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 | 99.8500 | 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 | |
| 2 | 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 | |
| 3 | 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 | |
| 4 | 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 | |
| 5 | 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 | |
| 6 | 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 | |
| 7 | 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 | |
| 8 | 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 | |
| 9 | 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 | |
| 10 | 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 | |
| 11 | 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 | |
| 12 | 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 | |
| 13 | 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 | |
| 14 | 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 | |
| 15 | 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 | |
| 16 | 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 | |
| 17 | 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 | |
| 18 | 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 | |
| 19 | 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 | |
| 20 | 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 | |
| 21 | 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 | |
| 22 | 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 | |
| 23 | 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 | |
| 24 | 98.7385 | flimcp · back-end | Enables flight search and fare calendar exploration by interacting with Google Flights' API, supporting detailed filters for origin, destination… | 3,130 stars · 390 forks | No one-command install · Source | |
| 25 | 98.7307 | executormcp · back-end | An integration layer for AI agents that provides a catalog of tools from various sources (OpenAPI, GraphQL, MCP, etc.) and can be used as an MCP… | 3,496 stars · 276 forks | No one-command install · Source | |
| 26 | 98.7234 | fastmcp-2mcp · back-end | A high-level framework for building MCP servers in TypeScript | 3,270 stars · 318 forks | No one-command install · Source | |
| 27 | 98.6901 | gh-dgunning-edgar-toolsmcp · back-end | Open-source SEC EDGAR toolkit with tools for every filing type and no API key required. | 2,644 stars · 473 forks | No one-command install · Source | |
| 28 | 98.6777 | korean-law-mcpmcp · back-end | MCP server for Korean law data (statutes, precedents, regulations) with citation verification, impact analysis, and time comparison tools. | 2,543 stars · 513 forks | No one-command install · Source | |
| 29 | 98.6633 | metatool-ai-metatool-appmcp · back-end | MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI. | 2,642 stars · 422 forks | No one-command install · Source | |
| 30 | 98.6187 | blazickjp-arxiv-mcp-servermcp · back-end | Search and analyze academic papers from the arXiv repository. | 3,100 stars · 251 forks | No one-command install · Source | |
| 31 | 98.5668 | financial-datasetsmcp · back-end | Provides direct access to stock market data including income statements, balance sheets, cash flow statements, historical prices, and market news… | 2,282 stars · 345 forks | No one-command install · Source | |
| 32 | 98.5486 | yctimlin-excalidrawmcp · back-end | Enables LLMs to create and manipulate Excalidraw diagrams through a Node.js API that provides tools for element creation, modification, querying, and… | 2,476 stars · 277 forks | No one-command install · Source | |
| 33 | 98.5443 | butterbasemcp · back-end | AI-native open-source backend-as-a-service. Manage Postgres with RLS, auth, file storage, serverless TypeScript functions, durable objects, realtime… | 3,353 stars · 163 forks | armory install butterbase --cli claude | |
| 34 | 98.4915 | chrishayuk-mcp-climcp · back-end | Yet another CLI tool for testing MCP servers | 2,021 stars · 310 forks | No one-command install · Source | |
| 35 | 98.4167 | fluxdownmcp · back-end | Built-in MCP server in the FluxDown download manager: a Streamable HTTP endpoint (POST /mcp, JSON-RPC 2.0, Bearer auth) exposing 9 tools to add, list… | 2,831 stars · 142 forks | No one-command install · Source | |
| 36 | 98.3011 | minimax-tts-videomcp · back-end | Enables high-quality text-to-speech, voice cloning, and video generation capabilities through MiniMax's API with robust error handling and file… | 1,573 stars · 279 forks | No one-command install · Source | |
| 37 | 98.2928 | stack-chan-stack-chanmcp · back-end | A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functionality for AI-controlled interactions and emotions. | 1,689 stars · 215 forks | No one-command install · Source | |
| 38 | 98.2912 | qdrant-mcp-server-qdrantmcp · back-end | Store and retrieve vector-based memories for AI systems. | 1,517 stars · 301 forks | No one-command install · Source | |
| 39 | 98.2683 | ifuryst-open-computer-usemcp · back-end | Cross-platform computer automation MCP server using accessibility APIs, supporting macOS, Linux, and Windows. | 1,880 stars · 168 forks | No one-command install · Source | |
| 40 | 98.2545 | aaronjmars-opendiamcp · back-end | Provides OpenDia diagram creation capabilities through a lightweight web server with WebSocket support and HTTP API endpoints for real-time… | 1,915 stars · 159 forks | No one-command install · Source | |
| 41 | 98.1833 | anaisbetts-mcp-installermcp · back-end | Install and configure additional MCP servers dynamically. | 1,533 stars · 193 forks | No one-command install · Source | |
| 42 | 98.1249 | softeria-ms-365-mcp-servermcp · back-end | MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook, mail, files, Excel, calendar) | 945 stars · 363 forks | No one-command install · Source | |
| 43 | 98.1139 | isaacphi-language-servermcp · back-end | Provides intelligent code analysis and manipulation across multiple programming languages through language server protocols, enabling developers to… | 1,586 stars · 143 forks | No one-command install · Source | |
| 44 | 98.0696 | mathworks-matlabmcp · back-end | Run MATLAB using AI applications with the official MCP server from MathWorks, enabling code execution, evaluation, and static analysis | 1,578 stars · 129 forks | No one-command install · Source | |
| 45 | 98.0629 | modular-rag-mcp-servermcp · back-end | A pluggable, observable modular RAG framework exposing tools via MCP protocol for AI assistants like Copilot/Claude to query knowledge bases, list… | 1,162 stars · 266 forks | No one-command install · Source | |
| 46 | 98.0196 | higress-group-himarketmcp · back-end | Enterprise marketplace platform for packaging, publishing, and managing AI assets like Model APIs and MCP Servers with developer onboarding… | 1,281 stars · 177 forks | No one-command install · Source | |
| 47 | 97.9635 | junglemcp · back-end | Self-hosted MCP tool registry and proxy server that enables centralized discovery, management, and secure access to multiple MCP servers through a… | 1,242 stars · 156 forks | No one-command install · Source | |
| 48 | 97.9547 | caol64-wenyan-mcpmcp · back-end | Wenyan MCP Server, which lets AI automatically format Markdown articles and publish them to WeChat GZH. | 1,308 stars · 137 forks | No one-command install · Source | |
| 49 | 97.9449 | gh-drhelius-gearboymcp · back-end | Game Boy and Game Boy Color emulator with embedded MCP server for AI-assisted debugging and development. | 1,193 stars · 162 forks | No one-command install · Source | |
| 50 | 97.8739 | google-adsmcp · back-end | Access Google Ads API for campaign management and performance reporting. | 904 stars · 264 forks | No one-command install · Source | |
| 51 | 97.8678 | haftmcp · back-end | Haft is an MCP server that enforces engineering discipline for AI-assisted software delivery, providing tools for problem framing, decision contracts… | 1,392 stars · 102 forks | No one-command install · Source | |
| 52 | 97.8086 | tencentcloudbase-cloudbase-ai-toolkitmcp · back-end | One-stop backend services for WeChat Mini-Programs and full-stack apps. Provides specialized MCP tools for serverless cloud functions, databases, and… | 1,090 stars · 137 forks | No one-command install · Source | |
| 53 | 97.7962 | reactusemcp · back-end | MCP server for the ReactUse library. Exposes 110+ React Hook signatures, examples, and API metadata so AI coding assistants can discover and use any… | 1,048 stars · 141 forks | No one-command install · Source | |
| 54 | 97.7877 | suekou-notion-servermcp · back-end | Manage pages and databases in Notion workspaces. | 922 stars · 180 forks | No one-command install · Source | |
| 55 | 97.7656 | persome-mcp-servermcp · back-end | Enables MCP agents to query a local, cross-app personal model built from macOS activity, providing search, receipts, and model tools. | 1,323 stars · 92 forks | No one-command install · Source | |
| 56 | 97.7423 | ariadng-metatrader-mcp-servermcp · back-end | Enable AI LLMs to execute trades using MetaTrader 5 platform | 785 stars · 254 forks | No one-command install · Source | |
| 57 | 97.7327 | solana-mcp-by-vybemcp · back-end | Enables browsing Solana schemas and making live Solana API calls through a public MCP server. | 1,226 stars · 96 forks | No one-command install · Source | |
| 58 | 97.7189 | atlassian-rovo-mcp-servermcp · back-end | A cloud-hosted bridge that gives AI tools secure, real-time access to Jira, Confluence, Jira Service Management, Bitbucket, and Compass. | 1,009 stars · 126 forks | No one-command install · Source | |
| 59 | 97.6153 | idoubi-mcp-server-chatsummcp · back-end | Hook into your WeChat history and pull summaries of conversations. | 1,029 stars · 98 forks | No one-command install · Source | |
| 60 | 97.6104 | mcp-kali-servermcp · back-end | Connects MCP clients to a Kali Linux terminal for AI-assisted penetration testing and CTF challenge solving by executing commands like Nmap… | 808 stars · 160 forks | No one-command install · Source | |
| 61 | 97.6004 | grafbasemcp · back-end | Command-line tool for managing GraphQL APIs with features for local development, federation, and deployment across various connectors including… | 1,231 stars · 73 forks | No one-command install · Source | |
| 62 | 97.5884 | x-api-fastmcp-servermcp · back-end | A local MCP server that exposes the X API (formerly Twitter API) as tools, enabling operations like posting, searching, user management, and more via… | 853 stars · 127 forks | No one-command install · Source | |
| 63 | 97.5329 | gemini-skillmcp · back-end | MCP server to control Gemini web interface via CDP for AI image generation, chat, and image extraction. | 830 stars · 119 forks | No one-command install · Source | |
| 64 | 97.5326 | line-bot-mcp-servermcp · back-end | MCP server that integrates the LINE Messaging API to enable AI agents to send messages and manage LINE Official Accounts. | 771 stars · 148 forks | No one-command install · Source | |
| 65 | 97.4902 | snaggle-ai-openapi-mcp-servermcp · back-end | Convert OpenAPI specs into usable MCP endpoints. | 899 stars · 95 forks | No one-command install · Source | |
| 66 | 97.4893 | lark-feishumcp · back-end | Integrates with Feishu/Lark's collaboration suite, enabling AI assistants to interact with productivity tools through the official Node.js SDK. | 814 stars · 115 forks | No one-command install · Source | |
| 67 | 97.4649 | cohnen-google-adsmcp · back-end | Integrates with Google Ads API to enable direct access and management of advertising campaigns, performance analysis, and optimization within… | 701 stars · 159 forks | No one-command install · Source | |
| 68 | 97.4552 | tianshu-mcp-servermcp · back-end | Enables AI assistants to process documents, images, audio, and video via MCP protocol, converting unstructured data into structured Markdown/JSON. | 774 stars · 119 forks | No one-command install · Source | |
| 69 | 97.4501 | jetbrains-mcp-proxy-servermcp · back-end | Interact with JetBrains IDEs for code analysis and development tasks. | 965 stars · 77 forks | No one-command install · Source | |
| 70 | 97.4254 | stock-trade-mcp-servermcp · back-end | An MCP server that provides tools to access Tiingo API data including stock prices, news, forex, fundamentals, and corporate actions. | 138 stars · 440 forks | No one-command install · Source | |
| 71 | 97.4144 | annas-archivemcp · back-end | Integrates with Anna's Archive to provide search and download capabilities for Creative Commons publications and public domain materials, requiring… | 1,020 stars · 68 forks | No one-command install · Source | |
| 72 | 97.4047 | cloudflaremcp · back-end | Integrates with the entire Cloudflare API, covering 2,500+ endpoints across DNS, Workers, R2, Zero Trust, and all other Cloudflare products. | 782 stars · 108 forks | No one-command install · Source | |
| 73 | 97.4045 | mem0-coding-preferencesmcp · back-end | Integrates with mem0.ai to store, retrieve, and semantically search coding preferences, snippets, and programming knowledge through a persistent… | 658 stars · 150 forks | No one-command install · Source | |
| 74 | 97.4039 | wshobson-maverick-financial-analysismcp · back-end | Personal-use financial market analysis server that provides technical analysis tools including RSI, MACD, and moving averages with stock screening… | 655 stars · 156 forks | No one-command install · Source | |
| 75 | 97.4032 | luckypipewrench-pipelockmcp · back-end | Security harness that wraps MCP servers as stdio proxies with credential exfiltration prevention, DLP pattern matching, and SSRF protection. | 828 stars · 95 forks | No one-command install · Source | |
| 76 | 97.3954 | lldb-mcpmcp · back-end | Enables AI assistants to interact with LLDB debugging sessions through a standardized MCP interface, allowing natural language commands for debugging… | 756 stars · 112 forks | No one-command install · Source | |
| 77 | 97.3587 | hound-web-mcpmcp · back-end | Hound MCP Servers Gives your agent actually good fetch + Search for 0$, no catch, no api keys or free tiers, fully free. | 864 stars · 78 forks | No one-command install · Source | |
| 78 | 97.3314 | wyckoff-trading-agent-mcp-servermcp · back-end | Provides 10 tools for Wyckoff volume-price analysis across A-shares, Hong Kong, and US stocks, enabling natural language interactions for stock… | 593 stars · 185 forks | No one-command install · Source | |
| 79 | 97.3084 | mark3labs-filesystem-servermcp · back-end | Read, write, and manipulate local files through a controlled API. | 679 stars · 112 forks | No one-command install · Source | |
| 80 | 97.3081 | ckreiling-mcp-server-dockermcp · back-end | Manage Docker containers, bridged by the Docker SDK for Python. | 742 stars · 99 forks | No one-command install · Source | |
| 81 | 97.2628 | revamcp · back-end | A Ghidra MCP server that enables AI language models to interact with Ghidra for reverse engineering tasks, providing small, context-efficient tools to… | 822 stars · 72 forks | No one-command install · Source | |
| 82 | 97.2401 | cso1z-feishumcp · back-end | Integrates with Feishu (Lark) to enable document retrieval, messaging, and collaborative features directly within workplace conversations through a… | 741 stars · 87 forks | No one-command install · Source | |
| 83 | 97.2233 | tuananh-hypermcp · back-end | Enhance this server with plugins written in any WebAssembly-compatible programming language. | 880 stars · 63 forks | No one-command install · Source | |
| 84 | 97.2149 | hyperbrowser-mcpmcp · back-end | Hyperbrowser cloud browser MCP server — gives agents access to scalable headless Chrome sessions with built-in stealth, CAPTCHA solving, residential… | 789 stars · 73 forks | No one-command install · Source | |
| 85 | 97.1664 | damms005-devdbmcp · back-end | Exposes database tables and schemas via HTTP endpoints, allowing tools to query database structure without direct database access for… | 1,431 stars · 39 forks | No one-command install · Source | |
| 86 | 97.1210 | google-search-mcp-server-2mcp · back-end | Provides real-time Google search capabilities to AI assistants like Claude, bypassing anti-scraping mechanisms. | 621 stars · 98 forks | No one-command install · Source | |
| 87 | 97.1191 | yurineko73-godot-mcp-nativemcp · back-end | Godot Engine plugin that runs an MCP server natively inside the editor, exposing 154 tools for node operations, script editing, scene management, and… | 749 stars · 68 forks | No one-command install · Source | |
| 88 | 97.0562 | stumason-coolifymcp · back-end | Integrates with Coolify to enable natural language management of servers, projects, applications, and databases through the Coolify API, allowing… | 603 stars · 93 forks | No one-command install · Source | |
| 89 | 97.0261 | m365-assistant-mcp-servermcp · back-end | Connects Claude with Microsoft 365 services including Outlook, OneDrive, and Power Automate, enabling email, calendar, files, and flow management… | 434 stars · 160 forks | No one-command install · Source | |
| 90 | 97.0116 | xactions-mcp-servermcp · back-end | Enables AI agents to automate Twitter/X interactions with over 140 tools, requiring no API key. | 544 stars · 103 forks | No one-command install · Source | |
| 91 | 96.9943 | eat-pray-ai-youtube-data-apimcp · back-end | Integrates with YouTube Data API v3 to provide complete video management, channel operations, playlist control, analytics access, live streaming… | 623 stars · 75 forks | No one-command install · Source | |
| 92 | 96.9881 | miantiao-me-bm-mdmcp · back-end | Markdown processing server with tools for rendering, linting, parsing, and text extraction, optimized for Chinese publishing platforms like WeChat… | 618 stars · 76 forks | No one-command install · Source | |
| 93 | 96.9828 | mastanley13-gohighlevelmcp · back-end | Integrates with GoHighLevel CRM to manage contacts, conversations, blog posts, calendars, workflows, and media through comprehensive API access for… | 197 stars · 204 forks | No one-command install · Source | |
| 94 | 96.9603 | resend-emailmcp · back-end | Integrates with the Resend API to enable sending plain text emails with scheduling options and configurable reply-to addresses through command-line or… | 566 stars · 87 forks | No one-command install · Source | |
| 95 | 96.9576 | lisiting01-revitmcp · back-end | Enables AI interaction with Autodesk Revit models through a Node.js server that provides tools for creating, modifying, and deleting BIM objects in… | 454 stars · 147 forks | No one-command install · Source | |
| 96 | 96.9432 | scientific-illustratormcp · back-end | An MCP server that enables creating, editing, and reviewing scientific illustrations in Microsoft PowerPoint or draw.io, prioritizing native editable… | 732 stars · 57 forks | No one-command install · Source | |
| 97 | 96.9417 | jasonjmcghee-webmcpmcp · back-end | Turn any website into an MCP server with customizable tools. | 789 stars · 52 forks | No one-command install · Source | |
| 98 | 96.9405 | makeplane-planemcp · back-end | Integrates with Plane's project management APIs to enable creation and management of projects, issues, cycles, modules, and work logs through over 30… | 305 stars · 164 forks | No one-command install · Source | |
| 99 | 96.9391 | trellomcp · back-end | Enables Trello board interactions for task and project management using the Trello REST API. | 445 stars · 146 forks | No one-command install · Source | |
| 100 | 96.9278 | renderdoc-mcp-servermcp · back-end | Enables AI assistants to access RenderDoc capture data and assist in graphics debugging via a file-based IPC bridge. | 486 stars · 111 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.