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

RankScoreComponentDescriptionEvidenceLast commitInstall
401Unrankedfrontend-dev-guidelinesskill · front-endFrontend development guidelines for React/TypeScript applications. Modern patterns including Suspense, lazy loading, useSuspenseQuery, file…No signals yetNo commit datelisted armory install frontend-dev-guidelines --cli claude
402Unrankedfrontend-patternsskill · front-endFrontend development patterns for React, Next.js, state management, performance optimization, and UI best practices.No signals yetNo commit datelisted armory install frontend-patterns --cli claude
403Unrankedfrontend-slidesskill · front-endCreate stunning, animation-rich HTML presentations from scratch or by converting PowerPoint files. Use when the user wants to build a presentation…No signals yetNo commit datelisted armory install frontend-slides --cli claude
404Unrankedfrontend-to-backend-requirementsskill · back-endDocument frontend data needs for backend developers. Use when frontend needs to communicate API requirements to backend, or user says 'backend…No signals yetNo commit datelisted armory install frontend-to-backend-requirements --cli claude
405Unrankedfsharp-testingskill · otherF# testing patterns with xUnit, FsUnit, Unquote, FsCheck property-based testing, integration tests, and test organization best practices.No signals yetNo commit datelisted armory install fsharp-testing --cli claude
406Unrankedgame-artskill · front-endGame art principles. Visual style selection, asset pipeline, animation workflow.No signals yetNo commit datelisted armory install game-art --cli claude
407Unrankedgame-audioskill · front-endGame audio principles. Sound design, music integration, adaptive audio systems.No signals yetNo commit datelisted armory install game-audio --cli claude
408Unrankedgame-changing-featuresskill · otherFind 10x product opportunities and high-leverage improvements. Use when user wants strategic product thinking, mentions '10x', wants to find…No signals yetNo commit datelisted armory install game-changing-features --cli claude
409Unrankedgame-designskill · front-endGame design principles. GDD structure, balancing, player psychology, progression.No signals yetNo commit datelisted armory install game-design --cli claude
410Unrankedgame-developmentskill · ai-agentsGame development orchestrator. Routes to platform-specific skills based on project needs.No signals yetNo commit datelisted armory install game-development --cli claude
411Unrankedgan-style-harnessskill · ai-agents"GAN-inspired Generator-Evaluator agent harness for building high-quality applications autonomously. Based on Anthropic's March 2026 harness design…No signals yetNo commit datelisted armory install gan-style-harness --cli claude
412Unrankedgateguardskill · ai-agentsFact-forcing gate that blocks Edit/Write/Bash (including MultiEdit) and demands concrete investigation (importers, data schemas, user instruction)…No signals yetNo commit datelisted armory install gateguard --cli claude
413Unrankedgccskill · ai-agentsGit Context Controller (GCC) - Manages agent memory as a versioned file system under .GCC/. This skill should be used when working on multi-step…No signals yetNo commit datelisted armory install gcc --cli claude
414Unrankedgcp-cloud-runskill · back-endSpecialized skill for building production-ready serverless applications on GCP. Covers Cloud Run services (containerized), Cloud Run Functions…No signals yetNo commit datelisted armory install gcp-cloud-run --cli claude
415Unrankedgdpr-dsgvo-expertskill · otherSenior GDPR/DSGVO expert and internal/external auditor for data protection compliance. Provides EU GDPR and German DSGVO expertise, privacy impact…No signals yetNo commit datelisted armory install gdpr-dsgvo-expert --cli claude
416Unrankedgeminiskill · otherUse when the user asks to run Gemini CLI for code review, plan review, or big context (>200k) processing. Ideal for comprehensive analysis requiring…No signals yetNo commit datelisted armory install gemini --cli claude
417Unrankedgemini-api-agent-platformskill · back-endGuides the usage of the Gemini API on Agent Platform with the Google Gen AI SDK for enterprise AI applications. Covers SDK usage (Python, JS/TS, Go…No signals yetNo commit datelisted armory install gemini-api-agent-platform --cli claude
418Unrankedgene-databaseskill · back-endQuery NCBI Gene via E-utilities/Datasets API. Search by symbol/ID, retrieve gene info (RefSeqs, GO, locations, phenotypes), batch lookups, for gene…No signals yetNo commit datelisted armory install gene-database --cli claude
419Unrankedgenerate-imageskill · otherGenerate or edit images using AI models (FLUX, Gemini). Use for general-purpose image generation including photos, illustrations, artwork, visual…No signals yetNo commit datelisted armory install generate-image --cli claude
420Unrankedgenimlskill · databaseThis skill should be used when working with genomic interval data (BED files) for machine learning tasks. Use for training region embeddings…No signals yetNo commit datelisted armory install geniml --cli claude
421Unrankedgeo-databaseskill · back-endAccess NCBI GEO for gene expression/genomics data. Search/download microarray and RNA-seq datasets (GSE, GSM, GPL), retrieve SOFT/Matrix files, for…No signals yetNo commit datelisted armory install geo-database --cli claude
422Unrankedgeo-fundamentalsskill · searchGenerative Engine Optimization for AI search engines (ChatGPT, Claude, Perplexity).No signals yetNo commit datelisted armory install geo-fundamentals --cli claude
423Unrankedgeopandasskill · databasePython library for working with geospatial vector data including shapefiles, GeoJSON, and GeoPackage files. Use when working with geographic data for…No signals yetNo commit datelisted armory install geopandas --cli claude
424Unrankedgepettoskill · ai-agentsCreates detailed, sectionized implementation plans through research, stakeholder interviews, and multi-LLM review. Use when planning features that…No signals yetNo commit datelisted armory install gepetto --cli claude
425Unrankedget-available-resourcesskill · ai-agentsThis skill should be used at the start of any computationally intensive scientific task to detect and report available system resources (CPU cores…No signals yetNo commit datelisted armory install get-available-resources --cli claude
426Unrankedggetskill · databasegget CLI and Python workflow for quick genomic database queries, sequence lookup, BLAST-style searches, enrichment checks, and reproducible…No signals yetNo commit datelisted armory install gget --cli claude
427Unrankedgguf-quantizationskill · devopsGGUF format and llama.cpp quantization for efficient CPU/GPU inference. Use when deploying models on consumer hardware, Apple Silicon, or when needing…No signals yetNo commit datelisted armory install gguf-quantization --cli claude
428Unrankedgh-address-commentsskill · authHelp address review/issue comments on the open GitHub PR for the current branch using gh CLI; verify gh auth first and prompt the user to authenticate…No signals yetNo commit datelisted armory install gh-address-comments --cli claude
429Unrankedgh-fix-ciskill · github-vcsInspect GitHub PR checks with gh, pull failing GitHub Actions logs, summarize failure context, then create a fix plan and implement after user…No signals yetNo commit datelisted armory install gh-fix-ci --cli claude
430Unrankedgit-commit-helperskill · github-vcsGenerate descriptive commit messages by analyzing git diffs. Use when the user asks for help writing commit messages or reviewing staged changes.No signals yetNo commit datelisted armory install git-commit-helper --cli claude
431Unrankedgit-pushingskill · github-vcsStage, commit, and push git changes with conventional commit messages. Use when user wants to commit and push changes, mentions pushing to remote, or…No signals yetNo commit datelisted armory install git-pushing --cli claude
432Unrankedgit-workflowskill · github-vcsGit workflow patterns including branching strategies, commit conventions, merge vs rebase, conflict resolution, and collaborative development best…No signals yetNo commit datelisted armory install git-workflow --cli claude
433Unrankedgithub-actions-creatorskill · devopsUse when the user wants to create, generate, or set up a GitHub Actions workflow. Handles CI/CD pipelines, testing, deployment, linting, security…No signals yetNo commit datelisted armory install github-actions-creator --cli claude
434Unrankedgithub-actions-templatesskill · devopsProduction-ready GitHub Actions workflow patterns for testing, building, and deploying applications.No signals yetNo commit datelisted armory install github-actions-templates --cli claude
435Unrankedgithub-automationskill · github-vcsAutomate GitHub repositories, issues, pull requests, branches, CI/CD, and permissions via Rube MCP (Composio). Manage code workflows, review PRs…No signals yetNo commit datelisted armory install github-automation --cli claude
436Unrankedgithub-opsskill · github-vcsGitHub repository operations, automation, and management. Issue triage, PR management, CI/CD operations, release management, and security monitoring…No signals yetNo commit datelisted armory install github-ops --cli claude
437Unrankedgithub-workflow-automationskill · github-vcsAutomate GitHub workflows with AI assistance. Includes PR reviews, issue triage, CI/CD integration, and Git operations. Use when automating GitHub…No signals yetNo commit datelisted armory install github-workflow-automation --cli claude
438Unrankedgithub-workflow-automation-2skill · github-vcsAutomate GitHub workflows with AI assistance. Includes PR reviews, issue triage, CI/CD integration, and Git operations. Use when automating GitHub…No signals yetNo commit datelisted armory install github-workflow-automation-2 --cli claude
439Unrankedgitops-workflowskill · devopsComplete guide to implementing GitOps workflows with ArgoCD and Flux for automated Kubernetes deployments.No signals yetNo commit datelisted armory install gitops-workflow --cli claude
440Unrankedgke-basicsskill · devopsPlans, creates, and configures production-ready Google Kubernetes Engine (GKE) clusters using the golden path Autopilot configuration. Covers…No signals yetNo commit datelisted armory install gke-basics --cli claude
441Unrankedgmod-addon-makerskill · other|No signals yetNo commit datelisted armory install gmod-addon-maker --cli claude
442Unrankedgolang-patternsskill · otherIdiomatic Go patterns, best practices, and conventions for building robust, efficient, and maintainable Go applications.No signals yetNo commit datelisted armory install golang-patterns --cli claude
443Unrankedgolang-pro-2skill · back-endMaster Go 1.21+ with modern patterns, advanced concurrency, performance optimization, and production-ready microservices.No signals yetNo commit datelisted armory install golang-pro-2 --cli claude
444Unrankedgolang-testingskill · otherGo testing patterns including table-driven tests, subtests, benchmarks, fuzzing, and test coverage. Follows TDD methodology with idiomatic Go…No signals yetNo commit datelisted armory install golang-testing --cli claude
445Unrankedgoogle-analyticsskill · observabilityAnalyze Google Analytics data, review website performance metrics, identify traffic patterns, and suggest data-driven improvements. Use when the user…No signals yetNo commit datelisted armory install google-analytics --cli claude
446Unrankedgoogle-cloud-authskill · authProvides expert guidance on authenticating and authorizing to Google Cloud services and APIs, covering human users, service identities, Application…No signals yetNo commit datelisted armory install google-cloud-auth --cli claude
447Unrankedgoogle-cloud-networking-observabilityskill · observabilityInvestigates Google Cloud networking issues by analyzing logs, metrics, and diagnostics. Use when investigating VPC Flow Logs, NAT, firewall, or…No signals yetNo commit datelisted armory install google-cloud-networking-observability --cli claude
448Unrankedgoogle-cloud-onboardingskill · paymentsGuides developers through their first steps on Google Cloud, covering account creation, billing setup, project management, CLI installation, and…No signals yetNo commit datelisted armory install google-cloud-onboarding --cli claude
449Unrankedgoogle-cloud-waf-cost-optimizationskill · otherGenerates cost optimization guidance for Google Cloud workloads based on the Google Cloud Well-Architected Framework (WAF). Use to evaluate a…No signals yetNo commit datelisted armory install google-cloud-waf-cost-optimization --cli claude
450Unrankedgoogle-cloud-waf-reliabilityskill · otherGenerates reliability-focused guidance for Google Cloud workloads based on the Google Cloud Well-Architected Framework. Use to evaluate a workload…No signals yetNo commit datelisted armory install google-cloud-waf-reliability --cli claude
451Unrankedgoogle-cloud-waf-securityskill · otherGenerates security-focused guidance for Google Cloud workloads based on the Google Cloud Well-Architected Framework (WAF). Use to evaluate a workload…No signals yetNo commit datelisted armory install google-cloud-waf-security --cli claude
452Unrankedgoogle-workspace-opsskill · otherOperate across Google Drive, Docs, Sheets, and Slides as one workflow surface for plans, trackers, decks, and shared documents. Use when the user…No signals yetNo commit datelisted armory install google-workspace-ops --cli claude
453Unrankedgptqskill · ai-agentsPost-training 4-bit quantization for LLMs with minimal accuracy loss. Use for deploying large models (70B, 405B) on consumer GPUs, when you need 4×…No signals yetNo commit datelisted armory install gptq --cli claude
454Unrankedgrafana-dashboardsskill · observabilityCreate and manage production-ready Grafana dashboards for comprehensive system observability.No signals yetNo commit datelisted armory install grafana-dashboards --cli claude
455Unrankedgraph-queryskill · front-endQuery the code graph database to understand component relationships, dependencies, and change impact. Use when the user asks to "find callers", "check…No signals yetNo commit datelisted armory install graph-query --cli claude
456Unrankedgraphqlskill · back-endGraphQL gives clients exactly the data they need - no more, no less. One endpoint, typed schema, introspection. But the flexibility that makes it…No signals yetNo commit datelisted armory install graphql --cli claude
457Unrankedgraphql-architect-2skill · front-endMaster modern GraphQL with federation, performance optimization, and enterprise security. Build scalable schemas, implement advanced caching, and…No signals yetNo commit datelisted armory install graphql-architect-2 --cli claude
458Unrankedgrpo-rl-trainingskill · otherExpert guidance for GRPO/RL fine-tuning with TRL for reasoning and task-specific model trainingNo signals yetNo commit datelisted armory install grpo-rl-training --cli claude
459Unrankedgtarsskill · otherHigh-performance toolkit for genomic interval analysis in Rust with Python bindings. Use when working with genomic regions, BED files, coverage…No signals yetNo commit datelisted armory install gtars --cli claude
460Unrankedguidanceskill · ai-agentsControl LLM output with regex and grammars, guarantee valid JSON/XML/code generation, enforce structured formats, and build multi-step workflows with…No signals yetNo commit datelisted armory install guidance --cli claude
461Unrankedgwas-databaseskill · databaseQuery NHGRI-EBI GWAS Catalog for SNP-trait associations. Search variants by rs ID, disease/trait, gene, retrieve p-values and summary statistics, for…No signals yetNo commit datelisted armory install gwas-database --cli claude
462Unrankedharness-guideskill · ai-agentsGuide users through ECC's current agents, skills, commands, hooks, rules, install profiles, and project onboarding by reading the live repository…No signals yetNo commit datelisted armory install harness-guide --cli claude
463Unrankedhaskell-proskill · otherExpert Haskell engineer specializing in advanced type systems, pureNo signals yetNo commit datelisted armory install haskell-pro --cli claude
464Unrankedhealthcare-cdss-patternsskill · otherClinical Decision Support System (CDSS) development patterns. Drug interaction checking, dose validation, clinical scoring (NEWS2, qSOFA), alert…No signals yetNo commit datelisted armory install healthcare-cdss-patterns --cli claude
465Unrankedhealthcare-emr-patternsskill · front-endEMR/EHR development patterns for healthcare applications. Clinical safety, encounter workflows, prescription generation, clinical decision support…No signals yetNo commit datelisted armory install healthcare-emr-patterns --cli claude
466Unrankedhealthcare-eval-harnessskill · devopsPatient safety evaluation harness for healthcare application deployments. Automated test suites for CDSS accuracy, PHI exposure, clinical workflow…No signals yetNo commit datelisted armory install healthcare-eval-harness --cli claude
467Unrankedhealthcare-phi-complianceskill · databaseProtected Health Information (PHI) and Personally Identifiable Information (PII) compliance patterns for healthcare applications. Covers data…No signals yetNo commit datelisted armory install healthcare-phi-compliance --cli claude
468Unrankedhelm-chart-scaffoldingskill · devopsComprehensive guidance for creating, organizing, and managing Helm charts for packaging and deploying Kubernetes applications.No signals yetNo commit datelisted armory install helm-chart-scaffolding --cli claude
469Unrankedhermes-importsskill · authConvert local Hermes operator workflows into sanitized ECC skills and release-pack artifacts. Use when preparing a Hermes workflow for public ECC…No signals yetNo commit datelisted armory install hermes-imports --cli claude
470Unrankedhexagonal-architectureskill · front-endDesign, implement, and refactor Ports & Adapters systems with clear domain boundaries, dependency inversion, and testable use-case orchestration…No signals yetNo commit datelisted armory install hexagonal-architecture --cli claude
471Unrankedheygen-best-practicesskill · back-endBest practices for HeyGen - AI avatar video creation APINo signals yetNo commit datelisted armory install heygen-best-practices --cli claude
472Unrankedhipaa-complianceskill · otherHIPAA-specific entrypoint for healthcare privacy and security work. Use when a task is explicitly framed around HIPAA, PHI handling, covered entities…No signals yetNo commit datelisted armory install hipaa-compliance --cli claude
473Unrankedhistolabskill · otherDigital pathology image processing toolkit for whole slide images (WSI). Use this skill when working with histopathology slides, processing H&E or IHC…No signals yetNo commit datelisted armory install histolab --cli claude
474Unrankedhmdb-databaseskill · databaseAccess Human Metabolome Database (220K+ metabolites). Search by name/ID/structure, retrieve chemical properties, biomarker data, NMR/MS spectra…No signals yetNo commit datelisted armory install hmdb-database --cli claude
475Unrankedhomelab-network-readinessskill · otherReadiness checklist for homelab VLAN segmentation, local DNS filtering, and WireGuard-style remote access before changing router, firewall, DHCP, or…No signals yetNo commit datelisted armory install homelab-network-readiness --cli claude
476Unrankedhomelab-network-setupskill · otherPractical home and homelab network planning for gateways, switches, access points, IP ranges, DHCP reservations, DNS, cabling, and common beginner…No signals yetNo commit datelisted armory install homelab-network-setup --cli claude
477Unrankedhomelab-pihole-dnsskill · otherPi-hole installation, blocklist management, DNS-over-HTTPS setup, DHCP integration, local DNS records, and troubleshooting broken DNS resolution on a…No signals yetNo commit datelisted armory install homelab-pihole-dns --cli claude
478Unrankedhomelab-vlan-segmentationskill · back-endSegmenting home networks into VLANs for IoT, guest, trusted, and server traffic using UniFi, pfSense/OPNsense, and MikroTik — including switch trunk…No signals yetNo commit datelisted armory install homelab-vlan-segmentation --cli claude
479Unrankedhomelab-wireguard-vpnskill · back-endWireGuard VPN server setup, peer configuration, key generation, split tunneling vs full tunnel routing, and remote access to a home network from…No signals yetNo commit datelisted armory install homelab-wireguard-vpn --cli claude
480Unrankedhonoskill · back-endBuild ultra-fast web APIs and full-stack apps with Hono — runs on Cloudflare Workers, Deno, Bun, Node.js, and any WinterCG-compatible runtime.No signals yetNo commit datelisted armory install hono --cli claude
481Unrankedhook-developmentskill · ai-agentsThis skill should be used when the user asks to "create a hook", "add a PreToolUse/PostToolUse/Stop hook", "validate tool use", "implement…No signals yetNo commit datelisted armory install hook-development --cli claude
482Unrankedhookify-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 guidance on…No signals yetNo commit datelisted armory install hookify-rules --cli claude
483Unrankedhqq-quantizationskill · devopsHalf-Quadratic Quantization for LLMs without calibration data. Use when quantizing models to 4/3/2-bit precision without needing calibration datasets…No signals yetNo commit datelisted armory install hqq-quantization --cli claude
484Unrankedhtml-injection-testingskill · otherThis skill should be used when the user asks to "test for HTML injection", "inject HTML into web pages", "perform HTML injection attacks", "deface web…No signals yetNo commit datelisted armory install html-injection-testing --cli claude
485Unrankedhubspot-integrationskill · authExpert patterns for HubSpot CRM integration including OAuth authentication, CRM objects, associations, batch operations, webhooks, and custom objects…No signals yetNo commit datelisted armory install hubspot-integration --cli claude
486Unrankedhuggingface-accelerateskill · back-endSimplest distributed training API. 4 lines to add distributed support to any PyTorch script. Unified API for DeepSpeed/FSDP/Megatron/DDP. Automatic…No signals yetNo commit datelisted armory install huggingface-accelerate --cli claude
487Unrankedhuggingface-tokenizersskill · otherFast tokenizers optimized for research and production. Rust-based implementation tokenizes 1GB in <20 seconds. Supports BPE, WordPiece, and Unigram…No signals yetNo commit datelisted armory install huggingface-tokenizers --cli claude
488Unrankedhumanizerskill · other|No signals yetNo commit datelisted armory install humanizer --cli claude
489Unrankedhypogenicskill · otherAutomated hypothesis generation and testing using large language models. Use this skill when generating scientific hypotheses from datasets, combining…No signals yetNo commit datelisted armory install hypogenic --cli claude
490Unrankedhypothesis-generationskill · front-endGenerate testable hypotheses. Formulate from observations, design experiments, explore competing explanations, develop predictions, propose…No signals yetNo commit datelisted armory install hypothesis-generation --cli claude
491Unrankedi18n-localizationskill · otherInternationalization and localization patterns. Detecting hardcoded strings, managing translations, locale files, RTL support.No signals yetNo commit datelisted armory install i18n-localization --cli claude
492Unrankedidor-vulnerability-testingskill · authThis skill should be used when the user asks to "test for insecure direct object references," "find IDOR vulnerabilities," "exploit broken access…No signals yetNo commit datelisted armory install idor-vulnerability-testing --cli claude
493Unrankedimage-enhancerskill · browserImproves the quality of images, especially screenshots, by enhancing resolution, sharpness, and clarity. Perfect for preparing images for…No signals yetNo commit datelisted armory install image-enhancer --cli claude
494Unrankedimagegenskill · back-endUse when the user asks to generate or edit images via the OpenAI Image API (for example: generate image, edit/inpaint/mask, background removal or…No signals yetNo commit datelisted armory install imagegen --cli claude
495Unrankedimplementing-llms-litgptskill · ai-agentsImplements and trains LLMs using Lightning AI's LitGPT with 20+ pretrained architectures (Llama, Gemma, Phi, Qwen, Mistral). Use when need clean model…No signals yetNo commit datelisted armory install implementing-llms-litgpt --cli claude
496Unrankedincident-responder-3skill · observabilityExpert SRE incident responder specializing in rapid problem resolution, modern observability, and comprehensive incident management.No signals yetNo commit datelisted armory install incident-responder-3 --cli claude
497Unrankedinformation-security-manager-iso27001skill · front-endSenior Information Security Manager specializing in ISO 27001 and ISO 27002 implementation for HealthTech and MedTech companies. Provides ISMS…No signals yetNo commit datelisted armory install information-security-manager-iso27001 --cli claude
498Unrankedinngestskill · back-endInngest expert for serverless-first background jobs, event-driven workflows, and durable execution without managing queues or workers. Use when…No signals yetNo commit datelisted armory install inngest --cli claude
499Unrankedinstructorskill · ai-agentsExtract structured data from LLM responses with Pydantic validation, retry failed extractions automatically, parse complex JSON with type safety, and…No signals yetNo commit datelisted armory install instructor --cli claude
500Unrankedinteractive-portfolioskill · front-endExpert in building portfolios that actually land jobs and clients - not just showing work, but creating memorable experiences. Covers developer…No signals yetNo commit datelisted armory install interactive-portfolio --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