Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 901 | Unranked | javascript-testing-patternsskill · other | Comprehensive guide for implementing robust testing strategies in JavaScript/TypeScript applications using modern testing frameworks and best… | No signals yet | No commit datelisted | armory install javascript-testing-patterns --cli claude |
| 902 | Unranked | jupytermcp · back-end | Model Context Protocol server for Jupyter notebooks. Execute code, manage notebooks, and interact with Jupyter kernels directly from Claude. | No signals yet | No commit datelisted | No one-command install · Source |
| 903 | Unranked | just-mcpmcp · ai-agents | Execute Just commands and task runners seamlessly from Claude Code. Manage project tasks, run build scripts, and automate development workflows with… | No signals yet | No commit datelisted | No one-command install · Source |
| 904 | Unranked | k6-load-testingskill · back-end | Comprehensive k6 load testing skill for API, browser, and scalability testing. Write realistic load scenarios, analyze results, and integrate with… | No signals yet | No commit datelisted | armory install k6-load-testing --cli claude |
| 905 | Unranked | kotlin-buildworkflow · ai-agents | Fix Kotlin/Gradle build errors, compiler warnings, and dependency issues incrementally. Invokes the kotlin-build-resolver agent for minimal, surgical… | No signals yet | No commit datelisted | armory install kotlin-build --cli claude |
| 906 | Unranked | kotlin-build-resolversubagent · ai-agents | Kotlin/Gradle build, compilation, and dependency error resolution specialist. Fixes build errors, Kotlin compiler errors, and Gradle issues with… | No signals yet | No commit datelisted | armory install kotlin-build-resolver --cli claude |
| 907 | Unranked | kotlin-reviewersubagent · ai-agents | Kotlin and Android/KMP code reviewer. Reviews Kotlin code for idiomatic patterns, coroutine safety, Compose best practices, clean architecture… | No signals yet | No commit datelisted | armory install kotlin-reviewer --cli claude |
| 908 | Unranked | leetcodemcp · back-end | A Model Context Protocol (MCP) server for LeetCode that enables AI assistants to access LeetCode problems, user information, and contest data. | No signals yet | No commit datelisted | No one-command install · Source |
| 909 | Unranked | logfiremcp · observability | Provides access to OpenTelemetry traces and metrics through Logfire. | No signals yet | No commit datelisted | No one-command install · Source |
| 910 | Unranked | mcp-cdp-scrapermcp · browser | Enables AI agents to scrape web pages, fill forms, take screenshots, and extract structured data via Chrome DevTools Protocol with zero external… | No signals yet | No commit datelisted | No one-command install · Source |
| 911 | Unranked | mcp-devtoolsmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 912 | Unranked | mcp-nodejs-debuggermcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 913 | Unranked | mcp-server-boxmcp · back-end | The Box MCP Server is a Python project that integrates with the Box API to perform various operations such as file search, text extraction, AI-based… | No signals yet | No commit datelisted | No one-command install · Source |
| 914 | Unranked | memlume-mcp-servermcp · ai-agents | Memlume is a local, structured-memory MCP server that records immutable events, stores scoped memories, enables full-text search, and resolves context… | No signals yet | No commit datelisted | No one-command install · Source |
| 915 | Unranked | mermaidmcp · other | Generate Mermaid diagrams and charts dynamically with AI. Create flowcharts, sequence diagrams, class diagrams, and more via MCP. | No signals yet | No commit datelisted | No one-command install · Source |
| 916 | Unranked | microsoft-clarity-mcp-servermcp · back-end | { | No signals yet | No commit datelisted | No one-command install · Source |
| 917 | Unranked | mlops-engineersubagent · devops | Use this agent when you need to design and implement ML infrastructure, set up CI/CD for machine learning models, establish model versioning systems… | No signals yet | No commit datelisted | armory install mlops-engineer --cli claude |
| 918 | Unranked | motion-studiomcp · front-end | Integrates CSS spring generation and Motion documentation resources directly into code editors for AI-enhanced animation development workflows. | No signals yet | No commit datelisted | No one-command install · Source |
| 919 | Unranked | multi-agent-reviewworkflow · ai-agents | Multi-Agent Code Review Orchestration Tool | No signals yet | No commit datelisted | armory install multi-agent-review --cli claude |
| 920 | Unranked | multi-agent-review-2workflow · ai-agents | Multi-Agent Code Review Orchestration Tool | No signals yet | No commit datelisted | armory install multi-agent-review-2 --cli claude |
| 921 | Unranked | multi-agent-review-3workflow · ai-agents | Perform comprehensive multi-agent code review with specialized reviewers: | No signals yet | No commit datelisted | armory install multi-agent-review-3 --cli claude |
| 922 | Unranked | my-mcpservermcp · back-end | A production-ready template for developing Model Context Protocol (MCP) servers using Python and FastMCP, with example tools like a multiply… | No signals yet | No commit datelisted | No one-command install · Source |
| 923 | Unranked | nexgendata-developer-toolsmcp · back-end | Access developer tool data and integrations through Apify's web scraping platform. | No signals yet | No commit datelisted | No one-command install · Source |
| 924 | Unranked | nextjs-code-quality-enforcerhook · front-end | Enforce Next.js best practices, proper file structure, component patterns, and TypeScript usage with automated code reviews and suggestions. Validates… | No signals yet | No commit datelisted | armory install nextjs-code-quality-enforcer --cli claude |
| 925 | Unranked | nousia-23mcp · other | Enables deterministic, neural-free compilation of natural language into typed intent and canonical receipts, with proof-gated synthesis and governed… | No signals yet | No commit datelisted | No one-command install · Source |
| 926 | Unranked | oozoofrog-swiftmcpmcp · back-end | Swift MCP runtime and package manager for running, installing, and discovering MCP servers written in Swift. | No signals yet | No commit datelisted | No one-command install · Source |
| 927 | Unranked | openfoam-mcp-2mcp · observability | Turns an AI assistant into an OpenFOAM setup and debugging co-pilot, enabling case scaffolding, dictionary edits, mesh sizing, turbulence… | No signals yet | No commit datelisted | No one-command install · Source |
| 928 | Unranked | performance-testing-review-test-automatorsubagent · devops | Master AI-powered test automation with modern frameworks, self-healing tests, and comprehensive quality engineering. Build scalable testing strategies… | No signals yet | No commit datelisted | armory install performance-testing-review-test-automator --cli claude |
| 929 | Unranked | phodal-remodern-javamcp · other | Provides Java legacy modernization tools including AST-based code generation, template-driven generation, source code parsing, JSP analysis, bytecode… | No signals yet | No commit datelisted | No one-command install · Source |
| 930 | Unranked | plan-writingskill · other | Structured task planning with clear breakdowns, dependencies, and verification criteria. Use when implementing features, refactoring, or any… | No signals yet | No commit datelisted | armory install plan-writing --cli claude |
| 931 | Unranked | plannersubagent · ai-agents | Expert planning specialist for complex features and refactoring. Use PROACTIVELY when users request feature implementation, architectural changes, or… | No signals yet | No commit datelisted | armory install planner --cli claude |
| 932 | Unranked | poly-git-mcpmcp · github-vcs | Unified MCP server for Git forge management across GitHub, GitLab, Gitea, and Bitbucket, enabling repository, issue, PR, and CI/CD operations via CLI… | No signals yet | No commit datelisted | No one-command install · Source |
| 933 | Unranked | postman-api-http-servermcp · ai-agents | Postman's MCP server connects AI agents, assistants, and chatbots directly to your APIs on Postman. Use natural language to prompt AI to automate work… | No signals yet | No commit datelisted | No one-command install · Source |
| 934 | Unranked | powershell-7-expertsubagent · devops | Use when building cross-platform cloud automation scripts, Azure infrastructure orchestration, or CI/CD pipelines requiring PowerShell 7+ with modern… | No signals yet | No commit datelisted | armory install powershell-7-expert --cli claude |
| 935 | Unranked | powershell-module-architectsubagent · front-end | Use this agent when architecting and refactoring PowerShell modules, designing profile systems, or creating cross-version compatible automation… | No signals yet | No commit datelisted | armory install powershell-module-architect --cli claude |
| 936 | Unranked | pre-config-protectionhook · ai-agents | PreToolUse hook: Block modifications to linter/formatter config files. Steers agent to fix code instead of weakening configs. (matcher… | No signals yet | No commit datelisted | armory install pre-config-protection --cli claude |
| 937 | Unranked | puppet-master-mcp-servermcp · back-end | Provides 26 tools for Puppet Master framework operations including initialization, development, database management, deployment, builds, linting… | No signals yet | No commit datelisted | No one-command install · Source |
| 938 | Unranked | python-devops-ci-cd-expertsubagent · devops | Specialized agent for Python DevOps, CI/CD, deployment automation, containerization, and infrastructure as code | No signals yet | No commit datelisted | armory install python-devops-ci-cd-expert --cli claude |
| 939 | Unranked | python-scaffoldworkflow · ai-agents | Python Project Scaffolding | No signals yet | No commit datelisted | armory install python-scaffold --cli claude |
| 940 | Unranked | pytorch-lightningskill · other | High-level PyTorch framework with Trainer class, automatic distributed training (DDP/FSDP/DeepSpeed), callbacks system, and minimal boilerplate… | No signals yet | No commit datelisted | armory install pytorch-lightning --cli claude |
| 941 | Unranked | q3ds-solidworks-mcpmcp · back-end | An MCP server enabling AI-driven CAD automation for SolidWorks at the feature level, converting intent into CAD-neutral IR and compiling it into… | No signals yet | No commit datelisted | No one-command install · Source |
| 942 | Unranked | quarkus-tddskill · back-end | Test-driven development for Quarkus 3.x LTS using JUnit 5, Mockito, REST Assured, Camel testing, and JaCoCo. Use when adding features, fixing bugs, or… | No signals yet | No commit datelisted | armory install quarkus-tdd --cli claude |
| 943 | Unranked | re-llm-decompilemcp · ai-agents | MCP server that exposes an AI decompiler via an OpenAI-compatible API, enabling decompilation, explanation, and variable renaming of disassembly for… | No signals yet | No commit datelisted | No one-command install · Source |
| 944 | Unranked | react-best-practicesskill · front-end | Comprehensive React and Next.js performance optimization guide with 40+ rules for eliminating waterfalls, optimizing bundles, and improving rendering… | No signals yet | No commit datelisted | armory install react-best-practices --cli claude |
| 945 | Unranked | receiving-code-reviewskill · other | Use when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or technically questionable - requires… | No signals yet | No commit datelisted | armory install receiving-code-review --cli claude |
| 946 | Unranked | refactor-cleanersubagent · ai-agents | Dead code cleanup and consolidation specialist. Use PROACTIVELY for removing unused code, duplicates, and refactoring. Runs analysis tools (knip… | No signals yet | No commit datelisted | armory install refactor-cleaner --cli claude |
| 947 | Unranked | refactoring-specialistsubagent · ai-agents | Use when you need to transform poorly structured, complex, or duplicated code into clean, maintainable systems while preserving all existing behavior. | No signals yet | No commit datelisted | armory install refactoring-specialist --cli claude |
| 948 | Unranked | review-dcell-modelworkflow · ai-agents | Reviews old Dcell implementation files, comparing with newer Dango model, noting changes over time, and analyzing refactoring approaches for better… | No signals yet | No commit datelisted | armory install review-dcell-model --cli claude |
| 949 | Unranked | ruby-proskill · other | Write idiomatic Ruby code with metaprogramming, Rails patterns, and performance optimization. Specializes in Ruby on Rails, gem development, and… | No signals yet | No commit datelisted | armory install ruby-pro --cli claude |
| 950 | Unranked | ruby-prosubagent · ai-agents | Write idiomatic Ruby code with metaprogramming, Rails patterns, and performance optimization. Specializes in Ruby on Rails, gem development, and… | No signals yet | No commit datelisted | armory install ruby-pro --cli claude |
| 951 | Unranked | rust-projectworkflow · ai-agents | Rust Project Scaffolding | No signals yet | No commit datelisted | armory install rust-project --cli claude |
| 952 | Unranked | rust-reviewworkflow · ai-agents | Comprehensive Rust code review for ownership, lifetimes, error handling, unsafe usage, and idiomatic patterns. Invokes the rust-reviewer agent. | No signals yet | No commit datelisted | armory install rust-review --cli claude |
| 953 | Unranked | rust-reviewersubagent · ai-agents | Expert Rust code reviewer specializing in ownership, lifetimes, error handling, unsafe usage, and idiomatic patterns. Use for all Rust code changes… | No signals yet | No commit datelisted | armory install rust-reviewer --cli claude |
| 954 | Unranked | scaffold-mcp-servermcp · front-end | Enables generating frontend project scaffolding for multiple frameworks (React, Vue, UmiJS, Electron) via natural language commands. | No signals yet | No commit datelisted | No one-command install · Source |
| 955 | Unranked | se-gitops-ci-specialistsubagent · devops | DevOps specialist for CI/CD pipelines, deployment debugging, and GitOps workflows focused on making deployments boring and reliable | No signals yet | No commit datelisted | armory install se-gitops-ci-specialist --cli claude |
| 956 | Unranked | senior-devopsskill · devops | Comprehensive DevOps skill for CI/CD, infrastructure automation, containerization, and cloud platforms (AWS, GCP, Azure). Includes pipeline setup… | No signals yet | No commit datelisted | armory install senior-devops --cli claude |
| 957 | Unranked | senior-frontendskill · front-end | Comprehensive frontend development skill for building modern, performant web applications using ReactJS, NextJS, TypeScript, Tailwind CSS. Includes… | No signals yet | No commit datelisted | armory install senior-frontend --cli claude |
| 958 | Unranked | senior-fullstackskill · front-end | Comprehensive fullstack development skill for building complete web applications with React, Next.js, Node.js, GraphQL, and PostgreSQL. Includes… | No signals yet | No commit datelisted | armory install senior-fullstack --cli claude |
| 959 | Unranked | sentry-2mcp · back-end | This service implements the Model Context Protocol (MCP) for interacting with Sentry, focused on human-in-the-loop coding agents and developer… | No signals yet | No commit datelisted | No one-command install · Source |
| 960 | Unranked | serenamcp · search | Semantic code retrieval & editing tools for coding agents. | No signals yet | No commit datelisted | No one-command install · Source |
| 961 | Unranked | serkan-ozal-browser-devtools-mcpmcp · back-end | An MCP Server enables AI assistants to autonomously test, debug, and validate web applications. | No signals yet | No commit datelisted | No one-command install · Source |
| 962 | Unranked | session-starthook · other | SessionStart hook: Load previous context and detect package manager on new session (matcher: *). | No signals yet | No commit datelisted | armory install session-start --cli claude |
| 963 | Unranked | setup-ci-cd-pipelineworkflow · devops | Setup comprehensive CI/CD pipeline with automated testing, deployment, and monitoring | No signals yet | No commit datelisted | armory install setup-ci-cd-pipeline --cli claude |
| 964 | Unranked | setup-pmworkflow · other | Configure your preferred package manager (npm/pnpm/yarn/bun) | No signals yet | No commit datelisted | armory install setup-pm --cli claude |
| 965 | Unranked | seunghui-mcp-servermcp · back-end | This is a TypeScript MCP server boilerplate for Vercel deployment, supporting Streamable HTTP and stdio transports, with tools for image generation… | No signals yet | No commit datelisted | No one-command install · Source |
| 966 | Unranked | springboot-tddskill · other | Test-driven development for Spring Boot using JUnit 5, Mockito, MockMvc, Testcontainers, and JaCoCo. Use when adding features, fixing bugs, or… | No signals yet | No commit datelisted | armory install springboot-tdd --cli claude |
| 967 | Unranked | supply-chain-guardskill · devops | Detect and remediate software supply chain attacks in npm, PyPI, crates.io, GitHub Actions, and CI/CD pipelines by scanning for known compromised… | No signals yet | No commit datelisted | armory install supply-chain-guard --cli claude |
| 968 | Unranked | svelte-test-setupworkflow · front-end | Set up comprehensive testing infrastructure for Svelte/SvelteKit projects, including unit testing, component testing, and E2E testing frameworks. | No signals yet | No commit datelisted | armory install svelte-test-setup --cli claude |
| 969 | Unranked | swift-reviewersubagent · ai-agents | Expert Swift code reviewer specializing in protocol-oriented design, value semantics, ARC memory management, Swift Concurrency, and idiomatic… | No signals yet | No commit datelisted | armory install swift-reviewer --cli claude |
| 970 | Unranked | syncworkflow · github-vcs | Synchronize task status with git commits, ensuring consistency between version control and task tracking. | No signals yet | No commit datelisted | armory install sync --cli claude |
| 971 | Unranked | sync-automation-setupworkflow · devops | Setup comprehensive automated synchronization workflows with monitoring and CI/CD integration | No signals yet | No commit datelisted | armory install sync-automation-setup --cli claude |
| 972 | Unranked | tdd-guidesubagent · ai-agents | Test-Driven Development specialist enforcing write-tests-first methodology. Use PROACTIVELY when writing new features, fixing bugs, or refactoring… | No signals yet | No commit datelisted | armory install tdd-guide --cli claude |
| 973 | Unranked | tdd-implementworkflow · other | Implements Test-Driven Development by analyzing feature requirements, creating tests first (red), implementing minimal passing code (green), and… | No signals yet | No commit datelisted | armory install tdd-implement --cli claude |
| 974 | Unranked | tdd-workflowskill · other | Use this skill when writing new features, fixing bugs, or refactoring code; enforces test-driven development with 80%+ coverage including unit… | No signals yet | No commit datelisted | armory install tdd-workflow --cli claude |
| 975 | Unranked | team-debuggersubagent · ai-agents | Hypothesis-driven debugging investigator that investigates one assigned hypothesis, gathering evidence to confirm or falsify it with file:line… | No signals yet | No commit datelisted | armory install team-debugger --cli claude |
| 976 | Unranked | team-reviewworkflow · ai-agents | Launch a multi-reviewer parallel code review with specialized review dimensions | No signals yet | No commit datelisted | armory install team-review --cli claude |
| 977 | Unranked | technical-debt-managersubagent · ai-agents | Expert technical debt analyst for code health, maintainability, and strategic refactoring planning. Use PROACTIVELY when codebase shows complexity… | No signals yet | No commit datelisted | armory install technical-debt-manager --cli claude |
| 978 | Unranked | templatesskill · other | Project scaffolding templates for new applications. Use when creating new projects from scratch. Contains 12 templates for various tech stacks. | No signals yet | No commit datelisted | armory install templates --cli claude |
| 979 | Unranked | terraform-2mcp · back-end | The Terraform MCP Server is a Model Context Protocol (MCP) server that provides seamless integration with Terraform Registry APIs, enabling advanced… | No signals yet | No commit datelisted | No one-command install · Source |
| 980 | Unranked | terraform-engineersubagent · devops | Use when building, refactoring, or scaling infrastructure as code using Terraform with focus on multi-cloud deployments, module architecture, and… | No signals yet | No commit datelisted | armory install terraform-engineer --cli claude |
| 981 | Unranked | test-detectskill · auth | Auto-detect testing framework and run relevant tests. Identifies Jest, Vitest, Playwright, Cypress, pytest, Go test, and others. Can run all tests… | No signals yet | No commit datelisted | armory install test-detect --cli claude |
| 982 | Unranked | test-engineersubagent · devops | Test automation and quality assurance specialist. Use PROACTIVELY for test strategy, test automation, coverage analysis, CI/CD testing, and quality… | No signals yet | No commit datelisted | armory install test-engineer --cli claude |
| 983 | Unranked | testing-plan-integrationworkflow · other | Create comprehensive integration testing plan with inline tests and refactoring recommendations | No signals yet | No commit datelisted | armory install testing-plan-integration --cli claude |
| 984 | Unranked | testspritemcp · other | TestSprite’s MCP reads your intent, tests your code, and tells you what to fix. | No signals yet | No commit datelisted | No one-command install · Source |
| 985 | Unranked | theonedev-todmcp · back-end | A MCP server for OneDev for CI/CD pipeline editing, issue workflow automation, and pull request review | No signals yet | No commit datelisted | No one-command install · Source |
| 986 | Unranked | tooling-engineersubagent · ai-agents | Use this agent when you need to build or enhance developer tools including CLIs, code generators, build tools, and IDE extensions. | No signals yet | No commit datelisted | armory install tooling-engineer --cli claude |
| 987 | Unranked | trace-mcpmcp · observability | Framework-aware code intelligence — semantic navigation, impact analysis, and refactoring across 60 framework integrations and 81 languages with up to… | No signals yet | No commit datelisted | No one-command install · Source |
| 988 | Unranked | typescript-scaffoldworkflow · ai-agents | TypeScript Project Scaffolding | No signals yet | No commit datelisted | armory install typescript-scaffold --cli claude |
| 989 | Unranked | ui-engineersubagent · front-end | Use this agent when you need to create, modify, or review frontend code, UI components, or user interfaces. Examples: <example>Context: User needs to… | No signals yet | No commit datelisted | armory install ui-engineer --cli claude |
| 990 | Unranked | unit-testing-debuggersubagent · ai-agents | Debugging specialist for errors, test failures, and unexpected behavior. Use proactively when encountering any issues. | No signals yet | No commit datelisted | armory install unit-testing-debugger --cli claude |
| 991 | Unranked | unit-testing-test-automatorsubagent · devops | Master AI-powered test automation with modern frameworks, self-healing tests, and comprehensive quality engineering. Build scalable testing strategies… | No signals yet | No commit datelisted | armory install unit-testing-test-automator --cli claude |
| 992 | Unranked | unused-code-cleanersubagent · devops | Detects and removes unused code (imports, functions, classes) across multiple languages. Use PROACTIVELY after refactoring, when removing features, or… | No signals yet | No commit datelisted | armory install unused-code-cleaner --cli claude |
| 993 | Unranked | useful-helpers-suitemcp · ai-agents | An MCP server that exposes a suite of developer tools and apps via a shared tool registry, enabling agents to list and call tools through the MCP… | No signals yet | No commit datelisted | No one-command install · Source |
| 994 | Unranked | ux-researcher-designerskill · front-end | UX research and design toolkit for Senior UX Designer/Researcher including data-driven persona generation, journey mapping, usability testing… | No signals yet | No commit datelisted | armory install ux-researcher-designer --cli claude |
| 995 | Unranked | vercel-deploymentrules · devops | Best practices for Vercel deployments including serverless functions, Edge Runtime, middleware, caching, environment variables, and CI/CD… | No signals yet | No commit datelisted | armory install vercel-deployment --cli claude |
| 996 | Unranked | vercel-deployment-cursorrules-prompt-filerules · devops | Cursor rules for Vercel deployment including serverless functions, Edge Runtime, middleware, caching, CI/CD, and production-ready configuration. | No signals yet | No commit datelisted | armory install vercel-deployment-cursorrules-prompt-file --cli claude |
| 997 | Unranked | vercel-react-best-practicesskill · front-end | React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring… | No signals yet | No commit datelisted | armory install vercel-react-best-practices --cli claude |
| 998 | Unranked | vite-patternsskill · other | Vite build tool patterns including config, plugins, HMR, env variables, proxy setup, SSR, library mode, dependency pre-bundling, and build… | No signals yet | No commit datelisted | armory install vite-patterns --cli claude |
| 999 | Unranked | vrittimcp · ai-agents | Enables AI agents to act as graphic designers by generating images and social-ready visuals, with brand DNA memory, genre-aware styles, 35+ platform… | No signals yet | No commit datelisted | No one-command install · Source |
| 1000 | Unranked | vscode-devtoolsmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
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.