Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1401 | 78.8056 | vinnividivicci-idsmcp · back-end | Creates buildingSMART IDS (Information Delivery Specification) files with complete compliance validation, supporting all IFC versions and facet types… | 26 stars · 5 forks | No one-command install · Source | |
| 1402 | 78.8004 | docs-maskedmcp · back-end | MCP server for locally masking personal data in documents before sending them to a language model, then restoring the original data in the model's… | 20 stars · 9 forks | No one-command install · Source | |
| 1402 | 78.8004 | mcpmuxmcp · back-end | Local gateway that connects all AI clients to configured servers through one endpoint. | 20 stars · 9 forks | No one-command install · Source | |
| 1402 | 78.8004 | staruml-mcp-servermcp · back-end | Enables creating diagrams or generating code from diagrams in StarUML via prompts. | 20 stars · 9 forks | No one-command install · Source | |
| 1402 | 78.8004 | algonius-browsermcp · back-end | An open-source MCP server that provides browser automation capabilities to external AI systems, enabling navigation, DOM interaction, and web content… | 20 stars · 9 forks | No one-command install · Source | |
| 1406 | 78.7725 | heimdall-app-store-connect-mcpmcp · back-end | Heimdall — MCP server for the Apple App Store Connect API & App Store Server API (StoreKit 2). 982 tools generated from Apple's official OpenAPI spec… | 47 stars · 2 forks | No one-command install · Source | |
| 1407 | 78.7654 | baserow-mcp-servermcp · back-end | MCP server enabling AI-powered Baserow database operations through natural language, with workspace, table, and row management. | 12 stars · 11 forks | No one-command install · Source | |
| 1408 | 78.7526 | redfish-mcp-servermcp · back-end | Enables AI agents to manage infrastructure through natural language queries to Redfish API endpoints, supporting listing endpoints and retrieving… | 19 stars · 10 forks | No one-command install · Source | |
| 1408 | 78.7526 | play-store-mcpmcp · back-end | An MCP server that connects to the Google Play Developer API to deploy apps, manage releases, respond to reviews, and monitor app health through an AI… | 19 stars · 10 forks | No one-command install · Source | |
| 1408 | 78.7526 | mcp-holdedmcp · back-end | A Model Context Protocol (MCP) server for the Holded Invoice API. This server allows AI assistants like Claude to interact with Holded's invoicing… | 19 stars · 10 forks | No one-command install · Source | |
| 1411 | 78.7263 | unleash-mcp-servermcp · back-end | Enables AI coding assistants to manage Unleash feature flags, including creation, detection, evaluation, and best practices. | 22 stars · 7 forks | No one-command install · Source | |
| 1411 | 78.7263 | pipe-stock-analysismcp · back-end | Self-hostable, read-only Taiwan stock-analysis MCP server that retrieves market data and computes reproducible indicators. | 22 stars · 7 forks | No one-command install · Source | |
| 1411 | 78.7263 | savethepolarbears-julesmcp · back-end | Integrates with Google Jules API for code generation and modification with autonomous scheduling capabilities, featuring cron-based recurring tasks… | 22 stars · 7 forks | No one-command install · Source | |
| 1411 | 78.7263 | geekbot-standupmcp · back-end | Integrates with Geekbot API to fetch standup meeting data and generate structured reports with filtering capabilities by date ranges and users… | 22 stars · 7 forks | No one-command install · Source | |
| 1411 | 78.7263 | kapilduraphe-okta-user-managementmcp · back-end | Integrates with Okta's user management system to retrieve detailed user information including profile data, account status, employment details, and… | 22 stars · 7 forks | No one-command install · Source | |
| 1411 | 78.7263 | harry-027-jotdownmcp · back-end | An MCP server to create/update pages in Notion app & auto generate mdBooks from structured content. | 22 stars · 7 forks | No one-command install · Source | |
| 1411 | 78.7263 | shodan-mcp-servermcp · back-end | Enables AI agents to perform passive reconnaissance, vulnerability intelligence, DNS analysis, and device search using Shodan's database of… | 22 stars · 7 forks | No one-command install · Source | |
| 1418 | 78.6395 | ai-research-assistantmcp · back-end | The server provides immediate access to millions of academic papers through Semantic Scholar and arXiv, enabling AI-powered research with… | 24,519 installs | No commit datelisted | No one-command install · Source |
| 1419 | 78.6137 | serpentine3d-mcp-servermcp · back-end | Enables AI to view the Serpentine3D viewport, create NURBS geometry, and execute commands, integrating AI directly into the modelling workflow. | 29 stars · 4 forks | No one-command install · Source | |
| 1419 | 78.6137 | adiom-grpc-bridgemcp · back-end | Bridges AI assistants to gRPC backends by dynamically exposing service methods as tools through server reflection or pre-compiled protocol buffer… | 29 stars · 4 forks | No one-command install · Source | |
| 1419 | 78.6137 | claude-autoapprove-mcpmcp · back-end | Restarts Claude Desktop with a debug port and injects JavaScript to enable granular control over MCP tool auto-approval, restoring per-chat consent. | 29 stars · 4 forks | No one-command install · Source | |
| 1422 | 78.6128 | othmaneblial-term-mcp-deepseekmcp · back-end | A DeepSeek MCP-like Server for Terminal | 18 stars · 10 forks | No one-command install · Source | |
| 1422 | 78.6128 | matiouscorp-google-ad-manager-mcpmcp · back-end | Google Ad Manager API integration for managing campaigns, orders, line items, creatives, and advertisers with bulk upload support. | 18 stars · 10 forks | No one-command install · Source | |
| 1422 | 78.6128 | liveblocks-liveblocks-mcp-servermcp · back-end | Create, modify, and delete different aspects of [Liveblocks](https://liveblocks.io) such as rooms, threads, comments, notifications, and more… | 18 stars · 10 forks | No one-command install · Source | |
| 1422 | 78.6128 | israel-drugs-mcp-servermcp · back-end | Provides AI agents with comprehensive access to Israel's complete pharmaceutical database from the Ministry of Health, enabling drug information… | 18 stars · 10 forks | No one-command install · Source | |
| 1422 | 78.6128 | mcp-shopifymcp · back-end | A comprehensive MCP server for Shopify Admin API integration, enabling AI assistants to manage products, orders, customers, inventory, analytics, and… | 18 stars · 10 forks | No one-command install · Source | |
| 1422 | 78.6128 | jaeger-mcp-servermcp · back-end | Enables to interact with Jaeger distributed tracing system through the MCP protocol. Supports querying traces, services, and operations via natural… | 18 stars · 10 forks | No one-command install · Source | |
| 1422 | 78.6128 | jama-mcp-servermcp · back-end | Read-only MCP server that allows interaction with a Jama Connect instance via tools, wrapping the official py-jama-rest-client library. | 18 stars · 10 forks | No one-command install · Source | |
| 1429 | 78.5227 | grok-build-pluginmcp · back-end | Live X (Twitter) and web search for any coding agent through your existing Grok subscription. Exposes a grok_search MCP tool, so no X API key or X… | 25 stars · 5 forks | No one-command install · Source | |
| 1429 | 78.5227 | papercortexmcp · back-end | An MCP server that adds AI-powered document intelligence to Paperless-ngx, enabling semantic search, automatic classification, receipt data… | 25 stars · 5 forks | No one-command install · Source | |
| 1429 | 78.5227 | amirsina-mandegari-gitlabmcp · back-end | Integrates with GitLab's API to provide merge request management, code review workflows, and branch-based development operations through tools for… | 25 stars · 5 forks | No one-command install · Source | |
| 1429 | 78.5227 | roo-activity-loggermcp · back-end | MCP server that automatically logs AI coding assistant activities such as command executions and code generation, saving them as JSON files for later… | 25 stars · 5 forks | No one-command install · Source | |
| 1433 | 78.5206 | adfin-financial-managementmcp · back-end | Integrates with Adfin's financial management platform to enable credit control checks, invoice creation, and document uploads through dynamically… | 11 stars · 11 forks | No one-command install · Source | |
| 1434 | 78.5109 | pascalwhoop-medical-apismcp · back-end | Unified access to biomedical APIs for drug discovery, pathway analysis, and genetic research | 23 stars · 6 forks | No one-command install · Source | |
| 1434 | 78.5109 | beycom-onetool-mcpmcp · back-end | One MCP server with 100+ developer tools including Brave, Gemini, Excel, files, database, and DevTools. | 23 stars · 6 forks | No one-command install · Source | |
| 1434 | 78.5109 | threatflux-yarafluxmcp · back-end | Provides YARA-based malware scanning capabilities with support for local and MinIO storage backends, enabling security professionals to manage rules… | 23 stars · 6 forks | No one-command install · Source | |
| 1434 | 78.5109 | fastn-integrationmcp · back-end | Dynamically registers and executes tools across multiple services, enabling seamless integration and real-time operations through a flexible… | 23 stars · 6 forks | No one-command install · Source | |
| 1434 | 78.5109 | macos-resource-monitor-mcp-servermcp · back-end | Identifies resource-intensive processes on macOS across CPU, memory, and network usage, with tools for detailed process filtering and system overview. | 23 stars · 6 forks | No one-command install · Source | |
| 1434 | 78.5109 | obsidian-http-mcpmcp · back-end | First HTTP-native MCP server for Obsidian that solves stdio transport bugs, enabling AI assistants to manage Obsidian notes without crashes. | 23 stars · 6 forks | No one-command install · Source | |
| 1434 | 78.5109 | fotoetienne-gqaimcp · back-end | 🏎 🏠 - Define tools using regular GraphQL queries/mutations and gqai automatically generates an MCP server for you. | 23 stars · 6 forks | No one-command install · Source | |
| 1434 | 78.5109 | kukapay-nearby-searchmcp · back-end | Integrates with Google Places API to provide location-based place discovery using IP-based detection, enabling users to find nearby businesses… | 23 stars · 6 forks | No one-command install · Source | |
| 1442 | 78.4958 | a2a-server-2mcp · back-end | Google A2A Server in Go | 45 stars · 2 forks | No one-command install · Source | |
| 1443 | 78.4784 | jaalbin24-wikijsmcp · back-end | Integrates with Wiki.js instances through GraphQL API to enable full CRUD operations for wiki pages including search, retrieval, creation, updating… | 17 stars · 10 forks | No one-command install · Source | |
| 1443 | 78.4784 | niledatabasemcp · back-end | Integrates with Nile Database services to enable database operations through TypeScript-based server implementation supporting both stdio and HTTP… | 17 stars · 10 forks | No one-command install · Source | |
| 1445 | 78.4674 | codeql-development-mcp-servermcp · back-end | Enables AI-assisted development of CodeQL queries for security analysis through the Model Context Protocol. Provides tools for compiling, testing, and… | 34 stars · 3 forks | No one-command install · Source | |
| 1445 | 78.4674 | origin-pro-mcp-servermcp · back-end | Enables AI assistants to control OriginLab Origin Pro via COM automation for data analysis, graphing, and styling, with real-time GUI updates. | 34 stars · 3 forks | No one-command install · Source | |
| 1447 | 78.4076 | johnneerdael-netskope-private-accessmcp · back-end | Integrates with Netskope API to manage private access infrastructure, enabling automated publisher lifecycle, app configuration, policy creation, and… | 8 stars · 12 forks | No one-command install · Source | |
| 1448 | 78.3750 | ielts-speaking-coach-mcp-servermcp · back-end | A local MCP server that enables IELTS speaking practice by managing training selections, session reviews, practice history, and dashboard data through… | 21 stars · 7 forks | No one-command install · Source | |
| 1448 | 78.3750 | attestable-mcp-servermcp · back-endalso listed as co-browser-attestable-mcp-server | Enables remote attestation of MCP servers using Intel SGX and RA-TLS, allowing clients to verify the exact code running on the server. | 21 stars · 7 forks | No one-command install · Source | |
| 1448 | 78.3750 | safe-omada-mcpmcp · back-end | Security-focused MCP server for TP-Link Omada Open API workflows, enabling network management via natural language. | 21 stars · 7 forks | No one-command install · Source | |
| 1448 | 78.3750 | streamable-mcp-servermcp · back-end | A starting template for building a Streamable HTTP MCP server using TypeScript, based on the official SDK example with session management. | 21 stars · 7 forks | No one-command install · Source | |
| 1448 | 78.3750 | benhaotang-semantic-scholarmcp · back-end | Integrates with the Semantic Scholar API to enable querying academic papers, authors, and citations for research and analysis tasks. | 21 stars · 7 forks | No one-command install · Source | |
| 1448 | 78.3750 | orbit-logistics-notionmcp · back-end | Integrates with Notion API to enable natural language-driven content management, knowledge base interactions, and automated workspace operations. | 21 stars · 7 forks | No one-command install · Source | |
| 1455 | 78.3745 | yougile-mcp-servermcp · back-end | Enables AI agents and developer tools to interact programmatically with Yougile workspace, supporting project, task, user, board, and column… | 19 stars · 9 forks | No one-command install · Source | |
| 1455 | 78.3745 | gologinmcp · back-end | Manage your GoLogin browser profiles and automation directly through AI conversations. This MCP server connects to the GoLogin API, letting you… | 19 stars · 9 forks | No one-command install · Source | |
| 1455 | 78.3745 | amazon-cart-mcp-servermcp · back-end | Enables AI assistants to interact with your personal Amazon cart through browser automation, allowing search, add to cart, and view cart… | 19 stars · 9 forks | No one-command install · Source | |
| 1455 | 78.3745 | iplocatemcp · back-end | Integrates with IPLocate.io API to provide IP address geolocation, network information, privacy detection, and abuse contact data for cybersecurity… | 19 stars · 9 forks | No one-command install · Source | |
| 1459 | 78.3673 | hugeicons-mcp-servermcp · back-end | Integrate Hugeicons seamlessly into your applications. Discover icons, access platform-specific usage instructions, and enhance your projects with… | 22,560 installs | No commit datelisted | No one-command install · Source |
| 1460 | 78.3587 | inventor-mcpmcp · back-end | MCP server for parametric 3D modeling in Autodesk Inventor, enabling natural language control of sketching, extrusion, hole features, and sheet metal… | 20 stars · 8 forks | No one-command install · Source | |
| 1460 | 78.3587 | archimate-mcp-servermcp · back-end | Enables LLMs to create, modify, and analyze ArchiMate architecture models using the ArchiMate 3.2 specification, supporting coArchi2 repositories and… | 20 stars · 8 forks | No one-command install · Source | |
| 1460 | 78.3587 | openstack-kr-python-openstackmcp-servermcp · back-endalso listed as python-openstackmcp-server | OpenStack MCP server for cloud infrastructure management based on openstacksdk. | 20 stars · 8 forks | No one-command install · Source | |
| 1464 | 78.3585 | figma-go-vkhanhquimcp · back-end | Zero-cost Figma integration using a local plugin bridge instead of the REST API, eliminating rate limits and API key requirements. | 951 stars | No commit datelisted | No one-command install · Source |
| 1465 | 78.3497 | shiori-mcp-servermcp · back-end | Student productivity MCP. Ask Claude what assignments are due, calculate grades needed, summarize notes, review flashcards. Works with Google… | 44 stars · 2 forks | No one-command install · Source | |
| 1466 | 78.3323 | conductor-mcp-servermcp · back-end | Enables AI agents to create, execute, and analyze workflows on a Conductor instance through natural language. | 16 stars · 10 forks | No one-command install · Source | |
| 1467 | 78.3246 | mrgoonie-human-climcp · back-end | Multimodal CLI and MCP server for vision, image generation, text-to-speech, and reasoning via Google Gemini. | 28 stars · 4 forks | No one-command install · Source | |
| 1467 | 78.3246 | google-trends-mcp-servermcp · back-end | Provides access to Google Trends data including status, trending questions, and trending topics via MCP tools. | 28 stars · 4 forks | No one-command install · Source | |
| 1469 | 78.2497 | keijiro-yamu-unitymcp · back-end | Enables Unity Editor compilation feedback through HTTP server integration, providing tools to trigger compilation, monitor build status, and retrieve… | 33 stars · 3 forks | No one-command install · Source | |
| 1470 | 78.1776 | webcryptmcp · back-end | Zero-dependency Web Crypto suite & Model Context Protocol (MCP) server for AES-256-GCM, RSA-4096, and AI agent security. | 24 stars · 5 forks | No one-command install · Source | |
| 1470 | 78.1776 | mcp-visionmcp · back-end | An MCP server that adds image recognition to AI coding tools, enabling them to analyze images, extract text, and perform OCR via multimodal APIs and… | 24 stars · 5 forks | No one-command install · Source | |
| 1470 | 78.1776 | mcp-matmcp · back-end | Headless MCP server for Eclipse MAT that enables analyzing Java heap dumps using built-in commands, OQL queries, and predefined reports. | 24 stars · 5 forks | No one-command install · Source | |
| 1470 | 78.1776 | hpohlmann-home-assistantmcp · back-end | Enables direct control of smart home devices through Home Assistant API, allowing natural language searching of entities and management of device… | 24 stars · 5 forks | No one-command install · Source | |
| 1474 | 78.1659 | ip2location-iomcp · back-end | Integrates with IP2Location.io API to retrieve geographic location, network details, security insights, and metadata for IPv4 and IPv6 addresses with… | 15 stars · 10 forks | No one-command install · Source | |
| 1474 | 78.1659 | fathom-ai-mcp-servermcp · back-end | Enables AI assistants to access Fathom meeting recordings, summaries, transcripts, teams, and webhooks through the Model Context Protocol. | 15 stars · 10 forks | No one-command install · Source | |
| 1476 | 78.0974 | olx-mcp-servermcp · back-end | Enables searching and retrieving details from OLX classifieds across multiple domains (Portugal, Poland, Bulgaria, Romania, Ukraine) using browser… | 22 stars · 6 forks | No one-command install · Source | |
| 1476 | 78.0974 | yoheinakajima-selfmcpmcp · back-end | Self-extending MCP server with a skill registry, search, and execution runtime. | 22 stars · 6 forks | No one-command install · Source | |
| 1476 | 78.0974 | toggl-mcp-servermcp · back-end | Enables AI assistants to interact with the Toggl time tracking API to manage time entries, projects, and workspaces through natural language. | 22 stars · 6 forks | No one-command install · Source | |
| 1479 | 78.0952 | mesh-mcpmcp · back-end | Access your network seamlessly with a simple and efficient server. Leverage a variety of tools to enhance your applications and workflows. Start… | 18,611 installs | No commit datelisted | No one-command install · Source |
| 1480 | 78.0790 | epl-mcpmcp · back-end | # EPL Language MCP Server The official Model Context Protocol (MCP) server for the EPL (English Programming Language) ecosystem. This server provides… | 27 stars · 4 forks | No one-command install · Source | |
| 1480 | 78.0790 | m-pineapple-crypto-analysismcp · back-end | Integrates with CoinPaprika API to provide real-time cryptocurrency price data, historical OHLCV analysis, technical indicators (RSI, MACD, Bollinger… | 27 stars · 4 forks | No one-command install · Source | |
| 1480 | 78.0790 | matthewdailey-rime-ttsmcp · back-end | Text-to-speech server that converts text into spoken audio through Rime's API, streaming with optimized buffering for minimal latency between… | 27 stars · 4 forks | No one-command install · Source | |
| 1480 | 78.0790 | joeseesun-qiniu-cloud-storagemcp · back-end | Provides a bridge to Qiniu Cloud Storage services for uploading files and retrieving public URLs through authenticated API calls | 27 stars · 4 forks | No one-command install · Source | |
| 1484 | 77.9615 | chykalophia-clickupmcp · back-end | Integrates with ClickUp's project management platform through 170+ tools covering tasks, documents, spaces, time tracking, goals, webhooks, custom… | 7 stars · 12 forks | No one-command install · Source | |
| 1484 | 77.9615 | kubestellar-a2a-mcp-servermcp · back-end | Enables AI-powered management of multi-cluster Kubernetes environments through natural language, supporting kubectl operations, function execution… | 7 stars · 12 forks | No one-command install · Source | |
| 1486 | 77.9584 | cam10001110101-jsoncanvasmcp · back-end | Provides tools for creating, modifying, and validating infinite canvas data structures, supporting all node types and edge connections, with a RESTful… | 14 stars · 10 forks | No one-command install · Source | |
| 1486 | 77.9584 | danielbushman-quickbasemcp · back-end | Integrates with Quickbase's JSON RESTful API for querying records, managing table relationships, handling file attachments, and user management… | 14 stars · 10 forks | No one-command install · Source | |
| 1486 | 77.9584 | madbonez-caldav-mcpmcp · back-end | Universal MCP server for CalDAV protocol integration. Works with any CalDAV-compatible calendar server including Yandex Calendar, Google Calendar (via… | 14 stars · 10 forks | No one-command install · Source | |
| 1486 | 77.9584 | discord-mcp-server-2mcp · back-end | Enables LLMs to read messages, discover channels, send messages, and monitor Discord communities using web scraping without requiring bot permissions… | 14 stars · 10 forks | No one-command install · Source | |
| 1486 | 77.9584 | phialsbasement-zonos-ttsmcp · back-end | Integrates with Zonos TTS API to generate expressive, multi-language speech output for AI applications using PulseAudio playback | 14 stars · 10 forks | No one-command install · Source | |
| 1491 | 77.9328 | data-intelligence-mcp-servermcp · back-end | Provides a modular MCP server to integrate with IBM Data Intelligence services, enabling secure interaction with data intelligence capabilities via… | 19 stars · 8 forks | No one-command install · Source | |
| 1491 | 77.9328 | opentargets-mcpmcp · back-end | MCP server that exposes the Open Targets Platform GraphQL API as a set of tools for querying biomedical data such as targets, diseases, drugs, and… | 19 stars · 8 forks | No one-command install · Source | |
| 1491 | 77.9328 | enhanced-outlookmcp · back-end | Bridges Microsoft Graph API to enable seamless email, calendar, and messaging interactions through natural language commands and comprehensive… | 19 stars · 8 forks | No one-command install · Source | |
| 1491 | 77.9328 | mcp-server-for-google-analytics-4mcp · back-end | Enables LLMs to interact with Google Analytics 4 data through the Google Analytics Data API, supporting standard reports, real-time data, and metadata… | 19 stars · 8 forks | No one-command install · Source | |
| 1491 | 77.9328 | yonaka-websocket-mcp-bridgemcp · back-end | Provides a WebSocket connection between clients and MCP servers. | 19 stars · 8 forks | No one-command install · Source | |
| 1496 | 77.9011 | dlwjdtn535-bybitmcp · back-end | Provides a bridge to the Bybit cryptocurrency exchange API for market data retrieval, account management, and order execution across spot and futures… | 9 stars · 11 forks | No one-command install · Source | |
| 1496 | 77.9011 | pexels-mcp-servermcp · back-end | Enables AI models to search and retrieve photos, videos, and collections from Pexels via the Pexels API. | 9 stars · 11 forks | No one-command install · Source | |
| 1498 | 77.8662 | wppilotmcp · back-end | Turns a WordPress site into an MCP server, letting AI clients interact with WordPress via typed abilities with safety profiles and plugin-aware… | 67 stars · 1 fork | No one-command install · Source | |
| 1499 | 77.8621 | mcp-plugin-dotnetmcp · back-end | Open-source .NET library/SDK that turns any .NET application into an MCP server (in-app plugin + SignalR server, stdio/HTTP transport). | 20 stars · 7 forks | No one-command install · Source | |
| 1499 | 77.8621 | mcp-kicad-sch-apimcp · back-end | MCP server for creating, modifying, and analyzing KiCAD schematic files using natural language. | 20 stars · 7 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.