Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1801 | 22.557 | codex-mcp-servermcp · back-end | MCP server for Codex CLI — tmux persistence, git worktree isolation, async dispatch. | 1 star | No one-command install · Source | |
| 1802 | 22.557 | dayi-search-mcpmcp · search | Enables querying Chinese medical information (drugs, diseases, doctors, symptoms) from the Dayi platform with structured output and auto-type… | 1 star | No one-command install · Source | |
| 1803 | 22.557 | mcp-license-audit-2mcp · back-end | MCP server that audits your project's dependency licenses for compatibility issues. Flags GPL/AGPL conflicts and generates compliance reports. | 1 star | No one-command install · Source | |
| 1804 | 22.557 | pymcuprog-mcpmcp · other | Enables AI tools to program Microchip AVR microcontrollers via natural language by wrapping pymcuprog, supporting USB HID debuggers and serial UART… | 1 star | No one-command install · Source | |
| 1805 | 22.557 | razz-gamesmcp · other | Enables wagering on provably fair casino games and multiplayer strategy games on the Razz platform using SOL cryptocurrency. | 1 star | No one-command install · Source | |
| 1806 | 22.557 | interactive-climcp · ai-agents | Enables AI agents to interact with interactive CLI processes via a real PTY, allowing them to send keystrokes, read screen output, and handle… | 1 star | No one-command install · Source | |
| 1807 | 22.557 | userflow-mcpmcp · front-end | Simulates real users navigating your app and delivers qualitative UX feedback, including persona-driven testing, auto-friction detection, and WCAG… | 1 star | No one-command install · Source | |
| 1808 | 22.557 | superior-browser-mcpmcp · browser | Enables AI-powered browser automation with real profiles, supporting interaction, navigation, form filling, and advanced features like visual overlays… | 1 star | No one-command install · Source | |
| 1809 | 22.557 | mcp-knowledge-base-servermcp · database | A local knowledge base server that connects to AI assistants, turning markdown files into a semantically searchable memory layer via OpenAI embeddings… | 1 star | No one-command install · Source | |
| 1810 | 22.557 | teamsincetoday-recipe-commercemcp · other | Extracts recipes, ingredients, and affiliate product links from food content. | 1 star | No one-command install · Source | |
| 1811 | 22.557 | recipe-commerce-intelligence-mcpmcp · other | Extracts branded ingredients and kitchen tools from recipes, matches them to affiliate products, and generates shoppable ingredient lists to turn… | 1 star | No one-command install · Source | |
| 1812 | 22.557 | mcp-docs-helpermcp · ai-agents | Enables LLMs to access MCP protocol specifications and TypeScript SDK documentation with context-aware search and code templates for building custom… | 1 star | No one-command install · Source | |
| 1813 | 22.557 | la-growth-machine-mcp-servermcp · back-end | Enables interaction with La Growth Machine (LGM) workspace via MCP, providing 27 tools for managing members, identities, audiences, leads, campaigns… | 1 star | No one-command install · Source | |
| 1814 | 22.557 | dcc-mcp-ipcmcp · other | Multi-protocol IPC adapter layer for integrating DCC software (Maya, Houdini, Blender, Unreal, Unity) with MCP, enabling tool registration and remote… | 1 star | No one-command install · Source | |
| 1815 | 22.557 | zentao-mcpmcp · ai-agents | Enables natural language management of ZenTao tasks in Claude, including listing executions/tasks, batch creating/updating/closing tasks, and… | 1 star | No one-command install · Source | |
| 1816 | 22.557 | llm-wiki-mcpmcp · ai-agents | Persistent markdown wiki for your AI agent, built on Karpathy's LLM wiki gist. | 1 star | No one-command install · Source | |
| 1817 | 22.557 | flsteven87-llm-wikimcp · ai-agents | Persistent Karpathy-style LLM wiki with markdown pages your agent grows over time. | 1 star | No one-command install · Source | |
| 1818 | 22.557 | pyocd-debug-mcpmcp · ai-agents | Enables AI tools to perform full-featured embedded microcontroller debugging via pyOCD and CMSIS-DAP probes, including probe management, flashing… | 1 star | No one-command install · Source | |
| 1819 | 22.557 | lukaris-framedeck-mcpmcp · other | [Framedeck](https://framedeck.app) is a Kanban content production manager for YouTube, Instagram, TikTok and Podcast creators. 32 tools for managing… | 1 star | armory install lukaris-framedeck-mcp --cli claude | |
| 1820 | 22.557 | cdisc-library-mcp-servermcp · back-end | Provides comprehensive access to CDISC clinical data standards (SDTM, ADaM, CDASH, CT) through 15 MCP tools, resources, and prompts. | 1 star | No one-command install · Source | |
| 1821 | 22.557 | gh-yousuf64-oauth2-gatewaymcp · auth | Multi-tenant OAuth2 gateway that proxies MCP tool calls to downstream servers with per-user token management. | 1 star | No one-command install · Source | |
| 1822 | 22.557 | jasoncbraatz-fintablemcp · other | Manages Fintable.io financial categories, transaction rules, and spending data. | 1 star | No one-command install · Source | |
| 1823 | 22.557 | fintable-mcpmcp · back-end | An unofficial MCP server for fintable.io that enables AI assistants to manage financial categories, rules, and transactions directly through your… | 1 star | No one-command install · Source | |
| 1824 | 22.557 | mcp-tw-lvrmcp · back-end | MCP server for querying Taiwan's real estate transaction registry via web scraping of the Ministry of the Interior's official portal. Enables natural… | 1 star | No one-command install · Source | |
| 1825 | 22.557 | inspectramcp · other | Enables hybrid code audits using MCP tools across 12 domains, producing structured, scored, and actionable code quality reports. | 1 star | No one-command install · Source | |
| 1826 | 22.557 | react-context-mcpmcp · front-end | Enables AI assistants to inspect React component trees, props, state, and source locations in Chrome, facilitating UI debugging and analysis. | 1 star | No one-command install · Source | |
| 1827 | 22.557 | brave-image-mcpmcp · back-end | An MCP server that provides image search capabilities via the Brave Image Search API, allowing AI assistants to search images with various filters and… | 1 star | No one-command install · Source | |
| 1828 | 22.557 | network-medicmcp · ai-agents | Autonomous network monitoring and auto-remediation MCP server for Claude Desktop, enabling observation, planning, human-approved execution… | 1 star | No one-command install · Source | |
| 1829 | 22.557 | wetlab-mcpmcp · front-end | Enables AI-assisted molecular biology experiment design with tools for qPCR primer design, cloning strategy optimization, TaqMan probe design, and… | 1 star | No one-command install · Source | |
| 1830 | 22.557 | llm-conveyorsmcp · ai-agents | Connects to the LLM Conveyors platform for job hunting, B2B sales outreach, resume management, and ATS scoring with pay-per-action pricing. | 1 star | No one-command install · Source | |
| 1831 | 22.557 | rentalot-mcp-servermcp · back-end | MCP server for the Rentalot API. Manage rental properties, contacts, showings, conversations, and more from any AI assistant. | 1 star | No one-command install · Source | |
| 1832 | 22.557 | smart-xdebug-mcpmcp · ai-agents | Connects AI assistants like Claude to PHP's XDebug debugger for runtime inspection, breakpoint control, and variable tracking, enabling natural… | 1 star | No one-command install · Source | |
| 1833 | 22.557 | fortimail-mcp-server-2mcp · back-end | Enables AI agents to manage FortiMail email security through the FortiMail Engine API, providing tools for domains, users, queues, reports, logs, and… | 1 star | No one-command install · Source | |
| 1834 | 22.557 | fortimail-mcp-servermcp · back-end | Open-source MCP server that interfaces with FortiMail Engine API for email security management, enabling queue triage, log investigation, reporting… | 1 star | No one-command install · Source | |
| 1835 | 22.557 | rxolve-artsciimcp · ai-agents | ASCII art generation for LLMs with 81 curated artworks, 100 kaomoji, diagrams, FIGlet banners, and image-to-ASCII conversion. | 1 star | No one-command install · Source | |
| 1836 | 22.557 | qrmint-mcp-servermcp · back-end | Enables AI assistants to generate styled QR codes with customizable colors, styles, gradients, and frames, as well as typed QR codes for WiFi, vCard… | 1 star | No one-command install · Source | |
| 1837 | 22.557 | lkysyzxz-unity-editormcp · other | Pure C# Unity Editor integration providing 80 built-in tools for scene management, GameObject operations, asset management, and build processes. | 1 star | No one-command install · Source | |
| 1838 | 22.557 | protonmail-mcp-server-2mcp · back-end | A read-only MCP server that connects to Proton Mail via Proton Bridge, enabling AI assistants to search, list, and read emails securely without… | 1 star | No one-command install · Source | |
| 1839 | 22.557 | mcp-mercado-p-blicomcp · back-end | Allows AI assistants to query public procurement opportunities, purchase orders, and government entities from Chile's Mercado Público (ChileCompra)… | 1 star | No one-command install · Source | |
| 1840 | 22.557 | arcjetmcp · comms | Manage Arcjet security features including bot detection, rate limiting, email validation, and attack protection through your account. | 1 star | No one-command install · Source | |
| 1841 | 22.557 | bryr0-sql-database-connectormcp · database | Provides unified database connectivity across MySQL, Microsoft SQL Server, Oracle, and Sybase through standardized tools for executing queries… | 1 star | No one-command install · Source | |
| 1842 | 22.557 | currency-mcp-agentmcp · ai-agents | Local service for currency rates and conversion using MCP and agent layer. Accepts user requests, selects appropriate tool, and returns structured… | 1 star | No one-command install · Source | |
| 1843 | 22.557 | dingdawg-finance-agentmcp · ai-agents | Financial analysis AI for forecasting, audit prep, and SOX/GAAP compliance. | 1 star | No one-command install · Source | |
| 1844 | 22.557 | air-sdkmcp · browser | Collective intelligence for browser automation agents with resilient selectors and site capability awareness. | 1 star | No one-command install · Source | |
| 1845 | 22.557 | igot-ai-catalogmcp · other | Integrates with Catalog's data management platform at studio.igot.ai for natural language operations across data catalog discovery, master data… | 1 star | No one-command install · Source | |
| 1846 | 22.557 | proxy4agentmcp · ai-agents | Routes AI agent HTTP requests through residential proxies to bypass anti-bot systems, geo-target by country/city, and maintain sticky sessions across… | 1 star | No one-command install · Source | |
| 1847 | 22.557 | goldentrii-proxy-veilmcp · ai-agents | Residential proxy access for AI agents via Novada, BrightData, Smartproxy, and Oxylabs. | 1 star | No one-command install · Source | |
| 1848 | 22.557 | world-weather-onlinemcp · other | Real-time weather, forecasts, historical data, marine, ski, and astronomy from World Weather Online. | 1 star | No one-command install · Source | |
| 1849 | 22.557 | puppo-math-utilitiesmcp · other | Provides mathematical utility tools for calculating Fibonacci numbers at given indices and summing comma-separated lists of numbers. | 1 star | No one-command install · Source | |
| 1850 | 22.557 | mcp-proxymcp · back-end | A proxy MCP server that reduces token usage by caching tool definitions locally and loading them on demand, supporting multiple backend MCP servers. | 1 star | No one-command install · Source | |
| 1851 | 22.557 | sandip124-wisegitmcp · github-vcs | Extracts decision intent from git history and protects intentional code from AI modification. | 1 star | No one-command install · Source | |
| 1852 | 22.557 | moxiespirit-oathscoremcp · back-end | The trust layer for AI trading agents. Real-time world state (exchange status, VIX/VVIX/SKEW, economic events) in one call, plus independent quality… | 1 star | No one-command install · Source | |
| 1853 | 22.557 | ai-mcp-systemmcp · back-end | An MCP-compatible RAG backend using LangGraph and FastAPI, enabling chaining of AI model logic with document context search. | 1 star | No one-command install · Source | |
| 1854 | 22.557 | spectattymcp · browser | Enables AI agents to spawn and interact with real terminal sessions, capturing screenshots of rendered TUI output and sharing live sessions for… | 1 star | No one-command install · Source | |
| 1855 | 22.557 | rosclaw-ur-rtde-mcpmcp · back-end | MCP server for controlling Universal Robots arms and Robotiq grippers via RTDE protocol, enabling motion, force, I/O, and gripper operations. | 1 star | No one-command install · Source | |
| 1856 | 22.557 | mysql-mcp-server-5mcp · database | Provides structured MySQL database operations for Claude Desktop, converting natural language requests into safe, parameterized queries. | 1 star | No one-command install · Source | |
| 1857 | 22.557 | latexmk-mcpmcp · ai-agents | An MCP server that exposes LaTeX compilation, log parsing, dependency inspection, and citation checking as tools for AI agents, using latexmk under… | 1 star | No one-command install · Source | |
| 1858 | 22.557 | achilliesbot-delphi-oraclemcp · other | Real-time AI intelligence signals covering security events, market data, and ecosystem developments. | 1 star | No one-command install · Source | |
| 1859 | 22.557 | flomo-mcp-servermcp · back-end | MCP server for flomo that enables AI tools to quickly add notes to your flomo account via the API. | 1 star | No one-command install · Source | |
| 1860 | 22.557 | qmcpmcp · database | Semantic search server for code and documentation using Qdrant vector database. Supports multi-language indexing, live updates, and natural language… | 1 star | No one-command install · Source | |
| 1861 | 22.557 | shell-as-mcpmcp · other | Maps shell commands to standard MCP tools using single-file YAML specs. | 1 star | No one-command install · Source | |
| 1862 | 22.557 | context-anchor-mcp-servermcp · ai-agents | Git-native MCP server for managing AI context across sessions. Enables LLMs to access project and feature context via markdown files, preserving… | 1 star | No one-command install · Source | |
| 1863 | 22.557 | defi-yield-scanner-mcpmcp · ai-agents | Real-time DeFi analytics MCP server for AI agents. Provides token risk analysis, yield scanning, and wallet exposure checking across Base, Ethereum… | 1 star | No one-command install · Source | |
| 1864 | 22.557 | check-point-cloudguard-waf-mcp-servermcp · back-end | Enables AI assistants to manage Check Point CloudGuard WAF configuration through natural language, including assets, profiles, practices, and policy. | 1 star | No one-command install · Source | |
| 1865 | 22.557 | ke4qqq-groupsiomcp · back-end | Manage and consume Groups.io mailing lists and group data via the REST API. | 1 star | No one-command install · Source | |
| 1866 | 22.557 | groupsio-mcp-servermcp · back-end | Enables consuming and managing Groups.io mailing lists programmatically via the Groups.io REST API. Provides tools to list subscriptions, fetch group… | 1 star | No one-command install · Source | |
| 1867 | 22.557 | agent-authmcp · auth | Zero-knowledge credential injection for AI agents. Your agent authenticates to websites and APIs without ever seeing a password, TOTP code, or API… | 1 star | No one-command install · Source | |
| 1868 | 22.557 | remoprinz-swiss-healthmcp · database | Query Swiss health insurance premium data from the BAG Priminfo database covering 2016-2026. | 1 star | No one-command install · Source | |
| 1869 | 22.557 | task-md-utilities-mcp-servermcp · back-end | Enables AI assistants to manage tasks in a kanban board organized as markdown files, with operations to create, update, delete, move tasks, manage… | 1 star | No one-command install · Source | |
| 1870 | 22.557 | magpie-mcp-servermcp · payments | Enables AI agents to access Magpie Payment Platform APIs for processing payments, creating checkout sessions, sending invoices, and managing payment… | 1 star | No one-command install · Source | |
| 1871 | 22.557 | wsl-mcpmcp · back-end | A MCP terminal management server with persistent sessions and terminal polling, optimized for Windows + WSL environments. | 1 star | No one-command install · Source | |
| 1872 | 22.557 | cacaview-wsl-terminalmcp · devops | Manages persistent terminal sessions in WSL and Docker environments with real-time output polling, log tailing, and file transfer capabilities. | 1 star | No one-command install · Source | |
| 1873 | 22.557 | moltalyzermcp · payments | Enables crypto intelligence, GitHub trends, prediction market signals, token analysis, and AI content advisory via 23 MCP tools, with free options and… | 1 star | No one-command install · Source | |
| 1874 | 22.557 | jcislo-moltalyzermcp · payments | Crypto intelligence, GitHub trends, market signals, and AI advisor with x402 micropayments. | 1 star | No one-command install · Source | |
| 1875 | 22.557 | wheremcp · other | CRUD operations for the Where location data service. | 1 star | No one-command install · Source | |
| 1876 | 22.557 | git-quick-stats-mcp-servermcp · github-vcs | Exposes git-quick-stats commands as MCP tools to analyze git repositories via natural language. | 1 star | No one-command install · Source | |
| 1877 | 22.557 | computer-use-mcp-servermcp · back-end | A production-grade macOS MCP server exposing 33 tools for full desktop automation, including mouse, keyboard, screenshot, clipboard, and window… | 1 star | No one-command install · Source | |
| 1878 | 22.557 | eaightmcp · ai-agents | An AI-native web browser that exposes a full MCP server, letting Claude Code, Codex CLI, and Gemini CLI see and control the browser in real time. | 1 star | No one-command install · Source | |
| 1879 | 22.557 | thegridwork-privacymcp · other | Checks websites and codebases for privacy compliance issues and data handling violations. | 1 star | No one-command install · Source | |
| 1880 | 22.557 | gridwork-privacymcp · back-end | MCP server that audits websites for GDPR, CCPA, and ePrivacy compliance. | 1 star | No one-command install · Source | |
| 1881 | 22.557 | thegridwork-licensemcp · other | Scan project dependencies for license compliance: copyleft conflicts, unknown licenses, and risk. | 1 star | No one-command install · Source | |
| 1882 | 22.557 | mcp-server-deerflow-kinthaimcp · ai-agents | Exposes DeerFlow's multi-agent capabilities (deep research, data analysis, chart visualization, PPT/image generation, consulting) via the Model… | 1 star | No one-command install · Source | |
| 1883 | 22.557 | cancerdao-oncology-dbmcp · database | Queries precision oncology databases including CIViC, OpenFDA, and ClinicalTrials.gov for clinical evidence and drug data. | 1 star | No one-command install · Source | |
| 1884 | 22.557 | ksp-mods-mcpmcp · search | MCP server for searching Kerbal Space Program mods from the CKAN index, with tools for mod search, recommendations, parts listing, and CKAN download… | 1 star | No one-command install · Source | |
| 1885 | 22.557 | interactive-clarifymcp · ai-agents | A universal 'Ask User Questions' MCP tool for AI coding agents. | 1 star | No one-command install · Source | |
| 1886 | 22.557 | mpv-mcp-servermcp · back-end | MCP server for controlling the mpv media player, enabling playback control, music library browsing, YouTube streaming and downloading, and metadata… | 1 star | No one-command install · Source | |
| 1887 | 22.557 | arijit-gogoi-mpvmcp · ai-agents | Control mpv media player playback, playlists, YouTube streaming, and downloads via AI agents. | 1 star | No one-command install · Source | |
| 1888 | 22.557 | financial-intelligence-mcp-servermcp · search | A production-grade MCP server that provides financial ML tools including RAG search, anomaly detection, contract summarization, vendor graph analysis… | 1 star | No one-command install · Source | |
| 1889 | 22.557 | coordinalo-mcp-servermcp · back-end | Connects AI agents to Coordinalo's scheduling platform, enabling booking management, availability checks, client management, and reporting through MCP… | 1 star | No one-command install · Source | |
| 1890 | 22.557 | coordinalomcp · other | Connects to Coordinalo's scheduling and booking platform for managing appointments, clients, providers, and services. | 1 star | No one-command install · Source | |
| 1891 | 22.557 | webaesbyamin-agent-receiptsmcp · back-end | Ed25519-signed receipts for every AI agent action. Local-first, verifiable, no server required. | 1 star | No one-command install · Source | |
| 1892 | 22.557 | project-brainmcp · back-end | A local MCP memory server that gives AI assistants durable project memory across coding sessions, storing context, changes, and decisions. | 1 star | No one-command install · Source | |
| 1893 | 22.557 | serverless-mcp-servermcp · back-end | A minimal, production-ready MCP server running on AWS Lambda with Streamable HTTP transport, enabling deployment of custom tools behind API Gateway. | 1 star | No one-command install · Source | |
| 1894 | 22.557 | alpine-mcpmcp · other | Provides the complete Alpine.js documentation as resources, enabling AI assistants to accurately reference directives, magics, globals, and plugins. | 1 star | No one-command install · Source | |
| 1895 | 22.557 | agentic-visionmcp · ai-agents | Enables LLMs to autonomously analyze camera images for occupational safety violations, generate risk reports per ISG regulations, and log violations… | 1 star | No one-command install · Source | |
| 1896 | 22.557 | synappsmcp · ai-agents | MCP server that builds a queryable graph of codebases using Language Server Protocol analysis, enabling AI agents to understand code relationships… | 1 star | No one-command install · Source | |
| 1897 | 22.557 | dav-mcpmcp · ai-agents | Transform AI agents into orchestrating assistants managing calendars, contacts, and tasks via CalDAV, CardDAV, and VTODO protocols. | 1 star | No one-command install · Source | |
| 1898 | 22.557 | bitvoya-mcpmcp · payments | Luxury hotel intelligence and secure checkout handoff for AI travel agents. | 1 star | No one-command install · Source | |
| 1899 | 22.557 | bitvoyamcp · payments | Luxury hotel search, rate comparison, booking quotes, and secure checkout handoff. | 1 star | No one-command install · Source | |
| 1900 | 22.557 | aleatoric-systemsmcp · other | Generates deterministic synthetic market data for backtesting, stress testing, and model validation across major exchanges. | 1 star | 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.