Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2201 | 90.0991 | vinayak-mehta-browser-usemcp · back-end | Enables web browsing capabilities for any MCP client through a simple command that leverages your existing LLM configuration without additional API… | 80 stars · 17 forks | No one-command install · Source | |
| 2202 | 90.0949 | jztan-pdfmcp · other | Read, merge, split, rotate, and extract text from PDF documents. | 129 stars · 9 forks | No one-command install · Source | |
| 2203 | 90.0913 | iphone-mcpmcp · front-end | Enables AI agents to control real iPhones and simulators on macOS, allowing for UI interaction, testing, and automation. | 89 stars · 14 forks | No one-command install · Source | |
| 2204 | 90.0894 | yuna0x0-anilistmcp · search | Integrates with Anilist's anime/manga database through GraphQL queries, enabling search, retrieval, and analysis of Japanese media information for… | 85 stars · 15 forks | No one-command install · Source | |
| 2205 | 90.0837 | runpodmcp · back-end | Enables programmatic control of RunPod cloud GPU resources and serverless deployments through a TypeScript interface to the RunPod REST API. | 76 stars · 19 forks | No one-command install · Source | |
| 2206 | 90.0809 | skillsmithmcp · ai-agents | Discover, install, and manage reusable skills for Claude Code. | 78 stars · 18 forks | No one-command install · Source | |
| 2207 | 90.0679 | ticktick-mcp-server-2mcp · back-end | MCP server for TickTick API enabling task management, project organization, habit tracking, and more. | 72 stars · 22 forks | No one-command install · Source | |
| 2208 | 90.0509 | a2a-langgraphmcp · ai-agents | A2A implementation using LangGraph | 59 stars · 28 forks | No one-command install · Source | |
| 2209 | 90.0414 | pinkpixel-mem0-autonomous-memorymcp · ai-agents | Provides autonomous memory capabilities for storing, retrieving, and utilizing conversation information across sessions, with automatic extraction and… | 98 stars · 12 forks | No one-command install · Source | |
| 2209 | 90.0414 | yuvalsuede-memorymcp · ai-agents | Automatically extracts and organizes project memories from conversation transcripts, maintaining both quick-access CLAUDE.md files and comprehensive… | 98 stars · 12 forks | No one-command install · Source | |
| 2211 | 90.0397 | aydinfer-spline-3d-designmcp · front-end | Connects to Spline 3D design tool API for creating, manipulating, and exporting 3D scenes with support for animations, model imports, and event-based… | 84 stars · 15 forks | No one-command install · Source | |
| 2211 | 90.0397 | groovybugify-aws-securitymcp · devops | Enables security professionals to inspect and analyze AWS infrastructure for security issues through natural language queries about GuardDuty… | 84 stars · 15 forks | No one-command install · Source | |
| 2211 | 90.0397 | dedeveloper23-codebase-retrieval-repomixmcp · search | Integrates with RepoMix to enable codebase retrieval and analysis for tasks like code review, dependency tracking, and automated documentation… | 84 stars · 15 forks | No one-command install · Source | |
| 2214 | 90.0280 | mikkoparkkola-mcp-gatewaymcp · back-end | Universal MCP gateway with single-port multiplexing and Meta-MCP. 4 meta-tools replace 100+ registrations, saving 95% context window. Hot-reloadable… | 77 stars · 18 forks | No one-command install · Source | |
| 2215 | 90.0268 | jexinsam-mssql-database-managermcp · database | Enables secure interactions with Microsoft SQL Server databases for automated data analysis, dynamic reporting, and intelligent database management. | 58 stars · 28 forks | No one-command install · Source | |
| 2215 | 90.0268 | ryancardin15-azuredevopsmcp · github-vcs | Integrates with Azure DevOps services to manage work items, code repositories, boards, sprints, and projects using TypeScript and the Model Context… | 58 stars · 28 forks | No one-command install · Source | |
| 2217 | 90.0231 | bv-venky-excalidraw-architectmcp · front-end | Generates Excalidraw architecture diagrams with automatic hierarchical layout, technology-aware styling for 50+ components, and stateful editing… | 147 stars · 8 forks | No one-command install · Source | |
| 2218 | 90.0120 | iceener-spotify-streamablemcp · auth | Integrates with Spotify's Web API through OAuth 2.1 authentication to provide music control and discovery capabilities including searching catalogs… | 79 stars · 17 forks | No one-command install · Source | |
| 2218 | 90.0120 | simonkurtz-msft-drawio-diagram-generatormcp · search | Generates Draw.io XML diagrams programmatically with 700+ embedded Azure architecture icons, batch operations, fuzzy shape search, and… | 79 stars · 17 forks | No one-command install · Source | |
| 2218 | 90.0120 | hannesrudolph-imessage-querymcp · other | Query and analyze iMessage conversations on macOS. | 79 stars · 17 forks | No one-command install · Source | |
| 2218 | 90.0120 | tinybirdco-tinybirdmcp · observability | Query and analyze large datasets using Tinybird analytics. | 79 stars · 17 forks | No one-command install · Source | |
| 2222 | 90.0091 | mcp-server-boilerplatemcp · back-end | Provides a simple addition tool and an API key retrieval tool, serving as a boilerplate for building MCP servers with Node.js. | 75 stars · 19 forks | No one-command install · Source | |
| 2223 | 89.9921 | hloiseaufcms-goplsmcp · back-end | Bridges the Go Programming Language Server (gopls) with AI systems, enabling advanced code analysis, navigation, completion, and diagnostic… | 101 stars · 11 forks | No one-command install · Source | |
| 2224 | 89.9787 | claude-swarmmcp · ai-agents | Orchestrates parallel Claude Code worker swarms with protocol-based behavioral governance for multi-hour autonomous coding sessions. | 110 stars · 10 forks | No one-command install · Source | |
| 2225 | 89.9762 | mgwalkerjr95-heb-grocerymcp · search | Search HEB grocery products, manage carts, clip coupons, and access store information. | 56 stars · 28 forks | No one-command install · Source | |
| 2226 | 89.9705 | spences10-svelte-docsmcp · front-end | Integrates with Svelte documentation to enable efficient querying and retrieval of framework-specific content for development assistance. | 123 stars · 9 forks | No one-command install · Source | |
| 2227 | 89.9681 | birdseyevue-daisyuimcp · front-end | Provides access to DaisyUI component documentation and usage patterns for Tailwind CSS development | 80 stars · 16 forks | No one-command install · Source | |
| 2228 | 89.9648 | mcp-gitwandmcp · ai-agents | an MCP server that auto-resolves Git merge conflicts so agents only touch the complex hunks — deterministic pattern engine with confidence scores and… | 167 stars · 7 forks | No one-command install · Source | |
| 2229 | 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 | |
| 2230 | 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 | |
| 2231 | 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 | |
| 2232 | 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 | |
| 2233 | 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 | |
| 2234 | 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 | |
| 2235 | 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 | |
| 2236 | 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 | |
| 2237 | 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 | |
| 2238 | 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 | |
| 2238 | 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 | |
| 2240 | 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 | |
| 2241 | 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 | |
| 2242 | 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 | |
| 2243 | 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 | |
| 2244 | 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 | |
| 2245 | 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 | |
| 2245 | 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 | |
| 2247 | 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 | |
| 2248 | 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 | |
| 2249 | 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 | |
| 2250 | 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 | |
| 2251 | 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 | |
| 2252 | 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 | |
| 2252 | 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 | |
| 2254 | 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 | |
| 2255 | 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 | |
| 2256 | 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 | |
| 2257 | 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 | |
| 2258 | 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 | |
| 2260 | 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 | |
| 2261 | 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 | |
| 2261 | 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 | |
| 2263 | 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 | |
| 2264 | 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 | |
| 2265 | 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 | |
| 2266 | 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 | |
| 2266 | 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 | |
| 2268 | 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 | |
| 2269 | 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 | |
| 2270 | 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 | |
| 2271 | 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 | |
| 2271 | 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 | |
| 2273 | 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 | |
| 2274 | 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 | |
| 2275 | 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 | |
| 2276 | 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 | |
| 2277 | 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 | |
| 2278 | 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 | |
| 2278 | 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 | |
| 2280 | 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 | |
| 2281 | 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 | |
| 2282 | 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 | |
| 2283 | 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 | |
| 2284 | 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 | |
| 2284 | 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 | |
| 2286 | 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 | |
| 2286 | 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 | |
| 2288 | 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 | |
| 2288 | 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 | |
| 2290 | 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 | |
| 2291 | 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 | |
| 2292 | 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 | |
| 2293 | 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 | |
| 2293 | 89.6798 | ramxx-tavilymcp · search | Search and retrieve AI-enhanced web results via Tavily. | 72 stars · 18 forks | No one-command install · Source | |
| 2295 | 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 | |
| 2295 | 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 | |
| 2297 | 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 | |
| 2297 | 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 | |
| 2299 | 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 | |
| 2300 | 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 |
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.