill to measure performance baselines, detect regressions before/after PRs, and compare stack alternatives.No signals yetNo commit datelisted armory install benchmark --cli claude
123Unrankedbenchmark-optimization-loopskill · otherUse when the user asks to make something faster, try many variants, run recursive optimization, benchmark latency/throughput/cost, or choose the best…No signals yetNo commit datelisted armory install benchmark-optimization-loop --cli claude
124Unrankedbest-practicesskill · otherApply modern web development best practices for security, compatibility, and code quality. Use when asked to "apply best practices", "security audit"…No signals yetNo commit datelisted armory install best-practices --cli claude
125Unrankedbigquery-basicsskill · databaseManages datasets, tables, and jobs in BigQuery, and integrates with BigQuery ML and Gemini for advanced data analytics and AI-driven insights. Use for…No signals yetNo commit datelisted armory install bigquery-basics --cli claude
126Unrankedbiomniskill · ai-agentsAutonomous biomedical AI agent framework for executing complex research tasks across genomics, drug discovery, molecular biology, and clinical…No signals yetNo commit datelisted armory install biomni --cli claude
127Unrankedbiopythonskill · back-endPrimary Python toolkit for molecular biology. Preferred for Python-based PubMed/NCBI queries (Bio.Entrez), sequence manipulation, file parsing (FASTA…No signals yetNo commit datelisted armory install biopython --cli claude
128Unrankedbiorxiv-databaseskill · back-endEfficient database search tool for bioRxiv preprint server. Use this skill when searching for life sciences preprints by keywords, authors, date…No signals yetNo commit datelisted armory install biorxiv-database --cli claude
129Unrankedbioservicesskill · back-endPrimary Python tool for 40+ bioinformatics services. Preferred for multi-database workflows: UniProt, KEGG, ChEMBL, PubChem, Reactome, QuickGO…No signals yetNo commit datelisted armory install bioservices --cli claude
130Unrankedblender-motion-state-inspectionskill · front-endUse this skill when inspecting Blender characters, rigs, poses, animation retargeting, ground contact, facing direction, or model-vs-motion alignment…No signals yetNo commit datelisted armory install blender-motion-state-inspection --cli claude
131Unrankedbleuskill · front-endUse this skill whenever a developer wants to turn an idea into a complete, production-ready, end-to-end system plan BEFORE writing any code. Trigger…No signals yetNo commit datelisted armory install bleu --cli claude
132Unrankedblip-2-vision-languageskill · commsVision-language pre-training framework bridging frozen image encoders and LLMs. Use when you need image captioning, visual question answering…No signals yetNo commit datelisted armory install blip-2-vision-language --cli claude
133Unrankedblockrunskill · ai-agentsUse when user needs capabilities Claude lacks (image generation, real-time X/Twitter data) or explicitly requests external models ("blockrun", "use…No signals yetNo commit datelisted armory install blockrun --cli claude
134Unrankedblueprintskill · ai-agents>- Turn a one-line objective into a step-by-step construction plan for multi-session, multi-agent engineering projects. Each step has a self-contained…No signals yetNo commit datelisted armory install blueprint --cli claude
135Unrankedbrainstormingskill · front-endYou MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user…No signals yetNo commit datelisted armory install brainstorming --cli claude
136Unrankedbrainstorming-2skill · front-endYou MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user…No signals yetNo commit datelisted armory install brainstorming-2 --cli claude
137Unrankedbrand-guidelinesskill · front-endApplies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when…No signals yetNo commit datelisted armory install brand-guidelines --cli claude
138Unrankedbrand-guidelines-2skill · front-endApplies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when…No signals yetNo commit datelisted armory install brand-guidelines-2 --cli claude
139Unrankedbrand-guidelines-3skill · front-endApplies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthropic's look-and-feel. Use it when…No signals yetNo commit datelisted armory install brand-guidelines-3 --cli claude
140Unrankedbrand-voiceskill · otherBuild a source-derived writing style profile from real posts, essays, launch notes, docs, or site copy, then reuse that profile across content…No signals yetNo commit datelisted armory install brand-voice --cli claude
141Unrankedbrenda-databaseskill · front-endAccess BRENDA enzyme database via SOAP API. Retrieve kinetic parameters (Km, kcat), reaction equations, organism data, and substrate-specific enzyme…No signals yetNo commit datelisted armory install brenda-database --cli claude
142Unrankedbright-data-best-practicesskill · browserBuild production-ready Bright Data integrations with best practices baked in. Reference documentation for developers using coding assistants (Claude…No signals yetNo commit datelisted armory install bright-data-best-practices --cli claude
143Unrankedbright-data-mcpskill · other|No signals yetNo commit datelisted armory install bright-data-mcp --cli claude
144Unrankedbrightdata-local-searchskill · searchSet up and run local web searches using Bright Data SERP API with the unfancy-search pipeline (query expansion, SERP retrieval, RRF reranking).No signals yetNo commit datelisted armory install brightdata-local-search --cli claude
145Unrankedbroken-authentication-testingskill · authThis skill should be used when the user asks to "test for broken authentication vulnerabilities", "assess session management security", "perform…No signals yetNo commit datelisted armory install broken-authentication-testing --cli claude
146Unrankedbrowser-automationskill · browserBrowser automation powers web testing, scraping, and AI agent interactions. The difference between a flaky script and a reliable system comes down to…No signals yetNo commit datelisted armory install browser-automation --cli claude
147Unrankedbrowser-extension-builderskill · browserExpert in building browser extensions that solve real problems - Chrome, Firefox, and cross-browser extensions. Covers extension architecture…No signals yetNo commit datelisted armory install browser-extension-builder --cli claude
148Unrankedbrowser-qaskill · front-endUse this skill to automate visual testing and UI interaction verification using browser automation after deploying features.No signals yetNo commit datelisted armory install browser-qa --cli claude
149Unrankedbuilding-blogskill · front-endUse when adding a blog to a Next.js + Sanity site, building a blog section from scratch, integrating Sanity CMS for editorial content, or setting up…No signals yetNo commit datelisted armory install building-blog --cli claude
150Unrankedbullmq-specialistskill · back-endBullMQ expert for Redis-backed job queues, background processing, and reliable async execution in Node.js/TypeScript applications. Use when: bullmq…No signals yetNo commit datelisted armory install bullmq-specialist --cli claude
151Unrankedbun-developmentskill · back-endModern JavaScript/TypeScript development with Bun runtime. Covers package management, bundling, testing, and migration from Node.js. Use when working…No signals yetNo commit datelisted armory install bun-development --cli claude
152Unrankedbun-runtimeskill · devopsBun as runtime, package manager, bundler, and test runner. When to choose Bun vs Node, migration notes, and Vercel support.No signals yetNo commit datelisted armory install bun-runtime --cli claude
153Unrankedburp-suite-web-application-testingskill · otherThis skill should be used when the user asks to "intercept HTTP traffic", "modify web requests", "use Burp Suite for testing", "perform web…No signals yetNo commit datelisted armory install burp-suite-web-application-testing --cli claude
154Unrankedbusybox-on-windowsskill · otherHow to use a Win32 build of BusyBox to run many of the standard UNIX command line tools on Windows.No signals yetNo commit datelisted armory install busybox-on-windows --cli claude
155Unrankedc-pro-2skill · ai-agentsWrite efficient C code with proper memory management, pointerNo signals yetNo commit datelisted armory install c-pro-2 --cli claude
156Unrankedc4-architectureskill · front-endGenerate architecture documentation using C4 model Mermaid diagrams. Use when asked to create architecture diagrams, document system architecture…No signals yetNo commit datelisted armory install c4-architecture --cli claude
157Unrankedcanary-watchskill · back-endUse this skill to monitor and verify a deployed URL after releases — checks HTTP endpoints, SSE streams, static assets, console errors, and…No signals yetNo commit datelisted armory install canary-watch --cli claude
158Unrankedcanvas-designskill · front-endCreate beautiful visual art in .png and .pdf documents using design philosophy. You should use this skill when the user asks to create a poster, piece…No signals yetNo commit datelisted armory install canvas-design --cli claude
159Unrankedcapa-officerskill · otherSenior CAPA Officer specialist for managing Corrective and Preventive Actions within Quality Management Systems. Provides CAPA process management…No signals yetNo commit datelisted armory install capa-officer --cli claude
160Unrankedcareer-changer-translatorskill · otherTranslate skills from one industry to another and identify transferable skills for career pivots. Use when the user mentions changing careers…No signals yetNo commit datelisted armory install career-changer-translator --cli claude
161Unrankedcarrier-relationship-managementskill · otherCodified expertise for managing carrier portfolios, negotiating freight rates, tracking carrier performance, allocating freight, and maintaining…No signals yetNo commit datelisted armory install carrier-relationship-management --cli claude
162Unrankedcc-skill-continuous-learningskill · ai-agentsDevelopment skill from everything-claude-codeNo signals yetNo commit datelisted armory install cc-skill-continuous-learning --cli claude
163Unrankedcc-skill-project-guidelines-exampleskill · otherProject Guidelines Skill (Example)No signals yetNo commit datelisted armory install cc-skill-project-guidelines-example --cli claude
164Unrankedcc-skill-strategic-compactskill · ai-agentsDevelopment skill from everything-claude-codeNo signals yetNo commit datelisted armory install cc-skill-strategic-compact --cli claude
165Unrankedcellxgene-censusskill · back-endQuery CZ CELLxGENE Census (61M+ cells). Filter by cell type/tissue/disease, retrieve expression data, integrate with scanpy/PyTorch, for…No signals yetNo commit datelisted armory install cellxgene-census --cli claude
166Unrankedceo-advisorskill · otherExecutive leadership guidance for strategic decision-making, organizational development, and stakeholder management. Includes strategy analyzer…No signals yetNo commit datelisted armory install ceo-advisor --cli claude
167Unrankedcf-crawlskill · browserCrawl entire websites using Cloudflare Browser Rendering /crawl API. Initiates async crawl jobs, polls for completion, and saves results as markdown…No signals yetNo commit datelisted armory install cf-crawl --cli claude
168Unrankedchangelog-generator-2skill · github-vcsAutomatically creates user-facing changelogs from git commits by analyzing commit history, categorizing changes, and transforming technical commits…No signals yetNo commit datelisted armory install changelog-generator-2 --cli claude
169Unrankedchembl-databaseskill · databaseQuery ChEMBL's bioactive molecules and drug discovery data. Search compounds by structure/properties, retrieve bioactivity data (IC50, Ki), find…No signals yetNo commit datelisted armory install chembl-database --cli claude
170Unrankedchromaskill · databaseOpen-source embedding database for AI applications. Store embeddings and metadata, perform vector and full-text search, filter by metadata. Simple…No signals yetNo commit datelisted armory install chroma --cli claude
171Unrankedchrome-extension-developerskill · browserExpert in building Chrome Extensions using Manifest V3. Covers background scripts, service workers, content scripts, and cross-context communication.No signals yetNo commit datelisted armory install chrome-extension-developer --cli claude
172Unrankedcirqskill · front-endQuantum computing framework for building, simulating, optimizing, and executing quantum circuits. Use this skill when working with quantum algorithms…No signals yetNo commit datelisted armory install cirq --cli claude
173Unrankedcisco-ios-patternsskill · otherCisco IOS and IOS-XE review patterns for show commands, config hierarchy, wildcard masks, ACL placement, interface hygiene, and safe change-window…No signals yetNo commit datelisted armory install cisco-ios-patterns --cli claude
174Unrankedcitation-managementskill · searchComprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations…No signals yetNo commit datelisted armory install citation-management --cli claude
175Unrankedckskill · ai-agentsPersistent per-project memory for Claude Code. Auto-loads project context on session start, tracks sessions with git activity, and writes to native…No signals yetNo commit datelisted armory install ck --cli claude
176Unrankedclaude-apiskill · ai-agents"Build, debug, and optimize Claude API / Anthropic SDK apps. Apps built with this skill should include prompt caching. Also handles migrating existing…No signals yetNo commit datelisted armory install claude-api --cli claude
177Unrankedclaude-code-guideskill · ai-agentsMaster guide for using Claude Code effectively. Includes configuration templates, prompting strategies "Thinking" keywords, debugging techniques, and…No signals yetNo commit datelisted armory install claude-code-guide --cli claude
178Unrankedclaude-code-sessionsskill · searchSearch, analyze, and manage Claude Code session history. Use when the user wants to find past sessions, check token usage, review tool breakdowns…No signals yetNo commit datelisted armory install claude-code-sessions --cli claude
179Unrankedclaude-devfleetskill · ai-agentsOrchestrate multi-agent coding tasks via Claude DevFleet — plan projects, dispatch parallel agents in isolated worktrees, monitor progress, and read…No signals yetNo commit datelisted armory install claude-devfleet --cli claude
180Unrankedclaude-opus-4-5-migrationskill · ai-agentsMigrate prompts and code from Claude Sonnet 4.0, Sonnet 4.5, or Opus 4.1 to Opus 4.5. Use when the user wants to update their codebase, prompts, or…No signals yetNo commit datelisted armory install claude-opus-4-5-migration --cli claude
181Unrankedclean-codeskill · otherPragmatic coding standards - concise, direct, no over-engineering, no unnecessary commentsNo signals yetNo commit datelisted armory install clean-code --cli claude
182Unrankedclerk-authskill · authExpert patterns for Clerk auth implementation, middleware, organizations, webhooks, and user sync Use when: adding authentication, clerk auth, user…No signals yetNo commit datelisted armory install clerk-auth --cli claude
183Unrankedclick-path-auditskill · front-end"Trace every user-facing button/touchpoint through its full state change sequence to find bugs where functions individually work but cancel each other…No signals yetNo commit datelisted armory install click-path-audit --cli claude
184Unrankedclickhouse-ioskill · databaseClickHouse database patterns, query optimization, analytics, and data engineering best practices for high-performance analytical workloads.No signals yetNo commit datelisted armory install clickhouse-io --cli claude
185Unrankedclinical-decision-supportskill · otherGenerate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses…No signals yetNo commit datelisted armory install clinical-decision-support --cli claude
186Unrankedclinical-reportsskill · devopsWrite comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports…No signals yetNo commit datelisted armory install clinical-reports --cli claude
187Unrankedclinicaltrials-databaseskill · back-endQuery ClinicalTrials.gov via API v2. Search trials by condition, drug, location, status, or phase. Retrieve trial details by NCT ID, export data, for…No signals yetNo commit datelisted armory install clinicaltrials-database --cli claude
188Unrankedclinpgx-databaseskill · databaseAccess ClinPGx pharmacogenomics data (successor to PharmGKB). Query gene-drug interactions, CPIC guidelines, allele functions, for precision medicine…No signals yetNo commit datelisted armory install clinpgx-database --cli claude
189Unrankedclinvar-databaseskill · back-endQuery NCBI ClinVar for variant clinical significance. Search by gene/position, interpret pathogenicity classifications, access via E-utilities API or…No signals yetNo commit datelisted armory install clinvar-database --cli claude
190Unrankedclipskill · searchOpenAI's model connecting vision and language. Enables zero-shot image classification, image-text matching, and cross-modal retrieval. Trained on 400M…No signals yetNo commit datelisted armory install clip --cli claude
191Unrankedcloud-architect-2skill · devopsExpert cloud architect specializing in AWS/Azure/GCP multi-cloud infrastructure design, advanced IaC (Terraform/OpenTofu/CDK), FinOps cost…No signals yetNo commit datelisted armory install cloud-architect-2 --cli claude
192Unrankedcloud-devopsskill · devopsCloud infrastructure and DevOps workflow covering AWS, Azure, GCP, Kubernetes, Terraform, CI/CD, monitoring, and cloud-native development.No signals yetNo commit datelisted armory install cloud-devops --cli claude
193Unrankedcloud-penetration-testingskill · devopsThis skill should be used when the user asks to "perform cloud penetration testing", "assess Azure or AWS or GCP security", "enumerate cloud…No signals yetNo commit datelisted armory install cloud-penetration-testing --cli claude
194Unrankedcloud-run-basicsskill · devopsManages Cloud Run services, jobs, and worker pools. Use when you need to deploy applications responding to HTTP requests (services), run…No signals yetNo commit datelisted armory install cloud-run-basics --cli claude
195Unrankedcloud-sql-basicsskill · databaseCreates and manages Cloud SQL instances for MySQL, PostgreSQL, and SQL Server. Handles backups, high availability, and secure connectivity for…No signals yetNo commit datelisted armory install cloud-sql-basics --cli claude
196Unrankedcloudflare-deployskill · devopsDeploy applications and infrastructure to Cloudflare using Workers, Pages, and related platform services. Use when the user asks to deploy, host…No signals yetNo commit datelisted armory install cloudflare-deploy --cli claude
197Unrankedcobrapyskill · otherConstraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems biology and metabolic engineering…No signals yetNo commit datelisted armory install cobrapy --cli claude
198Unrankedcocoindexskill · databaseComprehensive toolkit for developing with the CocoIndex library. Use when users need to create data transformation pipelines (flows), write custom…No signals yetNo commit datelisted armory install cocoindex --cli claude
199Unrankedcode-review-2skill · front-endPerform code reviews following Sentry engineering practices. Use when reviewing pull requests, examining code changes, or providing feedback on code…No signals yetNo commit datelisted armory install code-review-2 --cli claude
200Unrankedcode-review-checklistskill · otherComprehensive checklist for conducting thorough code reviews covering functionality, security, performance, and maintainabilityNo signals yetNo commit datelisted armory install code-review-checklist --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