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

RankScoreComponentDescriptionEvidenceLast commitInstall
901Unrankedschema-markupskill · otherWhen 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 yetNo commit datelisted armory install schema-markup --cli claude
902Unrankedscholar-evaluationskill · otherStructured scholarly-work evaluation for papers, proposals, literature reviews, methods sections, evidence quality, citation support, and…No signals yetNo commit datelisted armory install scholar-evaluation --cli claude
903Unrankedscientific-brainstormingskill · otherResearch ideation partner. Generate hypotheses, explore interdisciplinary connections, challenge assumptions, develop methodologies, identify research…No signals yetNo commit datelisted armory install scientific-brainstorming --cli claude
904Unrankedscientific-critical-thinkingskill · front-endEvaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE, Cochrane ROB)…No signals yetNo commit datelisted armory install scientific-critical-thinking --cli claude
905Unrankedscientific-schematicsskill · otherCreate publication-quality scientific diagrams using Nano Banana Pro AI with smart iterative refinement. Uses Gemini 3 Pro for quality review. Only…No signals yetNo commit datelisted armory install scientific-schematics --cli claude
906Unrankedscientific-slidesskill · front-endBuild slide decks and presentations for research talks. Use this for making PowerPoint slides, conference presentations, seminar talks, research…No signals yetNo commit datelisted armory install scientific-slides --cli claude
907Unrankedscientific-visualizationskill · otherCreate publication figures with matplotlib/seaborn/plotly. Multi-panel layouts, error bars, significance markers, colorblind-safe, export…No signals yetNo commit datelisted armory install scientific-visualization --cli claude
908Unrankedscientific-writingskill · databaseCore skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process: (1)…No signals yetNo commit datelisted armory install scientific-writing --cli claude
909Unrankedscikit-bioskill · observabilityBiological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA), PERMANOVA…No signals yetNo commit datelisted armory install scikit-bio --cli claude
910Unrankedscikit-learnskill · otherMachine learning in Python with scikit-learn. Use when working with supervised learning (classification, regression), unsupervised learning…No signals yetNo commit datelisted armory install scikit-learn --cli claude
911Unrankedscikit-survivalskill · searchComprehensive toolkit for survival analysis and time-to-event modeling in Python using scikit-survival. Use this skill when working with censored…No signals yetNo commit datelisted armory install scikit-survival --cli claude
912Unrankedscrapeskill · back-endScrape any webpage as clean markdown via Bright Data Web Unlocker API. Bypasses bot detection and CAPTCHA. Requires BRIGHTDATA_API_KEY and…No signals yetNo commit datelisted armory install scrape --cli claude
913Unrankedscreenshotskill · browserUse when the user explicitly asks for a desktop or system screenshot (full screen, specific app or window, or a pixel region), or when tool-specific…No signals yetNo commit datelisted armory install screenshot --cli claude
914Unrankedscreenshot-feature-extractorskill · front-endAnalyze product screenshots to extract feature lists and generate development task checklists. Use when: (1) Analyzing competitor product screenshots…No signals yetNo commit datelisted armory install screenshot-feature-extractor --cli claude
915Unrankedscroll-experienceskill · front-endExpert in building immersive scroll-driven experiences - parallax storytelling, scroll animations, interactive narratives, and cinematic web…No signals yetNo commit datelisted armory install scroll-experience --cli claude
916Unrankedscvi-toolsskill · back-endThis skill should be used when working with single-cell omics data analysis using scvi-tools, including scRNA-seq, scATAC-seq, CITE-seq, spatial…No signals yetNo commit datelisted armory install scvi-tools --cli claude
917Unrankedseabornskill · otherStatistical visualization. Scatter, box, violin, heatmaps, pair plots, regression, correlation matrices, KDE, faceted plots, for exploratory analysis…No signals yetNo commit datelisted armory install seaborn --cli claude
918Unrankedsearchskill · back-endSearch Google via Bright Data SERP API. Returns structured JSON results with title, link, and description. Requires BRIGHTDATA_API_KEY and…No signals yetNo commit datelisted armory install search --cli claude
919Unrankedsearch-firstskill · searchResearch-before-coding workflow. Search for existing tools, libraries, and patterns before writing custom code. Invokes the researcher agent.No signals yetNo commit datelisted armory install search-first --cli claude
920Unrankedsecrets-managementskill · devopsSecure secrets management practices for CI/CD pipelines using Vault, AWS Secrets Manager, and other tools.No signals yetNo commit datelisted armory install secrets-management --cli claude
921Unrankedsecurity-audit-2skill · back-endComprehensive security auditing workflow covering web application testing, API security, penetration testing, vulnerability scanning, and security…No signals yetNo commit datelisted armory install security-audit-2 --cli claude
922Unrankedsecurity-best-practicesskill · otherPerform language and framework specific security best-practice reviews and suggest improvements. Trigger only when the user explicitly requests…No signals yetNo commit datelisted armory install security-best-practices --cli claude
923Unrankedsecurity-bounty-hunterskill · github-vcsHunt for exploitable, bounty-worthy security issues in repositories. Focuses on remotely reachable vulnerabilities that qualify for real reports…No signals yetNo commit datelisted armory install security-bounty-hunter --cli claude
924Unrankedsecurity-complianceskill · databaseGuides security professionals in implementing defense-in-depth security architectures, achieving compliance with industry frameworks (SOC2, ISO27001…No signals yetNo commit datelisted armory install security-compliance --cli claude
925Unrankedsecurity-ownership-mapskill · github-vcsAnalyze git repositories to build a security ownership topology (people-to-file), compute bus factor and sensitive-code ownership, and export CSV/JSON…No signals yetNo commit datelisted armory install security-ownership-map --cli claude
926Unrankedsecurity-reviewskill · back-endUse this skill when adding authentication, handling user input, working with secrets, creating API endpoints, or implementing payment/sensitive…No signals yetNo commit datelisted armory install security-review --cli claude
927Unrankedsecurity-scanskill · ai-agentsScan your Claude Code configuration (.claude/ directory) for security vulnerabilities, misconfigurations, and injection risks using AgentShield…No signals yetNo commit datelisted armory install security-scan --cli claude
928Unrankedsecurity-scanning-toolsskill · otherThis skill should be used when the user asks to "perform vulnerability scanning", "scan networks for open ports", "assess web application security"…No signals yetNo commit datelisted armory install security-scanning-tools --cli claude
929Unrankedsecurity-threat-modelskill · front-endRepository-grounded threat modeling that enumerates trust boundaries, assets, attacker capabilities, abuse paths, and mitigations, and writes a…No signals yetNo commit datelisted armory install security-threat-model --cli claude
930Unrankedsegment-anything-modelskill · ai-agentsFoundation model for image segmentation with zero-shot transfer. Use when you need to segment any object in images using points, boxes, or masks as…No signals yetNo commit datelisted armory install segment-anything-model --cli claude
931Unrankedsegment-cdpskill · back-endExpert patterns for Segment Customer Data Platform including Analytics.js, server-side tracking, tracking plans with Protocols, identity resolution…No signals yetNo commit datelisted armory install segment-cdp --cli claude
932Unrankedsenior-architectskill · front-endComprehensive software architecture skill for designing scalable, maintainable systems using ReactJS, NextJS, NodeJS, Express, React Native, Swift…No signals yetNo commit datelisted armory install senior-architect --cli claude
933Unrankedsenior-backendskill · back-endComprehensive backend development skill for building scalable backend systems using NodeJS, Express, Go, Python, Postgres, GraphQL, REST APIs…No signals yetNo commit datelisted armory install senior-backend --cli claude
934Unrankedsenior-computer-visionskill · devopsWorld-class computer vision skill for image/video processing, object detection, segmentation, and visual AI systems. Expertise in PyTorch, OpenCV…No signals yetNo commit datelisted armory install senior-computer-vision --cli claude
935Unrankedsenior-data-engineerskill · front-endWorld-class data engineering skill for building scalable data pipelines, ETL/ELT systems, and data infrastructure. Expertise in Python, SQL, Spark…No signals yetNo commit datelisted armory install senior-data-engineer --cli claude
936Unrankedsenior-data-scientistskill · front-endWorld-class data science skill for statistical modeling, experimentation, causal inference, and advanced analytics. Expertise in Python (NumPy…No signals yetNo commit datelisted armory install senior-data-scientist --cli claude
937Unrankedsenior-devopsskill · devopsComprehensive DevOps skill for CI/CD, infrastructure automation, containerization, and cloud platforms (AWS, GCP, Azure). Includes pipeline setup…No signals yetNo commit datelisted armory install senior-devops --cli claude
938Unrankedsenior-frontendskill · front-endComprehensive frontend development skill for building modern, performant web applications using ReactJS, NextJS, TypeScript, Tailwind CSS. Includes…No signals yetNo commit datelisted armory install senior-frontend --cli claude
939Unrankedsenior-fullstackskill · front-endComprehensive fullstack development skill for building complete web applications with React, Next.js, Node.js, GraphQL, and PostgreSQL. Includes…No signals yetNo commit datelisted armory install senior-fullstack --cli claude
940Unrankedsenior-ml-engineerskill · devopsWorld-class ML engineering skill for productionizing ML models, MLOps, and building scalable ML systems. Expertise in PyTorch, TensorFlow, model…No signals yetNo commit datelisted armory install senior-ml-engineer --cli claude
941Unrankedsenior-prompt-engineerskill · ai-agentsWorld-class prompt engineering skill for LLM optimization, prompt patterns, structured outputs, and AI product development. Expertise in Claude…No signals yetNo commit datelisted armory install senior-prompt-engineer --cli claude
942Unrankedsenior-qaskill · front-endComprehensive QA and testing skill for quality assurance, test automation, and testing strategies for ReactJS, NextJS, NodeJS applications. Includes…No signals yetNo commit datelisted armory install senior-qa --cli claude
943Unrankedsenior-secopsskill · otherComprehensive SecOps skill for application security, vulnerability management, compliance, and secure development practices. Includes security…No signals yetNo commit datelisted armory install senior-secops --cli claude
944Unrankedsenior-securityskill · front-endComprehensive security engineering skill for application security, penetration testing, security architecture, and compliance auditing. Includes…No signals yetNo commit datelisted armory install senior-security --cli claude
945Unrankedsentence-transformersskill · searchFramework for state-of-the-art sentence, text, and image embeddings. Provides 5000+ pre-trained models for semantic similarity, clustering, and…No signals yetNo commit datelisted armory install sentence-transformers --cli claude
946Unrankedsentencepieceskill · ai-agentsLanguage-independent tokenizer treating text as raw Unicode. Supports BPE and Unigram algorithms. Fast (50k sentences/sec), lightweight (6MB memory)…No signals yetNo commit datelisted armory install sentencepiece --cli claude
947Unrankedseoskill · searchAudit, plan, and implement SEO improvements across technical SEO, on-page optimization, structured data, Core Web Vitals, and content strategy. Use…No signals yetNo commit datelisted armory install seo --cli claude
948Unrankedseo-auditskill · otherWhen 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 yetNo commit datelisted armory install seo-audit --cli claude
949Unrankedseo-fundamentalsskill · otherSEO fundamentals, E-E-A-T, Core Web Vitals, and Google algorithm principles.No signals yetNo commit datelisted armory install seo-fundamentals --cli claude
950Unrankedseo-optimizerskill · searchSearch Engine Optimization specialist for content strategy, technical SEO, keyword research, and ranking improvements. Use when optimizing website…No signals yetNo commit datelisted armory install seo-optimizer --cli claude
951Unrankedserver-managementskill · back-endServer management principles and decision-making. Process management, monitoring strategy, and scaling decisions. Teaches thinking, not commands.No signals yetNo commit datelisted armory install server-management --cli claude
952Unrankedserving-llms-vllmskill · ai-agentsServes LLMs with high throughput using vLLM's PagedAttention and continuous batching. Use when deploying production LLM APIs, optimizing inference…No signals yetNo commit datelisted armory install serving-llms-vllm --cli claude
953Unrankedsession-handoffskill · ai-agentsCreates comprehensive handoff documents for seamless AI agent session transfers. Triggered when: (1) user requests handoff/memory/context save, (2)…No signals yetNo commit datelisted armory install session-handoff --cli claude
954Unrankedsglangskill · ai-agentsFast structured generation and serving for LLMs with RadixAttention prefix caching. Use for JSON/regex outputs, constrained decoding, agentic…No signals yetNo commit datelisted armory install sglang --cli claude
955Unrankedshadcnskill · front-endManages shadcn/ui components and projects, providing context, documentation, and usage patterns for building modern design systems.No signals yetNo commit datelisted armory install shadcn --cli claude
956Unrankedshapskill · otherModel interpretability and explainability using SHAP (SHapley Additive exPlanations). Use this skill when explaining machine learning model…No signals yetNo commit datelisted armory install shap --cli claude
957Unrankedship-learn-nextskill · otherTransform learning content (like YouTube transcripts, articles, tutorials) into actionable implementation plans using the Ship-Learn-Next framework…No signals yetNo commit datelisted armory install ship-learn-next --cli claude
958Unrankedshodan-reconnaissance-and-pentestingskill · back-endThis skill should be used when the user asks to "search for exposed devices on the internet," "perform Shodan reconnaissance," "find vulnerable…No signals yetNo commit datelisted armory install shodan-reconnaissance-and-pentesting --cli claude
959Unrankedshopify-appsskill · front-endExpert patterns for Shopify app development including Remix/React Router apps, embedded apps with App Bridge, webhook handling, GraphQL Admin API…No signals yetNo commit datelisted armory install shopify-apps --cli claude
960Unrankedshopify-developmentskill · other|No signals yetNo commit datelisted armory install shopify-development --cli claude
961Unrankedsignup-flow-croskill · otherWhen the user wants to optimize signup, registration, account creation, or trial activation flows. Also use when the user mentions "signup…No signals yetNo commit datelisted armory install signup-flow-cro --cli claude
962Unrankedsimpo-trainingskill · ai-agentsSimple Preference Optimization for LLM alignment. Reference-free alternative to DPO with better performance (+6.4 points on AlpacaEval 2.0). No…No signals yetNo commit datelisted armory install simpo-training --cli claude
963Unrankedsimpyskill · observabilityProcess-based discrete-event simulation framework in Python. Use this skill when building simulations of systems with processes, queues, resources…No signals yetNo commit datelisted armory install simpy --cli claude
964Unrankedskill-complyskill · ai-agentsVisualize whether skills, rules, and agent definitions are actually followed — auto-generates scenarios at 3 prompt strictness levels, runs agents…No signals yetNo commit datelisted armory install skill-comply --cli claude
965Unrankedskill-creation-guideskill · ai-agentsGuide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends…No signals yetNo commit datelisted armory install skill-creation-guide --cli claude
966Unrankedskill-creator-2skill · otherCreate 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 yetNo commit datelisted armory install skill-creator-2 --cli claude
967Unrankedskill-creator-3skill · otherCreate 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 yetNo commit datelisted armory install skill-creator-3 --cli claude
968Unrankedskill-developerskill · ai-agentsCreate and manage Claude Code skills following Anthropic best practices. Use when creating new skills, modifying skill-rules.json, understanding…No signals yetNo commit datelisted armory install skill-developer --cli claude
969Unrankedskill-installerskill · github-vcsInstall Codex skills into $CODEX_HOME/skills from a curated list or a GitHub repo path. Use when a user asks to list installable skills, install a…No signals yetNo commit datelisted armory install skill-installer --cli claude
970Unrankedskill-judgeskill · front-endEvaluate Agent Skill design quality against official specifications and best practices. Use when reviewing, auditing, or improving SKILL.md files and…No signals yetNo commit datelisted armory install skill-judge --cli claude
971Unrankedskill-scoutskill · searchSearch existing local, marketplace, GitHub, and web skill sources before creating a new skill. Use when the user wants to create, build, fork, or find…No signals yetNo commit datelisted armory install skill-scout --cli claude
972Unrankedskill-shareskill · commsA skill that creates new Claude skills and automatically shares them on Slack using Rube for seamless team collaboration and skill discovery.No signals yetNo commit datelisted armory install skill-share --cli claude
973Unrankedskill-stocktakeskill · ai-agents"Use when auditing Claude skills and commands for quality. Supports Quick Scan (changed skills only) and Full Stocktake modes with sequential subagent…No signals yetNo commit datelisted armory install skill-stocktake --cli claude
974Unrankedskypilot-multi-cloud-orchestrationskill · devopsMulti-cloud orchestration for ML workloads with automatic cost optimization. Use when you need to run training or batch jobs across multiple clouds…No signals yetNo commit datelisted armory install skypilot-multi-cloud-orchestration --cli claude
975Unrankedslack-automationskill · front-endAutomate Slack workspace operations including messaging, search, channel management, and reaction workflows through Composio's Slack toolkit.No signals yetNo commit datelisted armory install slack-automation --cli claude
976Unrankedslack-bot-builderskill · authBuild Slack apps using the Bolt framework across Python, JavaScript, and Java. Covers Block Kit for rich UIs, interactive components, slash commands…No signals yetNo commit datelisted armory install slack-bot-builder --cli claude
977Unrankedslack-gif-creatorskill · front-endKnowledge and utilities for creating animated GIFs optimized for Slack. Provides constraints, validation tools, and animation concepts. Use when users…No signals yetNo commit datelisted armory install slack-gif-creator --cli claude
978Unrankedslack-gif-creator-2skill · front-endKnowledge and utilities for creating animated GIFs optimized for Slack. Provides constraints, validation tools, and animation concepts. Use when users…No signals yetNo commit datelisted armory install slack-gif-creator-2 --cli claude
979Unrankedslime-rl-trainingskill · ai-agentsProvides guidance for LLM post-training with RL using slime, a Megatron+SGLang framework. Use when training GLM models, implementing custom data…No signals yetNo commit datelisted armory install slime-rl-training --cli claude
980Unrankedsmtp-penetration-testingskill · back-endThis skill should be used when the user asks to "perform SMTP penetration testing", "enumerate email users", "test for open mail relays", "grab SMTP…No signals yetNo commit datelisted armory install smtp-penetration-testing --cli claude
981Unrankedsocial-contentskill · otherWhen the user wants help creating, scheduling, or optimizing social media content for LinkedIn, Twitter/X, Instagram, TikTok, Facebook, or other…No signals yetNo commit datelisted armory install social-content --cli claude
982Unrankedsocial-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
983Unrankedsocial-publisherskill · commsAgent-driven scheduling and publishing of social media posts across 13 platforms via SocialClaw. Use when the user wants to publish to X, LinkedIn…No signals yetNo commit datelisted armory install social-publisher --cli claude
984Unrankedsoftware-architectureskill · front-endGuide for quality focused software architecture. This skill should be used when users want to write code, design architecture, analyze code, in any…No signals yetNo commit datelisted armory install software-architecture --cli claude
985Unrankedsoraskill · back-endUse when the user asks to generate, remix, poll, list, download, or delete Sora videos via OpenAI\u2019s video API using the bundled CLI…No signals yetNo commit datelisted armory install sora --cli claude
986Unrankedsparse-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
987Unrankedspeculative-decodingskill · devopsAccelerate LLM inference using speculative decoding, Medusa multiple heads, and lookahead decoding techniques. Use when optimizing inference speed…No signals yetNo commit datelisted armory install speculative-decoding --cli claude
988Unrankedspeechskill · ai-agentsUse when the user asks for text-to-speech narration or voiceover, accessibility reads, audio prompts, or batch speech generation via the OpenAI Audio…No signals yetNo commit datelisted armory install speech --cli claude
989Unrankedspreadsheetskill · 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
990Unrankedspringboot-patternsskill · back-endSpring Boot architecture patterns, REST API design, layered services, data access, caching, async processing, and logging. Use for Java Spring Boot…No signals yetNo commit datelisted armory install springboot-patterns --cli claude
991Unrankedspringboot-securityskill · authSpring Security best practices for authn/authz, validation, CSRF, secrets, headers, rate limiting, and dependency security in Java Spring Boot…No signals yetNo commit datelisted armory install springboot-security --cli claude
992Unrankedspringboot-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
993Unrankedspringboot-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
994Unrankedsql-injection-testingskill · databaseThis skill should be used when the user asks to "test for SQL injection vulnerabilities", "perform SQLi attacks", "bypass authentication using SQL…No signals yetNo commit datelisted armory install sql-injection-testing --cli claude
995Unrankedsql-pro-2skill · databaseMaster modern SQL with cloud-native databases, OLTP/OLAP optimization, and advanced query techniques. Expert in performance tuning, data modeling, and…No signals yetNo commit datelisted armory install sql-pro-2 --cli claude
996Unrankedsqlmap-database-penetration-testingskill · databaseThis skill should be used when the user asks to "automate SQL injection testing," "enumerate database structure," "extract database credentials using…No signals yetNo commit datelisted armory install sqlmap-database-penetration-testing --cli claude
997Unrankedssh-penetration-testingskill · authThis skill should be used when the user asks to "pentest SSH services", "enumerate SSH configurations", "brute force SSH credentials", "exploit SSH…No signals yetNo commit datelisted armory install ssh-penetration-testing --cli claude
998Unrankedstable-baselines3skill · front-endUse this skill for reinforcement learning tasks including training RL agents (PPO, SAC, DQN, TD3, DDPG, A2C, etc.), creating custom Gym environments…No signals yetNo commit datelisted armory install stable-baselines3 --cli claude
999Unrankedstable-diffusion-image-generationskill · ai-agentsState-of-the-art text-to-image generation with Stable Diffusion models via HuggingFace Diffusers. Use when generating images from text prompts…No signals yetNo commit datelisted armory install stable-diffusion-image-generation --cli claude
1000Unrankedstatistical-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

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