Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1901 | 89.9483 | wisevision-ros2mcp · observability | Bridges ROS 2 robotics systems with conversational interfaces, enabling topic publishing, service calling, message subscription, and historical data… | 86 stars · 14 forks | No one-command install · Source | |
| 1902 | 89.9408 | donghao1393-dbutilsmcp · database | DButils is an all-in-one MCP service that enables your AI to do data analysis by accessing versatile types of database (sqlite, mysql, postgres, and… | 90 stars · 13 forks | No one-command install · Source | |
| 1903 | 89.9357 | freellmpoolmcp · ai-agents | MCP server that pools free tiers of multiple LLM providers behind an OpenAI-compatible endpoint, enabling model routing, failover, and usage tracking… | 95 stars · 12 forks | No one-command install · Source | |
| 1904 | 89.9309 | reaper-dawmcp · other | Provides complete control over REAPER DAW through a Lua bridge script, enabling track management, MIDI operations, FX processing, automation, project… | 82 stars · 15 forks | No one-command install · Source | |
| 1905 | 89.9208 | hig-mcpmcp · back-end | MCP server for Apple HIG compliance auditing, providing tools to list skills, search/lookup HIG references, audit files/projects, and explain… | 121 stars · 9 forks | No one-command install · Source | |
| 1906 | 89.9163 | mkutka-meraki-magicmcp · back-end | Integrates with Cisco's Meraki Dashboard API to enable network discovery, device management, policy retrieval, and network creation/deletion… | 41 stars · 30 forks | No one-command install · Source | |
| 1907 | 89.9129 | istarwyh-mcpadvisormcp · back-end | Discovery and recommendation service that helps find and understand available MCP services based on natural language queries, supporting multiple… | 89 stars · 13 forks | No one-command install · Source | |
| 1908 | 89.9110 | ztxtxwd-open-feishu-mcp-servermcp · auth | A Model Context Protocol (MCP) server with built-in Feishu OAuth authentication, supporting remote connections and providing comprehensive Feishu… | 85 stars · 14 forks | No one-command install · Source | |
| 1909 | 89.9095 | m3mcp · back-end | Enables querying MIMIC-IV medical data using natural language through MCP clients, with support for local DuckDB and cloud BigQuery backends. | 77 stars · 17 forks | No one-command install · Source | |
| 1910 | 89.9019 | 8bitgentleman-activitywatchmcp · ai-agents | Integrates with ActivityWatch to enable LLMs to interact with time tracking data, providing tools for listing buckets, executing AQL queries, and… | 72 stars · 20 forks | No one-command install · Source | |
| 1910 | 89.9019 | jshmllr-sketch-contextmcp · front-end | Bridges Sketch design files with development workflows through dual-component architecture, enabling file parsing, component extraction, layer… | 72 stars · 20 forks | No one-command install · Source | |
| 1912 | 89.9002 | xinnan-tech-autoglm-phonemcp · front-end | Automates Android phone interactions through vision-language models that capture screenshots, analyze UI elements, and execute touch actions. | 69 stars · 23 forks | No one-command install · Source | |
| 1913 | 89.8984 | ie3jp-illustratormcp · front-end | Read, manipulate, and export Adobe Illustrator design data on macOS via ExtendScript. | 94 stars · 12 forks | No one-command install · Source | |
| 1914 | 89.8979 | pinecone-vector-databasemcp · database | Develop with Pinecone, the vector database built for knowledgeable AI. | 71 stars · 21 forks | No one-command install · Source | |
| 1915 | 89.8965 | bright8192-esximcp · back-end | Provides a RESTful API for complete VMware ESXi/vCenter environment management including VM lifecycle operations and real-time performance monitoring… | 64 stars · 27 forks | No one-command install · Source | |
| 1916 | 89.8762 | apple-mail-mcpmcp · back-end | This MCP server allows AI assistants to read, send, search, and manage emails in Apple Mail on macOS. It uses AppleScript to interact with the Mail… | 68 stars · 24 forks | No one-command install · Source | |
| 1917 | 89.8749 | bzsasson-screaming-frogmcp · browser | Crawl websites, export SEO data, and manage crawls via Screaming Frog SEO Spider. | 81 stars · 15 forks | No one-command install · Source | |
| 1917 | 89.8749 | netease-modsdkmcp · search | Provides documentation search, code generation, and code review for Minecraft China Edition (NetEase) ModSDK development. | 81 stars · 15 forks | No one-command install · Source | |
| 1919 | 89.8709 | amenti-labs-vibecraftmcp · other | AI-powered WorldEdit for Minecraft with 50+ tools for natural language building, terrain generation, and pattern placement | 99 stars · 11 forks | No one-command install · Source | |
| 1920 | 89.8692 | gradion-ai-ipyboxmcp · devops | Provides secure Python code execution in Docker containers with stateful IPython kernels, real-time output streaming, file operations, and network… | 73 stars · 19 forks | No one-command install · Source | |
| 1921 | 89.8631 | abap-mcp-servermcp · search | Provides ABAP developers with unified search, document retrieval, feature matrix lookup, SAP Community search, and local ABAP linting capabilities via… | 88 stars · 13 forks | No one-command install · Source | |
| 1922 | 89.8504 | appstoremcp · back-end | Integrates with App Store and Google Play Store APIs to extract app metadata, reviews, rankings, and developer details for competitive analysis… | 76 stars · 17 forks | No one-command install · Source | |
| 1923 | 89.8428 | j3k0-google-workspacemcp · comms | Integrates Google Workspace APIs to enable tasks like sending emails, scheduling meetings, and managing documents in Gmail, Calendar, and Drive. | 32 stars · 32 forks | No one-command install · Source | |
| 1924 | 89.8426 | qdrant-loader-mcp-servermcp · database | Enables AI development tools to perform semantic search and document relationship analysis on vectorized content stored in Qdrant databases. | 51 stars · 28 forks | No one-command install · Source | |
| 1924 | 89.8426 | zaphod-black-espocrmmcp · observability | Integrates with EspoCRM to provide complete CRUD operations for contacts, accounts, and opportunities with advanced search, filtering, pagination, and… | 51 stars · 28 forks | No one-command install · Source | |
| 1926 | 89.8388 | youware-labs-figma-pilotmcp · front-end | Bridges Figma designs with natural language commands through a semantic CLI and HTTP polling architecture. | 106 stars · 10 forks | No one-command install · Source | |
| 1927 | 89.8362 | cdnsteve-sugarmcp · other | Autonomous AI development system with persistent task queue and background execution. | 93 stars · 12 forks | No one-command install · Source | |
| 1928 | 89.8354 | wikijsmcp · database | Integrates with Wiki.js documentation platform through GraphQL API to create, update, search, and organize wiki pages while maintaining bidirectional… | 44 stars · 29 forks | No one-command install · Source | |
| 1929 | 89.8273 | jen6-ticktickmcp · front-end | Provides a bridge between TickTick task management platform and conversational interfaces, enabling creation, updating, filtering, and completion of… | 66 stars · 25 forks | No one-command install · Source | |
| 1930 | 89.8220 | mitchhankins01-oura-ringmcp · otheralso listed as oura-ring-mcp | Connect your Oura Ring to AI assistants for human-readable health insights with smart analysis tools. | 27 stars · 34 forks | No one-command install · Source | |
| 1932 | 89.8211 | garmin-connect-mcp-servermcp · ai-agents | A Model Context Protocol (MCP) server for Garmin Connect integration. Access your activities, health data, training metrics, and more through Claude… | 61 stars · 27 forks | No one-command install · Source | |
| 1933 | 89.8166 | openadapt-omnimcpmcp · front-end | Provides a robust UI automation framework leveraging advanced computer vision techniques for precise element detection, interaction, and verification… | 74 stars · 18 forks | No one-command install · Source | |
| 1933 | 89.8166 | mcp-service-media-crawler-chinese-socialmcp · browser | Integrates multiple Chinese social media platforms including Xiaohongshu, Douyin, Kuaishou, Bilibili, Weibo, Tieba, and Zhihu for systematic content… | 74 stars · 18 forks | No one-command install · Source | |
| 1935 | 89.8165 | code-to-treemcp · other | Converts source code into Abstract Syntax Tree representations using tree-sitter parsers for multiple programming languages including C, C++, Rust… | 87 stars · 13 forks | No one-command install · Source | |
| 1936 | 89.8076 | cyanheads-filesystemmcp · other | Provides a secure interface for interacting with local filesystems, enabling file reading, writing, updating, and directory management with robust… | 50 stars · 28 forks | No one-command install · Source | |
| 1937 | 89.7995 | madeye-agent-filesystem-daemonmcp · ai-agents | Persistent sidecar daemon with MCP bridge eliminating per-call fork/exec overhead for AI agents accessing filesystems, git, and source code. | 117 stars · 9 forks | No one-command install · Source | |
| 1938 | 89.7962 | nepse-api-mcp-servermcp · back-end | Provides structured access to Nepal Stock Exchange market data through the Model Context Protocol, enabling AI integration for querying real-time… | 60 stars · 27 forks | No one-command install · Source | |
| 1938 | 89.7962 | bnb-chain-blockchainmcp · other | Enables direct interaction with BNB Chain and other EVM-compatible networks for blockchain operations including block exploration, smart contract… | 60 stars · 27 forks | No one-command install · Source | |
| 1940 | 89.7946 | geeksfino-knowledge-basemcp · search | Integrates with knowledge bases to enable searching, retrieving, and potentially updating information from structured repositories for enhanced… | 72 stars · 19 forks | No one-command install · Source | |
| 1941 | 89.7784 | memory-bankmcp · ai-agents | Provides a structured documentation system for preserving context in complex projects through templates, project summaries, and consistent knowledge… | 77 stars · 16 forks | No one-command install · Source | |
| 1942 | 89.7580 | tecnologicachile-mail-imapmcp · comms | Secure IMAP email access with read/write operations and cursor-based pagination. | 69 stars · 21 forks | No one-command install · Source | |
| 1943 | 89.7544 | mcp-server-for-home-assistant-http-transportmcp · ai-agents | A Home Assistant Custom Component that provides an MCP server using HTTP transport, allowing AI assistants like Claude to interact with your Home… | 73 stars · 18 forks | No one-command install · Source | |
| 1943 | 89.7544 | mirno-ehf-ue5-blueprintmcp · other | Enables AI-assisted Unreal Engine 5 Blueprint development through tools for node management, connection handling, variable operations, and flow… | 73 stars · 18 forks | No one-command install · Source | |
| 1945 | 89.7524 | reaper-reapy-mcpmcp · other | Enables AI assistants to control REAPER DAW via the Model Context Protocol, including track, FX, MIDI, and audio operations. | 82 stars · 14 forks | No one-command install · Source | |
| 1946 | 89.7487 | palinodemcp · ai-agents | Git-versioned markdown memory for AI agents with search, save, compact, lint, and audit tools. | 28 stars · 33 forks | No one-command install · Source | |
| 1947 | 89.7470 | hachecito-odoo-erpmcp · payments | Integrates with Odoo ERP systems through XML-RPC to enable business process automation across sales, purchasing, inventory, and accounting modules… | 48 stars · 28 forks | No one-command install · Source | |
| 1948 | 89.7424 | peppermcp · ai-agents | Pepper gives AI agents eyes and hands inside iOS Simulator apps, enabling them to view screens, tap buttons, inspect objects, and intercept network… | 103 stars · 10 forks | No one-command install · Source | |
| 1949 | 89.7341 | slither-mcp-servermcp · back-end | Enables static analysis of Solidity smart contracts using Slither, including contract metadata, function details, inheritance, and security detectors… | 96 stars · 11 forks | No one-command install · Source | |
| 1950 | 89.7325 | sdiehl-sympymcp · database | Provides a stateful symbolic mathematics engine for precise algebraic operations, calculus, vector analysis, tensor calculations, and differential… | 85 stars · 13 forks | No one-command install · Source | |
| 1950 | 89.7325 | ricocf-wolframalphamcp · other | Connects language models to Wolfram Alpha for performing mathematical calculations, scientific queries, and data analysis with structured results in… | 85 stars · 13 forks | No one-command install · Source | |
| 1952 | 89.7288 | cursor10x-memorymcp · search | Provides persistent memory for Cursor through vector-based semantic search and structured data storage, enabling long-term context awareness across… | 79 stars · 15 forks | No one-command install · Source | |
| 1953 | 89.7194 | ai-vision-mcpmcp · other | Provides AI-powered image and video analysis using Google Gemini and Vertex AI models through the Model Context Protocol. | 76 stars · 16 forks | No one-command install · Source | |
| 1954 | 89.7193 | vapimcp · ai-agents | Integrates with Vapi's AI voice calling platform to manage voice assistants, phone numbers, and outbound calls with scheduling support through eight… | 57 stars · 27 forks | No one-command install · Source | |
| 1955 | 89.7154 | mcp-newsnowmcp · back-end | Aggregates hot news and trending topics from 14+ Chinese platforms like Zhihu, Weibo, Bilibili, and Douyin via the Newsnow API, providing tools to… | 70 stars · 20 forks | No one-command install · Source | |
| 1956 | 89.7144 | purodelphi-firebirdmcp · database | Enables secure access to Firebird SQL databases through natural language, supporting table listing, schema descriptions, query execution, and field… | 64 stars · 26 forks | No one-command install · Source | |
| 1956 | 89.7144 | wechat-official-accountmcp · auth | Integrates with WeChat Official Account API to enable OAuth authentication, draft article creation, media upload and management, and direct publishing… | 64 stars · 26 forks | No one-command install · Source | |
| 1958 | 89.6982 | swiss-case-law-open-dataset-mcpmcp · search | Enables LLMs to search and analyze Swiss case law, legislation, and citation networks with 43 tools for decision search, statute lookup, citation… | 71 stars · 19 forks | No one-command install · Source | |
| 1958 | 89.6982 | sanity-io-sanity-cmsmcp · database | Integrates with Sanity CMS to enable direct content creation, querying, and management through specialized tools for documents, datasets, schemas… | 71 stars · 19 forks | No one-command install · Source | |
| 1960 | 89.6981 | keynotemcp · back-end | Automates Keynote presentation creation and management through AppleScript integration, enabling slide manipulation, content insertion, image… | 74 stars · 17 forks | No one-command install · Source | |
| 1960 | 89.6981 | nighttrek-ollamamcp · ai-agents | Bridges Ollama's local large language model runner, enabling low-latency access to the LLM while maintaining data privacy and control. | 74 stars · 17 forks | No one-command install · Source | |
| 1962 | 89.6965 | vs-claude-codemcp · ai-agents | A native Visual Studio 2026 extension implementing Claude Code's IDE integration protocol: agent edits open in VS's diff viewer for accept/reject, and… | 81 stars · 14 forks | No one-command install · Source | |
| 1963 | 89.6888 | agents-councilmcp · ai-agents | The simplest way to bridge and collaborate across AI Agent sessions like Claude Code, Codex, Gemini, or Cursor. It allows your agents to combine their… | 66 stars · 23 forks | No one-command install · Source | |
| 1964 | 89.6881 | payram-mcp-servermcp · payments | Enables AI agents to deploy and operate a self-hosted, no-signup crypto payment gateway with multi-chain support, card-to-crypto checkout, and MCP… | 155 stars · 7 forks | No one-command install · Source | |
| 1965 | 89.6798 | multi-cli-mcpmcp · ai-agents | An MCP server that bridges multiple AI clients (Claude, Gemini, Codex, OpenCode) so they can call each other as tools. | 72 stars · 18 forks | No one-command install · Source | |
| 1965 | 89.6798 | ramxx-tavilymcp · search | Search and retrieve AI-enhanced web results via Tavily. | 72 stars · 18 forks | No one-command install · Source | |
| 1967 | 89.6678 | adenot-google-searchmcp · back-end | Integrates Google Custom Search API to enable web searches for fact-checking, research, and content generation tasks. | 68 stars · 21 forks | No one-command install · Source | |
| 1967 | 89.6678 | hamflx-imagen3mcp · back-end | Enables AI to generate images from text prompts using Google's Imagen 3 API, handling API communication, image storage, and serving through a local… | 68 stars · 21 forks | No one-command install · Source | |
| 1969 | 89.6656 | bing-cn-mcp-servermcp · back-end | Provides Bing Chinese search and webpage crawling tools, enabling AI assistants to fetch real-time web information without API keys. | 69 stars · 20 forks | No one-command install · Source | |
| 1969 | 89.6656 | henryhaoson-yuquemcp · devops | Integrates with Yuque knowledge base platform to enable document management operations, content search, and team analytics through a flexible server… | 69 stars · 20 forks | No one-command install · Source | |
| 1971 | 89.6470 | hatri-hana-cloud-ml-bridgemcp · database | Bridges SAP HANA Cloud databases with machine learning operations through a three-layer architecture that enables model management, execution… | 64 stars · 25 forks | No one-command install · Source | |
| 1972 | 89.6374 | md2card-mcp-servermcp · front-end | Converts Markdown content into beautifully designed knowledge cards with customizable styles and sizes. Also supports fetching and converting WeChat… | 80 stars · 14 forks | No one-command install · Source | |
| 1973 | 89.6373 | remote-desktop-commandermcp · other | Enables secure remote access to your computer's filesystem and terminal through MCP, allowing AI assistants to manage files, run commands, and… | 88 stars · 12 forks | No one-command install · Source | |
| 1973 | 89.6373 | atom-of-thoughtsmcp · back-end | Structured reasoning MCP server that decomposes problems into atomic steps (premise, reasoning, hypothesis, verification, conclusion) with confidence… | 88 stars · 12 forks | No one-command install · Source | |
| 1975 | 89.6359 | mcp-apps-playgroundmcp · ai-agents | A demo MCP server showcasing interactive HTML UIs for tools like list sorting, flame graphs, and feature flags, enabling bidirectional communication… | 73 stars · 17 forks | No one-command install · Source | |
| 1976 | 89.6284 | aynopsmcp · back-endalso listed as gaoharimran29-glitch-cybersecurity-mcp-server | An Open Sourced Model Context Protocol (MCP) Local server that gives Claude real-time cybersecurity reconnaissance capabilities | 23 stars · 35 forks | No one-command install · Source | |
| 1978 | 89.6262 | frx-director-mcpmcp · ai-agents | MCP server that lets a high-capability director model drive the firefox-reverse browser's built-in reverse-engineering Agent, with a cheap worker… | 77 stars · 15 forks | No one-command install · Source | |
| 1979 | 89.6243 | portel-dev-ncp-orchestratormcp · ai-agents | Intelligent orchestration layer that unifies multiple MCP servers into a single gateway with RAG-powered discovery engine for semantic tool routing… | 100 stars · 10 forks | No one-command install · Source | |
| 1979 | 89.6243 | arjunkmrm-minecraftmcp · other | Integrates with Minecraft to enable AI control and interaction within game environments for research, education, and automation. | 100 stars · 10 forks | No one-command install · Source | |
| 1981 | 89.6228 | infoblox-dns-aidmcp · ai-agents | Discover and publish AI agents via DNS using SVCB records per RFC 9460. | 63 stars · 26 forks | No one-command install · Source | |
| 1981 | 89.6228 | george5562-jiramcp · other | Integrates Jira's project management capabilities with AI systems to automate tasks, track progress, and streamline development workflows. | 63 stars · 26 forks | No one-command install · Source | |
| 1983 | 89.6113 | browsermcp · search | Browser extension that enables real-time interaction with web pages, allowing retrieval of content as markdown, CSS styling modifications, and browser… | 83 stars · 13 forks | No one-command install · Source | |
| 1984 | 89.5929 | zammad-mcp-servermcp · back-end | An MCP server that connects AI assistants to Zammad, providing tools for managing tickets, users, organizations, and attachments. | 38 stars · 29 forks | No one-command install · Source | |
| 1985 | 89.5834 | appwritemcp · back-end | Backend-as-a-service platform integration for database, user, storage, and function management | 71 stars · 18 forks | No one-command install · Source | |
| 1985 | 89.5834 | migratorywhale-stackchanmcp · other | Controls Stack-chan robots via AI with text-to-speech, camera, and servo management through M5Stack CoreS3. | 71 stars · 18 forks | No one-command install · Source | |
| 1985 | 89.5834 | revulamcp · back-end | Production-grade MCP server for universal reverse engineering automation. | 71 stars · 18 forks | No one-command install · Source | |
| 1988 | 89.5755 | kesslerio-attiomcp · search | Integrates with Attio CRM platform to enable customer relationship management operations including advanced search with filtering, batch operations… | 68 stars · 20 forks | No one-command install · Source | |
| 1989 | 89.5747 | google-mapsmcp · search | Integrates Google Maps Platform APIs with 3D visualization to provide place searching, route computation, elevation data retrieval, and weather lookup… | 64 stars · 24 forks | No one-command install · Source | |
| 1990 | 89.5740 | openinvestmcp · ai-agents | Investment decision tools for AI agents: portfolio status, isolated multi-agent committee analysis, auditable verdict history, and lookahead-protected… | 82 stars · 13 forks | No one-command install · Source | |
| 1990 | 89.5740 | camdenclark-ankimcp · search | Integrates with Anki flashcard decks via AnkiConnect to enable automated creation, retrieval, and management of study materials. | 82 stars · 13 forks | No one-command install · Source | |
| 1992 | 89.5671 | jayarrowz-figmamcp · front-end | Integrates with Figma's API to enable viewing, manipulating, and collaborating on design files through comprehensive access to file operations… | 76 stars · 15 forks | No one-command install · Source | |
| 1993 | 89.5670 | zaizaizhao-mcp-swagger-servermcp · back-end | A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specifications to MCP format, enabling AI assistants to interact with REST APIs… | 74 stars · 16 forks | No one-command install · Source | |
| 1993 | 89.5670 | trading-mcp-servermcp · back-end | A comprehensive MCP server for stock analysis and trading insights, including stock screening, fundamental analysis, insider trading, options… | 74 stars · 16 forks | No one-command install · Source | |
| 1995 | 89.5630 | apitapmcp · back-end | MCP server that turns any website into an API by capturing or importing API endpoints, enabling AI agents to interact with web services without a… | 125 stars · 8 forks | No one-command install · Source | |
| 1996 | 89.5539 | posecodemcp · back-end | MCP server for Posecode | 108 stars · 9 forks | No one-command install · Source | |
| 1996 | 89.5539 | agent-search-mcp-2mcp · search | Free multi-source search for AI agents with multi-source verification, token savings, and MCP native support. | 108 stars · 9 forks | No one-command install · Source | |
| 1998 | 89.5440 | lpigeon-unitree-go2mcp · other | Enables control of the Unitree Go2 quadruped robot through natural language commands, translating conversational instructions into precise ROS2… | 86 stars · 12 forks | No one-command install · Source | |
| 1999 | 89.5320 | z80-cryo-blockchainmcp · database | Provides a powerful Ethereum blockchain data extraction and analysis interface using Cryo and DuckDB, enabling efficient SQL-based querying of… | 91 stars · 11 forks | No one-command install · Source | |
| 2000 | 89.5300 | solidworksmcp-pythonmcp · front-end | Python MCP server for SolidWorks automation with 109 tools covering the full CAD lifecycle. Enables AI-assisted design workflows through COM… | 65 stars · 22 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.