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 | 99.9604 | chrome-devtoolsmcp · browser | Provides direct Chrome browser control through DevTools for web automation, debugging, and performance analysis using accessibility tree snapshots for… | 52,627 stars · 4,864 forks · 4 mentions · passed install test | No one-command install · Source | |
| 2 | 99.9496 | markitdownmcp · other | Integrates with Microsoft's MarkItDown tool to convert documents like PDFs, Word files, and PowerPoint presentations into clean, structured markdown… | 177,617 stars · 13,061 forks · 1 mention | No one-command install · Source | |
| 3 | 99.9409 | github-mcpmcp · github-vcs | Use when an agent needs to operate GitHub natively — create issues and PRs, read and search repositories, and inspect commits — instead of shelling… | 32,663 stars · 4,883 forks · passed install test | armory install github-mcp --cli claude | |
| 4 | 99.9011 | world-monitor-mcpmcp · ai-agents | MCP server for real-time global intelligence, AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking, enabling agents and… | 87,417 stars · 13,325 forks | No one-command install · Source | |
| 5 | 99.8974 | genai-toolboxmcp · database | Provides a secure, configurable interface for executing pre-defined queries against multiple database systems including PostgreSQL, MySQL, SQL Server… | 16,293 stars · 1,706 forks · passed install test | No one-command install · Source | |
| 6 | 99.8951 | glips-figma-contextmcp · front-end | Integrates with Figma's design platform API to enable AI-driven design operations, asset management, and team collaboration within Figma workflows. | 15,754 stars · 1,258 forks · passed install test | No one-command install · Source | |
| 7 | 99.8554 | idosal-git-mcpmcp · github-vcs | Transform any GitHub project (repositories or GitHub pages) into a documentation hub. Allows AI tools like Cursor to access up-to-date documentation… | 8,429 stars · 747 forks · passed install test | No one-command install · Source | |
| 8 | 99.8523 | firecrawl-mcpmcp · browser | Use when an agent needs to turn the web into clean data — scrape a page, crawl a site, or extract structured content (incl. from PDFs) as markdown the… | 7,515 stars · 895 forks · passed install test | No one-command install · Source | |
| 9 | 99.8512 | d4vinci-scraplingmcp · front-end | Provides advanced web scraping capabilities with browser fingerprint impersonation, dynamic content fetching via Chromium, and stealth scraping… | 77,802 stars · 7,814 forks · 1 mention | No one-command install · Source | |
| 10 | 99.8500 | la-rebelion-labs-registrymcp · back-end | Search and discover MCP servers through the official MCP Registry service. | 7,213 stars · 976 forks · 2 mentions · passed install test | No one-command install · Source | |
| 11 | 99.8475 | netdatamcp · observability | Real-time infrastructure monitoring with metrics, logs, alerts, and ML anomaly detection | 80,661 stars · 6,636 forks | No one-command install · Source | |
| 12 | 99.8430 | xcodebuildmcp · front-end | Enables building, running, and debugging iOS and macOS applications through Xcode with tools for project discovery, simulator management, app… | 6,323 stars · 313 forks · passed install test | No one-command install · Source | |
| 13 | 99.8282 | mem0-mcpmcp · ai-agents | Use to give an agent long-term, cross-session memory backed by a managed service — store and semantically recall facts about a user or project that… | 66,022 stars · 7,762 forks · 21 mentions | No one-command install · Source | |
| 14 | 99.8244 | peekaboomcp · back-end | A macOS automation tool that provides high-fidelity screen capture, AI analysis, and complete GUI automation through a CLI and MCP server, enabling… | 5,098 stars · 393 forks · passed install test | No one-command install · Source | |
| 15 | 99.8228 | examcp · search | Query Exa API to retrieve structured search results. | 4,952 stars · 378 forks · passed install test | No one-command install · Source | |
| 16 | 99.8113 | codegraphmcp · search | Supercharges AI coding agents with a pre-indexed semantic code graph, enabling instant symbol relationships, impact analysis, and context retrieval… | 72,120 stars · 4,628 forks | No one-command install · Source | |
| 17 | 99.7803 | metabasemcp · ai-agents | Official Metabase MCP server enabling AI agents to search, explore, query, and visualize data in a self-hosted Metabase instance. | 49,047 stars · 6,782 forks | No one-command install · Source | |
| 18 | 99.7621 | context7-mcpmcp · back-end | Use whenever an agent needs current, version-accurate docs for a library, framework, SDK, or API — it fetches live documentation so the agent isn't… | 62,445 stars · 3,032 forks · 6 mentions | No one-command install · Source | |
| 19 | 99.7420 | tavily-searchmcp · search | Integrates with Tavily API to provide real-time web search and content extraction capabilities for research, aggregation, and fact-checking tasks. | 2,366 stars · 291 forks · passed install test | No one-command install · Source | |
| 20 | 99.7324 | mindsdbmcp · database | MindsDB allows applications to answer questions over large-scale federated data—spanning databases, data warehouses, and SaaS applications. | 39,680 stars · 6,240 forks | No one-command install · Source | |
| 21 | 99.7149 | codebase-memory-mcpmcp · ai-agents | High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 159 languages… | 41,746 stars · 3,400 forks · 1 mention | No one-command install · Source | |
| 22 | 99.6763 | microsoft-playwright-mcpmcp · browser | Enables web browser control for navigating websites, capturing page snapshots, interacting with elements, and taking screenshots through Playwright's… | 36,722 stars · 3,084 forks · 4 mentions | No one-command install · Source | |
| 23 | 99.6650 | brave-searchmcp · back-end | Integrates Brave's Search API to provide web search, local business search, image search, video search, news search, and summarization capabilities… | 1,413 stars · 199 forks · passed install test | No one-command install · Source | |
| 24 | 99.6066 | rocketride-org-rocketride-servermcp · ai-agents | MCP server that exposes RocketRide AI pipelines as tools for Claude, Cursor, and Windsurf. Self-hosted, open-source pipeline tool with multi-LLM… | 12,739 stars · 5,046 forks | No one-command install · Source | |
| 25 | 99.6022 | oraios-serenamcp · back-end | Provides intelligent code analysis and manipulation across multiple programming languages through language server protocols, enabling developers to… | 29,823 stars · 2,031 forks | No one-command install · Source | |
| 26 | 99.5825 | activepiecesmcp · back-end | Dynamic server to which you can add apps (Google Calendar, Notion, etc) or advanced Activepieces Flows (Refund logic, a research and enrichment logic… | 24,174 stars · 4,127 forks | No one-command install · Source | |
| 27 | 99.5792 | prefecthq-fastmcpmcp · back-endContributed by Sentinel | 🚀 The fast, Pythonic way to build MCP servers and clients. | 27,483 stars · 2,288 forks · 4 mentions | No one-command install · Source | |
| 28 | 99.5761 | fastmcpmcp · back-end | A high-level framework for building MCP servers in Python | 27,480 stars · 2,288 forks | No one-command install · Source | |
| 29 | 99.5718 | ahujasid-blendermcp · back-end | Enables natural language control of Blender for 3D scene creation, manipulation, and rendering without requiring knowledge of Blender's interface or… | 26,655 stars · 2,508 forks | No one-command install · Source | |
| 30 | 99.5663 | iskakaushik-clickhouse80b1mcp · other | Integrates with ClickHouse to enable natural language querying and exploration of large datasets while maintaining read-only safeguards. | 862 stars · 201 forks · passed install test | No one-command install · Source | |
| 31 | 99.5582 | czlonkowski-n8nmcp · other | Integrates with n8n workflow automation platform to provide conversational access to 525+ nodes including AI-capable nodes and triggers, enabling… | 22,820 stars · 3,638 forks | No one-command install · Source | |
| 32 | 99.5548 | yamadashy-repomixmcp · github-vcs | Package codebases into AI-friendly single files with intelligent code structure preservation and token optimization. | 28,161 stars · 1,509 forks · 1 mention | No one-command install · Source | |
| 33 | 99.5009 | screenpipemcp · other | give context of what you do 24/7 to AI | 21,718 stars · 2,214 forks · 2 mentions | No one-command install · Source | |
| 34 | 99.4832 | neondatabase-mcp-server-neonmcp · database | Manage Neon's serverless Postgres databases. | 626 stars · 119 forks · passed install test | No one-command install · Source | |
| 35 | 99.4796 | vectorize-io-hindsightmcp · ai-agents | Hindsight: Agent Memory That Works Like Human Memory - Built for AI Agents to manage Long Term Memory | 22,110 stars · 1,689 forks | No one-command install · Source | |
| 36 | 99.4784 | funasr-mcp-servermcp · back-end | Local speech recognition MCP server powered by FunASR and SenseVoice. It provides privacy-friendly audio transcription through a transcribe_audio… | 20,125 stars · 2,010 forks | No one-command install · Source | |
| 37 | 99.4560 | mksglu-context-modemcp · database | Reduces context consumption by 98% through sandboxed code execution and SQLite-based session continuity with FTS5 search. | 20,309 stars · 1,475 forks | No one-command install · Source | |
| 38 | 99.4486 | dbxmcp · back-end | MCP server for DBX, a universal database manager supporting 70+ databases, enabling natural language queries and database management through MCP. | 17,714 stars · 1,736 forks | No one-command install · Source | |
| 39 | 99.3975 | skill-seekers-skill-seekersmcp · database | Transform 17 source types (docs, GitHub repos, PDFs, videos, Jupyter, Confluence, Notion, Slack/Discord) into AI-ready skills and RAG knowledge. 35… | 14,879 stars · 1,516 forks | No one-command install · Source | |
| 40 | 99.3806 | webdriver-mcpmcp · browser | WebDriverIO-based MCP server enabling cross-browser automation (Chrome, Firefox, Safari) via the W3C WebDriver protocol — useful for enterprise test… | 9,833 stars · 2,679 forks | No one-command install · Source | |
| 41 | 99.3745 | justinpbarnett-unitymcp · other | Allow MCP clients to perform Unity Editor actions. | 13,821 stars · 1,461 forks | No one-command install · Source | |
| 42 | 99.3390 | plantuml-mcp-jsmcp · back-end | Pure Node.js MCP server that renders and validates PlantUML diagrams with zero Java and zero external server, powered by TeaVM. Exposes… | 13,288 stars · 1,235 forks | armory install plantuml-mcp-js --cli claude | |
| 43 | 99.3378 | pocketflow-tutorialmcp · github-vcs | Turns GitHub repositories into easy tutorials with AI | 12,680 stars · 1,450 forks | No one-command install · Source | |
| 44 | 99.3350 | tradingview-mcp-bridgemcp · browser | Enables AI assistants to interact with locally running TradingView Desktop for chart analysis, Pine Script development, and workflow automation via… | 5,956 stars · 2,597 forks | No one-command install · Source | |
| 45 | 99.3098 | mrexodio-ida-promcp · other | Automated reverse engineering with IDA Pro. | 11,756 stars · 1,396 forks | No one-command install · Source | |
| 46 | 99.3028 | computer-use-mcpmcp · ai-agents | MCP server that enables Claude to control your computer, similar to Anthropic's computer use but easy to set up locally. | 356 stars · 41 forks · passed install test | No one-command install · Source | |
| 47 | 99.2979 | hangwin-chromemcp · browser | Provides browser automation and semantic search capabilities through Chrome extension integration, enabling intelligent web element interaction, form… | 12,368 stars · 1,129 forks | No one-command install · Source | |
| 48 | 99.2954 | assistant-uimcp · front-end | The MCP server tools have been designed to allow an agent to query the specific information it needs to complete an assistant-ui related task - for… | 11,981 stars · 1,163 forks | No one-command install · Source | |
| 49 | 99.2931 | awslabs-mcpmcp · back-end | AWS MCP servers for seamless integration with AWS services and resources. | 9,653 stars · 1,736 forks | No one-command install · Source | |
| 50 | 99.2773 | zilliz-claude-contextmcp · database | Provides semantic code search and indexing using vector embeddings and AST-based code splitting, enabling natural language queries across codebases… | 12,463 stars · 917 forks | No one-command install · Source | |
| 51 | 99.2768 | beehiveinnovations-geminimcp · other | Give your development workflow access to all state of the art AI models for enhanced code analysis, problem-solving, and collaborative development. | 11,731 stars · 1,032 forks | No one-command install · Source | |
| 52 | 99.2513 | desktop-commandermcp · other | Integrates terminal and filesystem capabilities for executing system commands, managing processes, and performing advanced file operations on the… | 9,766 stars · 1,220 forks | No one-command install · Source | |
| 53 | 99.2413 | lauriewired-ghidramcp · other | Decompile and analyze binaries in Ghidra. | 9,912 stars · 1,023 forks | No one-command install · Source | |
| 54 | 99.2319 | uno-platformmcp · ai-agents | Cross-platform .NET development framework documentation and prompts | 10,030 stars · 878 forks | No one-command install · Source | |
| 55 | 99.2240 | ottomator-agentsmcp · ai-agents | Open source AI Agents hosted on the oTTomator Live Agent Studio platform | 5,752 stars · 1,953 forks | No one-command install · Source | |
| 56 | 99.2100 | kubesharkmcp · back-end | Real-time Kubernetes network traffic visibility and API analysis for HTTP, gRPC, Redis, Kafka, and DNS. | 12,066 stars · 545 forks | No one-command install · Source | |
| 57 | 99.1711 | lharries-whatsapp-bridgemcp · search | Provides a secure bridge to your WhatsApp account, enabling message search, contact management, and sending capabilities while keeping all data stored… | 6,218 stars · 1,284 forks | No one-command install · Source | |
| 58 | 99.1562 | sooperset-atlassianmcp · back-end | Access Confluence pages and Jira issues via Atlassian API. | 5,821 stars · 1,341 forks | No one-command install · Source | |
| 59 | 99.1330 | computer-agent-windows-desktop-controlmcp · front-end | Enables AI to control Windows desktop applications through UIAutomation and PyAutoGUI, providing capabilities for launching programs, executing… | 6,871 stars · 833 forks | No one-command install · Source | |
| 60 | 99.1324 | sonnylazuardi-talk-to-figmamcp · front-end | Enables bidirectional communication with Figma designs through a plugin and WebSocket server, allowing creation and manipulation of design elements… | 6,988 stars · 772 forks | No one-command install · Source | |
| 61 | 99.1323 | repowisemcp · github-vcs | Provides AI coding agents with five intelligence layers (dependency graph, git history, documentation, architectural decisions, code health) via nine… | 7,047 stars · 743 forks | No one-command install · Source | |
| 62 | 99.1274 | search-1mcp · search | Search Airweave collections with natural language queries. | 6,563 stars · 818 forks | No one-command install · Source | |
| 63 | 99.1030 | browsermcp-mcpmcp · browser | Automate your local Chrome browser | 7,040 stars · 560 forks | No one-command install · Source | |
| 64 | 99.0986 | agentdesk-browser-usemcp · ai-agents | AgentDesk fork of browser-use that integrates with the AgentDesk agent platform — adds desktop-tool registration, task planning hooks, and multi-agent… | 7,306 stars · 527 forks | No one-command install · Source | |
| 65 | 99.0719 | mobile-next-mobile-device-controlmcp · front-end | Enables remote control of Android and iOS devices through commands for screenshots, app management, screen interactions, and UI navigation, ideal for… | 6,299 stars · 543 forks | No one-command install · Source | |
| 66 | 99.0708 | bram2w-baserowmcp · database | Baserow database integration with table search, list, and row create, read, update, and delete capabilities. | 5,764 stars · 707 forks | No one-command install · Source | |
| 67 | 99.0545 | klavis-stratamcp · ai-agents | One MCP server that guides your AI agents use tools reliably progressively at any scale. | 5,812 stars · 561 forks | No one-command install · Source | |
| 68 | 99.0503 | lingo-translationmcp · back-end | Enables multilingual content translation for app localization, website content, and text data through a translate tool accessible via npx command with… | 5,404 stars · 812 forks | No one-command install · Source | |
| 69 | 99.0449 | firebasemcp · other | Give AI-powered development tools the ability to work with your Firebase projects | 4,462 stars · 1,244 forks | No one-command install · Source | |
| 70 | 99.0427 | ouroborosmcp · ai-agents | Local-first Agent OS that wraps Claude Code, Codex CLI, and other coding agents in a replayable Seed → Ledger → Runtime contract, driven by an… | 5,749 stars · 580 forks | No one-command install · Source | |
| 71 | 99.0153 | executeautomation-playwrightmcp · browser | Automate web browsers for testing, scraping, and visual analysis. | 5,638 stars · 533 forks | No one-command install · Source | |
| 72 | 99.0140 | 21st-dev-magicmcp · front-end | Create beautiful, modern UI components instantly through natural language descriptions. | 5,773 stars · 440 forks | No one-command install · Source | |
| 73 | 99.0124 | agent-gatewaymcp · back-end | Next Generation Agentic Proxy for API integrations | 4,685 stars · 796 forks · 1 mention | No one-command install · Source | |
| 74 | 98.9957 | tradingview-mcpmcp · ai-agents | AI-powered trading toolkit with backtesting, live sentiment, Yahoo Finance data, and 30+ technical analysis tools, integrated as an MCP server for… | 4,324 stars · 921 forks | No one-command install · Source | |
| 75 | 98.9943 | telnyx-typescriptmcp · back-end | Integrates with Telnyx's telecommunications APIs for voice calling, SMS/MMS messaging, phone number management, and AI assistants | 197 stars · 30 forks · passed install test | No one-command install · Source | |
| 76 | 98.9923 | excalidrawmcp · front-end | Generates hand-drawn style Excalidraw diagrams with streaming animations and interactive editing. | 5,370 stars · 507 forks | No one-command install · Source | |
| 77 | 98.9904 | coding-solo-godotmcp · other | Interface with the Godot game engine. Provides tools for launching the editor, running projects, and capturing debug output. | 5,461 stars · 464 forks | No one-command install · Source | |
| 78 | 98.9699 | byterover-ciphermcp · database | Memory-powered agent framework that provides persistent memory capabilities across conversations and sessions using vector databases and embeddings… | 4,966 stars · 454 forks | No one-command install · Source | |
| 79 | 98.9680 | aipotheosis-labs-acimcp · auth | Connects your AI agents to 600+ tool integrations with multi-tenant auth and granular permissions. | 4,888 stars · 483 forks | No one-command install · Source | |
| 80 | 98.9639 | codegraphcontextmcp · database | Indexes codebases into a Neo4j graph database to enable sophisticated code analysis including function call relationships, class hierarchies, dead… | 4,148 stars · 826 forks | No one-command install · Source | |
| 81 | 98.9453 | mcp-openshortsmcp · other | OpenShorts turns long videos into vertical clips readys for Social Media posting | 3,816 stars · 1,001 forks | No one-command install · Source | |
| 82 | 98.9276 | markuspfundstein-obsidianmcp · back-end | Access and modify notes in Obsidian vaults via REST API. | 4,445 stars · 504 forks · 2 mentions | No one-command install · Source | |
| 83 | 98.9238 | zoteromcp · search | Enables direct interaction with Zotero reference management libraries for searching literature, retrieving metadata and full-text content, managing… | 4,865 stars · 387 forks | No one-command install · Source | |
| 84 | 98.9069 | wigolomcp · search | Provides local-first web intelligence over MCP with tools for search, fetch, crawl, extract, cache, find-similar, research, and autonomous agent… | 4,834 stars · 363 forks | No one-command install · Source | |
| 85 | 98.8984 | chat-on-steroidsmcp · ai-agents | Enables ChatGPT to access approved local Windows folders, run commands, control the desktop, and manage session history through a permission-bounded… | 4,047 stars · 541 forks | No one-command install · Source | |
| 86 | 98.8978 | cloudflare-mcp-server-cloudflaremcp · back-end | Integration with Cloudflare services including Workers, KV, R2, and D1 | 4,136 stars · 505 forks | No one-command install · Source | |
| 87 | 98.8946 | haris-musa-excelmcp · github-vcs | Enables Excel file manipulation without Microsoft Excel installation using openpyxl, providing workbook operations, data validation detection… | 4,149 stars · 457 forks | No one-command install · Source | |
| 88 | 98.8915 | antv-chart-generatormcp · other | Enables AI to generate data visualizations using AntV's charting capabilities, supporting various chart types from structured data without requiring… | 4,347 stars · 415 forks | No one-command install · Source | |
| 89 | 98.8741 | automatemcp · back-end | A personal AI assistant server that provides MCP tools for notes, files, reminders, memory, shell, browser, and 30+ SaaS integrations, enabling AI… | 3,952 stars · 492 forks | No one-command install · Source | |
| 90 | 98.8606 | apifymcp · browser | Extract data from any website with thousands of scrapers, crawlers, and automations on Apify Store. Use ready-made tools to access all popular social… | 5,651 stars · 243 forks | No one-command install · Source | |
| 91 | 98.8509 | spec-workflowmcp · front-end | Provides structured project management through a four-phase development workflow with requirements gathering, technical design, task breakdown, and… | 4,294 stars · 355 forks | No one-command install · Source | |
| 92 | 98.8500 | taylorwilsdon-google-workspacemcp · comms | Integrates with Google Workspace to enable seamless interaction with Gmail, Drive, Docs, and Calendar for searching emails, retrieving messages… | 3,101 stars · 972 forks | No one-command install · Source | |
| 93 | 98.8429 | ivanmurzak-unitymcp · back-end | Server + Plugin for Unity Editor and Unity game. The Plugin allows to connect to MCP clients like Claude Desktop or others. | 4,048 stars · 368 forks | No one-command install · Source | |
| 94 | 98.8224 | sourcebot-dev-sourcebotmcp · github-vcs | Enables code search across multiple repository hosts including GitHub, GitLab, Gitea, Gerrit, and Bitbucket with advanced filtering options for… | 3,927 stars · 364 forks | No one-command install · Source | |
| 95 | 98.8151 | pleaseprompto-notebooklmmcp · browser | Automates Google NotebookLM interactions through browser automation, enabling document querying and notebook library management with stealth… | 3,381 stars · 492 forks | No one-command install · Source | |
| 96 | 98.8138 | adsagentmcp · ai-agents | Google Ads analysis and management — read performance, manage keywords, bids, and campaigns via AI agents. | 3,445 stars · 426 forks | No one-command install · Source | |
| 97 | 98.8046 | matthewhand-openapi-proxymcp · back-end | Dynamically exposes REST APIs defined by OpenAPI specifications as MCP tools, enabling seamless integration of external services into workflows. | 153 stars · 38 forks · passed install test | No one-command install · Source | |
| 98 | 98.8038 | grafanamcp · observability | Integrates with Grafana to enable searching dashboards, fetching datasource information, querying Prometheus metrics, and managing incidents through… | 3,407 stars · 432 forks | No one-command install · Source | |
| 99 | 98.7984 | google-analyticsmcp · observability | Integrates with Google Analytics to retrieve website traffic metrics, user behavior data, conversion tracking, and performance insights for analytics… | 3,100 stars · 673 forks | No one-command install · Source | |
| 100 | 98.7929 | agent-devicemcp · ai-agents | Mobile and desktop device automation for AI agents, enabling control of iOS, Android, TV, and macOS applications. | 4,316 stars · 268 forks | 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.