Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 99.242 | harnessworkflow · front-end | A meta-skill that designs domain-specific agent teams, defines specialized agents, and generates the skills they use. Resources are in Korean but can… | 8,876 stars · 1,256 forks | No one-command install · Source | |
| 2 | 90.100 | jazelly-next-api-scannermcp · front-end | Scans Next.js project directories to extract API route information, validation schemas, and type definitions for automated documentation and testing… | 99 stars · 12 forks | No one-command install · Source | |
| 3 | 86.835 | photon-mcp-servermcp · front-end | Automatically generates MCP tools, CLI, and web UI from TypeScript methods, enabling AI agents and chat clients to interact with custom capabilities… | 98 stars · 5 forks | No one-command install · Source | |
| 4 | 86.364 | feiyun0112-spec-codingmcp · front-end | Enforces a structured five-stage software development workflow from feature definition through task execution, generating standardized requirements… | 50 stars · 11 forks | No one-command install · Source | |
| 5 | 85.630 | aws-oscalmcp · front-end | Provides AI assistants with tools to work with NIST's Open Security Controls Assessment Language. Includes OSCAL schema access, resource discovery… | 53 stars · 8 forks | No one-command install · Source | |
| 6 | 85.531 | sheshiyer-framer-plugin-web3mcp · front-end | Integrates web3 capabilities into Framer plugins, enabling blockchain functionality like wallet connections and NFT displays in interactive prototypes… | 38 stars · 16 forks | No one-command install · Source | |
| 7 | 77.779 | event-catalogmcp · front-end | Provides a dynamic event catalog server for querying and retrieving architectural metadata, enabling developers to explore complex event-driven system… | 23 stars · 5 forks | No one-command install · Source | |
| 8 | 76.745 | bradfair-cline-personasmcp · front-end | Implements a persona management system for dynamic AI behavior adjustment using reusable components and templates defined in .clinerules files. | 23 stars · 4 forks | No one-command install · Source | |
| 9 | 75.737 | archiephan78-ssi-stockmcp · front-end | Provides a bridge to the SSI Financial Connector Data API for accessing Vietnamese stock market data, including securities listings, stock… | 17 stars · 6 forks | No one-command install · Source | |
| 10 | 66.258 | augmented-nature-gene-ontologymcp · front-end | Integrates with Gene Ontology databases through QuickGO and official GO APIs to search terms, retrieve definitions and relationships, validate… | 8 stars · 5 forks | No one-command install · Source | |
| 11 | 60.035 | mcp-yfinance-uxmcp · front-end | Provides Bloomberg Terminal-style market data for AI agents, with formatted tables and navigable hierarchy (markets → sector → ticker). | 6 stars · 3 forks | No one-command install · Source | |
| 12 | 55.168 | trattomcp · front-end | Lets AI draw technical analysis markup (support/resistance, trendlines, Fibonacci) directly onto Yahoo Finance's live chart via the ChartIQ engine… | 6 stars · 1 fork | No one-command install · Source | |
| 12 | 55.168 | near-hydra-mcpmcp · front-end | Enables cross-chain transactions (swap, send, balance) on 10 blockchains from a single NEAR account, designed for AI agents and humans via MCP. | 6 stars · 1 fork | No one-command install · Source | |
| 14 | 53.186 | figmanagemcp · front-end | MCP server for managing Figma workspaces, providing 102 tools for seats, teams, permissions, billing, file operations, and cleanup, enabling agents to… | 8 stars | No one-command install · Source | |
| 15 | 52.443 | openlmnpmcp · front-end | Accounting MCP server for the French LMNP tax status (furnished rentals, e.g. Airbnb hosts). 44 tools to manage properties, income and expenses… | 3 stars · 3 forks | No one-command install · Source | |
| 16 | 52.135 | wave-mcp-server-2mcp · front-end | Comprehensive MCP server for Wave Accounting, providing 45+ tools across invoicing, customers, products, transactions, bills, estimates, taxes, and… | 4 stars · 2 forks | No one-command install · Source | |
| 17 | 48.479 | composer-kit-mcp-servermcp · front-end | This MCP server provides access to Composer Kit React component documentation, examples, and Celo Composer templates for building web3 applications on… | 1 star · 3 forks | No one-command install · Source | |
| 17 | 48.479 | core-marlomcp · front-end | Provides integration with Marlo platform services for finance and operations platform designed for maritime and shipping companies. | 1 star · 3 forks | No one-command install · Source | |
| 17 | 48.479 | tlazypanda-aptosmcp · front-end | Integrates with the Aptos blockchain ecosystem to enable smart contract development, testing, and deployment through natural language interactions for… | 1 star · 3 forks | No one-command install · Source | |
| 20 | 41.082 | servicetitan-mcp-servermcp · front-end | Provides 108 tools and 15 React apps to manage ServiceTitan field service operations, including jobs, customers, estimates, invoices, dispatching… | 1 star · 2 forks | No one-command install · Source | |
| 21 | 38.412 | workworklabs-payment-buttonmcp · front-end | Generates cryptocurrency payment button components for React and HTML supporting ETH, USDT, and USDC on Ethereum mainnet. | 3 stars | No one-command install · Source | |
| 22 | 35.443 | raccoonai-lammcp · front-end | Enables web browsing, data extraction, and task automation through Raccoon's LAM API, allowing users to search websites, fill forms, navigate UI… | 2 forks | No one-command install · Source | |
| 23 | 22.557 | living-screener-mcpmcp · front-end | Review-only MCP server for stock, options, and crypto screening, trade planning, risk checks, backtesting, and journaling, designed to work alongside… | 1 star | No one-command install · Source | |
| 24 | Unranked | planview-portfolios-actions-mcp-servermcp · front-end | Enables creating, updating, deleting, and managing projects, tasks, financial plans, OKRs, and work hierarchy nodes in Planview Portfolios through… | No signals yet | No one-command install · Source | |
| 25 | Unranked | jambonz-mcp-schema-servermcp · front-end | This server exposes jambonz verb schemas and developer documentation as MCP tools, enabling AI agents to query verb definitions, component types… | No signals yet | No one-command install · Source | |
| 26 | Unranked | ray-group-defi-ux-mcp-servermcp · front-end | Provides AI agents with direct access to the Ray Group DeFi UX rubric, named patterns, and cognitive-bias glossary for grounded UX assessments of DeFi… | No signals yet | No one-command install · Source | |
| 27 | Unranked | glyphloopmcp · front-end | Enables AI agents to create loop-perfect generative ASCII animations headlessly, including defining custom animations and 3D shapes as expression… | No signals yet | No one-command install · Source | |
| 28 | Unranked | fractionestate-midnight-nextjsmcp · front-end | Provides tools for Midnight blockchain smart contract development and Next.js dApp building. | No signals yet | No one-command install · Source | |
| 29 | Unranked | agent-harness-constructionskill · front-end | Design and optimize AI agent action spaces, tool definitions, and observation formatting for higher completion rates. | No signals yet | No commit datelisted | armory install agent-harness-construction --cli claude |
| 30 | Unranked | azure-logic-apps-expertsubagent · front-end | Expert guidance for Azure Logic Apps development focusing on workflow design, integration patterns, and JSON-based Workflow Definition Language. | No signals yet | No commit datelisted | armory install azure-logic-apps-expert --cli claude |
| 31 | Unranked | c4-componentsubagent · front-end | Expert C4 Component-level documentation specialist. Synthesizes C4 Code-level documentation into Component-level architecture, defining component… | No signals yet | No commit datelisted | armory install c4-component --cli claude |
| 32 | Unranked | marketing-campaignskill · front-end | End-to-end marketing campaign planning and execution. Covers audience research, positioning, campaign angle definition, landing page copy, email… | No signals yet | No commit datelisted | armory install marketing-campaign --cli claude |
| 33 | Unranked | mcp-elite-design-architect-hubmcp · front-end | Enables multi-agent design sessions with a structured workflow for defining voice, generating directions, creating UI elements, and exporting… | No signals yet | No commit datelisted | No one-command install · Source |
| 34 | Unranked | mt5-mcp-observermcp · front-end | MCP server for MetaTrader 5 that provides account monitoring, risk checks, and Algo Trading toggle without trading operations. Designed to work over… | No signals yet | No commit datelisted | No one-command install · Source |
| 35 | Unranked | rails-backend-expertsubagent · front-end | Comprehensive Rails backend developer with expertise in all aspects of Ruby on Rails development. MUST BE USED for Rails backend tasks, ActiveRecord… | No signals yet | No commit datelisted | armory install rails-backend-expert --cli claude |
| 36 | Unranked | react-tanstack-router-queryrules · front-end | React SPA with TanStack Router v1 + TanStack Query v5 — the definitive pattern for zero-loading-spinner routing, type-safe URLs, and cache-first data | No signals yet | No commit datelisted | armory install react-tanstack-router-query --cli claude |
| 37 | Unranked | senior-architectskill · front-end | Comprehensive software architecture skill for designing scalable, maintainable systems using ReactJS, NextJS, NodeJS, Express, React Native, Swift… | No signals yet | No commit datelisted | armory install senior-architect --cli claude |
| 38 | Unranked | shopify-appsskill · front-end | Expert patterns for Shopify app development including Remix/React Router apps, embedded apps with App Bridge, webhook handling, GraphQL Admin API… | No signals yet | No commit datelisted | armory install shopify-apps --cli claude |
| 39 | Unranked | shumi-aimcp · front-end | Shumi is a mechanical trading intelligence platform designed for the crypto market. It combines market trends, funding data, user sentiment, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 40 | Unranked | smart-contract-specialistsubagent · front-end | Use this agent when developing production-level smart contracts. Specializes in Solidity development, Hardhat/Foundry toolchains, gas optimization… | No signals yet | No commit datelisted | armory install smart-contract-specialist --cli claude |
| 41 | Unranked | sre-engineersubagent · front-end | Use this agent when you need to establish or improve system reliability through SLO definition, error budget management, and automation. Invoke when… | No signals yet | No commit datelisted | armory install sre-engineer --cli claude |
| 42 | Unranked | system-architectsubagent · front-end | PROACTIVELY USE this agent when you need to design comprehensive system architectures, select technology stacks, define component interactions, plan… | No signals yet | No commit datelisted | armory install system-architect --cli claude |
| 43 | Unranked | web3-integration-specialistsubagent · front-end | Use this agent when building Web3 frontend applications and wallet integrations. Specializes in blockchain connectivity, wallet interactions… | No signals yet | No commit datelisted | armory install web3-integration-specialist --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.