Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2401 | 68.063 | snyk-api-webmcp · back-endalso listed as snyk-api-web-mcp-server | Run DAST scans, onboard scan targets, configure authentication, and triage Dynamic Application Security Testing findings through natural language… | 7 stars · 6 forks | No one-command install · Source | |
| 2401 | 68.063 | genm-switchbotmcp · back-end | Integrates with SwitchBot devices to enable smart home automation, device control, and status monitoring using the SwitchBot API. | 7 stars · 6 forks | No one-command install · Source | |
| 2401 | 68.063 | central-mcp-servermcp · back-end | Enables AI assistants to query HPE Aruba Networking Central data (sites, devices, clients, alerts, events) through natural language. | 7 stars · 6 forks | No one-command install · Source | |
| 2401 | 68.063 | coincap-mcp-servermcp · back-end | Provides access to CoinCap's cryptocurrency market data and technical analysis tools via MCP, supporting assets, exchanges, markets, and more. | 7 stars · 6 forks | No one-command install · Source | |
| 2401 | 68.063 | atlassian-mcpmcp · back-end | MCP server for Atlassian Confluence and Jira Cloud with 51 tools to manage pages, issues, sprints, boards, and backlogs. | 7 stars · 6 forks | No one-command install · Source | |
| 2401 | 68.063 | tbosak-specbridgemcp · back-end | Automatically converts OpenAPI specifications into executable tools by scanning folders for spec files and generating corresponding endpoints with… | 7 stars · 6 forks | No one-command install · Source | |
| 2401 | 68.063 | fenxer-steam-reviewmcp · back-end | Integrates with Steam's API to fetch and analyze game reviews and information, enabling customizable queries for player feedback, sentiment tracking… | 7 stars · 6 forks | No one-command install · Source | |
| 2401 | 68.063 | kiwamizamurai-kibelamcp · back-end | Integrates with Kibela API to enable searching, retrieving, and accessing collaborative documentation for knowledge management and AI-assisted… | 7 stars · 6 forks | No one-command install · Source | |
| 2401 | 68.063 | mstfe-google-tasksmcp · back-end | Integrates with the Google Tasks API to provide structured task management capabilities for creating, listing, updating, and toggling tasks in default… | 7 stars · 6 forks | No one-command install · Source | |
| 2401 | 68.063 | fyimail-whatsappmcp · back-end | Connects AI systems to WhatsApp Web for sending messages, managing groups, searching contacts, and retrieving chat history through direct connection… | 7 stars · 6 forks | No one-command install · Source | |
| 2412 | 68.027 | vehicle-databasemcp · back-end | MotiveGrid Vehicle Database is an MCP server that provides AI assistants with grounded vehicle intelligence. Compare cars, retrieve vehicle… | 6,554 installs | No commit datelisted | No one-command install · Source |
| 2413 | 68.021 | cc8887-unreal-engine-editormcp · back-end | Transforms Unreal Engine Editor into an MCP-compatible server using Python's asyncio framework, enabling direct control of editor functionality for… | 11 stars · 3 forks | No one-command install · Source | |
| 2413 | 68.021 | phungxuananh-selenium-mcp-servermcp · back-end | A Model Context Protocol server providing web automation capabilities through Selenium WebDriver | 11 stars · 3 forks | No one-command install · Source | |
| 2413 | 68.021 | klodr-mercurymcp · back-end | Mercury business banking MCP server with 34 tools for accounts, transactions, invoicing, and transfers. | 11 stars · 3 forks | No one-command install · Source | |
| 2413 | 68.021 | mcp-server-analyzermcp · back-end | An MCP server that performs comprehensive Python code analysis using Ruff, ty, and Vulture for linting, type checking, and dead code detection. | 11 stars · 3 forks | No one-command install · Source | |
| 2413 | 68.021 | whatsapp-mcp-platformmcp · back-end | Provides a Model Context Protocol server for WhatsApp, enabling session management, webhook normalization, and tenant-based message operations through… | 11 stars · 3 forks | No one-command install · Source | |
| 2413 | 68.021 | gda-mcp-servermcp · back-end | Enables Android APK static analysis in Cursor/Claude via GDA CLI Server, supporting reconnaissance, attack surface scanning, and code decompilation… | 11 stars · 3 forks | No one-command install · Source | |
| 2413 | 68.021 | ching-chiang-comsolmcp · back-end | MCP server for AI-driven automation of COMSOL Multiphysics Desktop simulations via attachment to a running COMSOL instance. | 11 stars · 3 forks | No one-command install · Source | |
| 2413 | 68.021 | versoxbt-desktop-pilotmcp · back-end | macOS desktop automation MCP server enabling AI assistants to control applications, windows, and system interactions via Swift. | 11 stars · 3 forks | No one-command install · Source | |
| 2413 | 68.021 | doom-mcpmcp · back-end | MCP server that lets AI coding assistants play DOOM in compatible clients by embedding the real DOOM engine, providing game state, enemy intel, and… | 11 stars · 3 forks | No one-command install · Source | |
| 2413 | 68.021 | french-business-searchmcp · back-end | Connects to the French government's API Recherche Entreprises to retrieve detailed business information including names, addresses, directors, and… | 11 stars · 3 forks | No one-command install · Source | |
| 2413 | 68.021 | kilkelly-nano-currencymcp · back-end | Lightweight server for sending Nano cryptocurrency, enabling direct blockchain transactions with robust validation and error handling. | 11 stars · 3 forks | No one-command install · Source | |
| 2413 | 68.021 | bethmaloney-rdlmcp · back-endalso listed as rdl-mcp | Edit SQL Server Reporting Services (SSRS) report files | 11 stars · 3 forks | No one-command install · Source | |
| 2413 | 68.021 | heliosmcp · back-end | MCP server that securely reviews AI-generated code for vulnerabilities such as SQL injection, command injection, and hardcoded credentials. | 11 stars · 3 forks | No one-command install · Source | |
| 2413 | 68.021 | context-engineering-mcp-servermcp · back-end | Automates Cole Medin's context engineering methodology to generate high-quality Product Requirements Prompts (PRPs) by analyzing existing codebases… | 11 stars · 3 forks | No one-command install · Source | |
| 2413 | 68.021 | dynamic-mcp-servermcp · back-end | A flexible, extensible framework for building MCP servers with API key authentication, user management, and dynamic tool sharing. | 11 stars · 3 forks | No one-command install · Source | |
| 2413 | 68.021 | faridyusof727-datagovmymcp · back-end | Integrates with Malaysia's open government data API to provide access to population statistics, birth records, fuel prices, household income, and… | 11 stars · 3 forks | No one-command install · Source | |
| 2413 | 68.021 | ssh-mcp-server-2mcp · back-end | Enables AI assistants to execute SSH commands and perform token-efficient file operations on remote servers via the Model Context Protocol. | 11 stars · 3 forks | No one-command install · Source | |
| 2413 | 68.021 | grahammcbain-dominos-pizzamcp · back-end | Integrates with Domino's Pizza API to enable pizza ordering through store location, menu browsing, cart management, customer setup, coupon… | 11 stars · 3 forks | No one-command install · Source | |
| 2413 | 68.021 | sukeesh-zerodhamcp · back-end | Provides a bridge to the Zerodha trading platform API, enabling real-time market data access, portfolio monitoring, and trading information retrieval… | 11 stars · 3 forks | No one-command install · Source | |
| 2413 | 68.021 | microsoft-365-file-search-mcp-servermcp · back-end | Enables searching and retrieving files from SharePoint and OneDrive within Microsoft 365, with local caching for efficiency. | 11 stars · 3 forks | No one-command install · Source | |
| 2434 | 67.906 | node-js-api-documentation-mcp-servermcp · back-end | Enables querying Node.js API documentation, including searching for modules and listing all available modules with their methods. | 9 stars · 5 forks | No one-command install · Source | |
| 2434 | 67.906 | tylerilunga-procore-mcp-servermcp · back-end | MCP server exposing the full Procore REST API (2,636 endpoints) for construction project management. Includes 7 discovery and execution tools covering… | 9 stars · 5 forks | No one-command install · Source | |
| 2434 | 67.906 | gamedev-mcp-servermcp · back-end | Open-source, engine-agnostic MCP server shared by Unity-MCP, Godot-MCP, and Unreal-MCP. | 9 stars · 5 forks | No one-command install · Source | |
| 2434 | 67.906 | finos-ai-governance-mcp-servermcp · back-end | Provides direct access to AI governance framework documents, risks, and mitigations from FINOS repositories, enabling research and risk management… | 9 stars · 5 forks | No one-command install · Source | |
| 2434 | 67.906 | open-stocks-mcpmcp · back-end | An MCP server providing stock market data and trading capabilities through multiple broker APIs including Robinhood and Schwab. | 9 stars · 5 forks | No one-command install · Source | |
| 2434 | 67.906 | shareseer-shareseer-mcp-servermcp · back-end | MCP to Access SEC filings, financials & insider trading data in real time using [ShareSeer](https://shareseer.com) | 9 stars · 5 forks | No one-command install · Source | |
| 2434 | 67.906 | xjogger-wereadmcp · back-end | Cloudflare Workers MCP server for WeChat Reading (微信读书) exposing bookshelf, notes, highlights, reading stats, and recommendations through 20+ tools. | 9 stars · 5 forks | No one-command install · Source | |
| 2434 | 67.906 | zeropath-vulnerability-managementmcp · back-end | Integrates with ZeroPath vulnerability management platform to enable searching, retrieving detailed information about security issues, and approving… | 9 stars · 5 forks | No one-command install · Source | |
| 2434 | 67.906 | mordor-forge-gemini-media-mcpmcp · back-end | Unified Gemini media generation: Nano Banana (images, editing, multi-reference composition), Veo 3.1 (video, image-to-video, extend), TTS, and Lyria 3… | 9 stars · 5 forks | No one-command install · Source | |
| 2434 | 67.906 | xlights-mcp-servermcp · back-end | Analyzes music and generates xLights light show sequences, compatible with any MCP-compatible AI tool. | 9 stars · 5 forks | No one-command install · Source | |
| 2434 | 67.906 | 1c-formsservermcp · back-end | MCP server for generating, validating, converting, and searching managed 1C:Enterprise forms in three formats: Configurator, Managed, and EDT. | 9 stars · 5 forks | No one-command install · Source | |
| 2434 | 67.906 | azure-ai-vision-face-api-mcp-servermcp · back-end | Enables face detection and recognition in Agentic AI workflows using Azure Face API, supporting attribute detection, image comparison, and face… | 9 stars · 5 forks | No one-command install · Source | |
| 2434 | 67.906 | nano-banana-mcpmcp · back-end | MCP server that generates images using Gemini 3 Pro Image on Vertex AI, with support for reference images, task management, and GCS integration. | 9 stars · 5 forks | No one-command install · Source | |
| 2434 | 67.906 | appfolio-mcp-servermcp · back-end | Enables interaction with Appfolio Property Manager through the Reporting API, allowing property management tasks and data retrieval via natural… | 9 stars · 5 forks | No one-command install · Source | |
| 2434 | 67.906 | sanyambassi-ciphertrust-manager-mcp-servermcp · back-end | MCP server for Thales CipherTrust Manager integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI… | 9 stars · 5 forks | No one-command install · Source | |
| 2434 | 67.906 | openconstruct-llama-cpp-bridgemcp · back-end | Bridges local llama-server instances with MCP clients, providing chat interface, health monitoring, and configurable generation parameters for… | 9 stars · 5 forks | No one-command install · Source | |
| 2434 | 67.906 | rei-network-crypto-apismcp · back-end | Integrates with professional cryptocurrency data APIs from DefiLlama Pro, CoinGecko Pro, and Arkham Intelligence to provide real-time token prices… | 9 stars · 5 forks | No one-command install · Source | |
| 2434 | 67.906 | tumf-web3-mcpmcp · back-endalso listed as web3-mcp | An MCP server implementation wrapping Ankr Advanced API. Access to NFT, token, and blockchain data across multiple chains including Ethereum, BSC… | 9 stars · 5 forks | No one-command install · Source | |
| 2434 | 67.906 | bsmi021-node-omnibusmcp · back-end | Enables AI-assisted Node.js and TypeScript development optimized for popular frameworks, offering code generation, debugging, and project management… | 9 stars · 5 forks | No one-command install · Source | |
| 2434 | 67.906 | namecheap-domains-mcpmcp · back-end | Integrates Namecheap's domain API with Cursor AI to check domain availability, get pricing, and register domains directly through the AI interface. | 9 stars · 5 forks | No one-command install · Source | |
| 2434 | 67.906 | bendusy-pollinationsmcp · back-end | Provides text-to-audio API capabilities for dynamic audio generation through a TypeScript-based server implementation, enabling developers to create… | 9 stars · 5 forks | No one-command install · Source | |
| 2434 | 67.906 | kazuph-pocketmcp · back-end | Integrates with the Pocket API to enable natural language-based retrieval and management of saved articles. | 9 stars · 5 forks | No one-command install · Source | |
| 2457 | 67.900 | cove-douban-mcpmcp · back-end | Read-only MCP server that accesses Douban data through your local Chrome session, enabling search, movie/book details, marks, reviews, and more. | 13 stars · 2 forks | No one-command install · Source | |
| 2457 | 67.900 | christopherekfeldt-bitbucket-dcmcp · back-end | Integrates with Bitbucket Data Center for code search, file browsing, pull request management, and repository exploration through the REST API. | 13 stars · 2 forks | No one-command install · Source | |
| 2457 | 67.900 | phrase-mcp-servermcp · back-end | Use Phrase APIs from any MCP client (Claude, Cursor, etc.) with ready-to-use tools for Phrase Strings, Phrase TMS, and Connectors. | 13 stars · 2 forks | No one-command install · Source | |
| 2457 | 67.900 | fsdb-mcp-servermcp · back-end | An MCP server for reading and querying FSDB waveform files, enabling AI assistants to browse hierarchy, search signals, and extract waveform data with… | 13 stars · 2 forks | No one-command install · Source | |
| 2457 | 67.900 | checko-mcpmcp · back-end | Enables AI assistants to search and retrieve data about Russian companies, entrepreneurs, and individuals via the Checko.ru API, including financial… | 13 stars · 2 forks | No one-command install · Source | |
| 2457 | 67.900 | spaceship-mcp-servermcp · back-end | Enables AI agents to manage DNS records through the Spaceship API, with specialized tools for common record types like A, AAAA, CNAME, MX, SRV, and… | 13 stars · 2 forks | No one-command install · Source | |
| 2457 | 67.900 | h3c-cli-mcp-servermcp · back-end | Telnet-based MCP server for H3C network device CLI, enabling connection, command execution, and device mode detection via natural language. | 13 stars · 2 forks | No one-command install · Source | |
| 2457 | 67.900 | mcp-mathematicsmcp · back-end | A comprehensive MCP server that turns any AI assistant into a powerful mathematical computation engine, providing 52 advanced functions, 158 unit… | 13 stars · 2 forks | No one-command install · Source | |
| 2457 | 67.900 | undomcp · back-end | Provides checkpoint-based version control with intelligent undo functionality that tracks file changes, creates restoration points before… | 13 stars · 2 forks | No one-command install · Source | |
| 2457 | 67.900 | iocanel-backstagemcp · back-end | Enables AI systems to interact with Backstage developer portal for listing templates and instantiating new projects through Quarkus-based API… | 13 stars · 2 forks | No one-command install · Source | |
| 2467 | 67.778 | pump-fun-mcp-servermcp · back-end | A Cloudflare Worker that implements the MCP Streamable HTTP transport for AI agents to interact with pump.fun on Solana. | 17 stars · 1 fork | No one-command install · Source | |
| 2467 | 67.778 | deepseek-visionarymcp · back-end | An MCP server that integrates DeepSeek's web-native multimodal vision model into Zed, featuring automatic browser login and image analysis tools. It… | 17 stars · 1 fork | No one-command install · Source | |
| 2467 | 67.778 | aredotna-mcpmcp · back-end | MCP server for the Are.na API, providing 40+ auto-generated tools and custom composite tools to interact with Are.na channels, blocks, and users. | 17 stars · 1 fork | No one-command install · Source | |
| 2467 | 67.778 | filepilot-aimcp · back-end | Local-first MCP server for safely searching, reading, summarizing, tagging, deduplicating, and organizing local files with scoped access, read-only… | 17 stars · 1 fork | No one-command install · Source | |
| 2467 | 67.778 | alilxxey-openobserve-community-mcpmcp · back-end | Read-only MCP server for OpenObserve Community Edition via REST API. Search logs, traces, stream schemas, and dashboards without requiring the… | 17 stars · 1 fork | No one-command install · Source | |
| 2467 | 67.778 | uldyssian-sh-vmware-esximcp · back-end | Integrates with VMware ESXi hypervisors for direct virtual machine lifecycle management, host maintenance operations, resource monitoring, and… | 17 stars · 1 fork | No one-command install · Source | |
| 2467 | 67.778 | listfold-mousetailmcp · back-end | Anki flashcard integration using direct pylib API without requiring AnkiConnect addon | 17 stars · 1 fork | No one-command install · Source | |
| 2474 | 67.544 | plone-mcp-servermcp · back-end | Enables AI assistants to manage Plone CMS content, search, workflows, and Volto blocks via REST API. | 6 stars · 6 forks | No one-command install · Source | |
| 2474 | 67.544 | mcp-taobao-servermcp · back-end | 为大模型提供淘宝购物能力，支持搜索商品、加入购物车和生成待支付订单，人工完成付款。 | 6 stars · 6 forks | No one-command install · Source | |
| 2474 | 67.544 | suixinlei-tongyi-wanxmcp · back-end | Enables image generation through Alibaba's Tongyi Wanx API, handling authentication, communication, and response formatting for applications requiring… | 6 stars · 6 forks | No one-command install · Source | |
| 2474 | 67.544 | adls2-mcp-servermcp · back-endalso listed as erikhoward-adls-mcp-server | Enables interaction with Azure Data Lake Storage Gen2, supporting file, directory, and filesystem operations through MCP tools. | 6 stars · 6 forks | No one-command install · Source | |
| 2474 | 67.544 | dummyjson-user-managementmcp · back-end | Java-based user management server that integrates with DummyJSON API to provide retrieval, search, creation, updating, and deletion operations for… | 6 stars · 6 forks | No one-command install · Source | |
| 2474 | 67.544 | siddhantbajaj-shopifymcp · back-end | Integrates with Shopify to provide tools for retrieving product and customer data, enabling e-commerce analytics and automation without API… | 6 stars · 6 forks | No one-command install · Source | |
| 2481 | 67.483 | multi-carrier-shipping-api-powered-by-secureshipmcp · back-end | Secureship MCP gives AI assistants access to a multi-carrier shipping API covering rate comparison, label generation, package tracking, pickup… | 6,130 installs | No commit datelisted | No one-command install · Source |
| 2482 | 67.442 | mcp-metricoolmcp · back-end | Enables AI agents to interact with Metricool API for social media metrics, campaign data, and scheduling posts. | 15 forks | No one-command install · Source | |
| 2482 | 67.442 | targetprocess-mcp-servermcp · back-end | Enables AI assistants to interact with Targetprocess for search, create, update, and query of entities like User Stories and Bugs, with support for… | 15 forks | No one-command install · Source | |
| 2484 | 67.332 | lokimcpuniverse-servicenowmcp · back-end | Enterprise ServiceNow integration that provides complete API coverage for ITSM operations including incident management, change management, CMDB… | 3 stars · 7 forks | No one-command install · Source | |
| 2484 | 67.332 | new-relic-nerdgraph-mcp-servermcp · back-end | Enables users to query and manage New Relic account data and features through natural language or specific commands, including NRQL queries, entity… | 3 stars · 7 forks | No one-command install · Source | |
| 2484 | 67.332 | meraki-mcp-server-2mcp · back-end | Exposes a curated subset of the Cisco Meraki Dashboard API to MCP-aware clients with role-based access control. | 3 stars · 7 forks | No one-command install · Source | |
| 2487 | 67.193 | agent-commerce-gatewaymcp · back-end | Enables AI agents to discover, call, and pay for existing HTTP APIs over MCP with x402 paywalls, non-custodial settlement, and no code changes to the… | 16 stars · 1 fork | No one-command install · Source | |
| 2487 | 67.193 | mechanical-mcp-servermcp · back-end | Enables natural language interaction with ANSYS Mechanical simulation software via gRPC, allowing users to manage geometry, mesh, boundary conditions… | 16 stars · 1 fork | No one-command install · Source | |
| 2487 | 67.193 | esphome-mcp-servermcp · back-end | Enables AI assistants to manage ESPHome devices by listing, inspecting, editing, validating, compiling, and flashing firmware over-the-air via the… | 16 stars · 1 fork | No one-command install · Source | |
| 2487 | 67.193 | google-health-fitbit-mcpmcp · back-end | An MCP server that locally authenticates with Google Health API v4 and provides read-only access to Fitbit, Pixel Watch, and other health data for AI… | 16 stars · 1 fork | No one-command install · Source | |
| 2487 | 67.193 | abdulkhalek-1-drf-docsmcp · back-endalso listed as drf-mcp-docs | Exposes Django REST Framework API documentation through MCP for AI coding agents to generate frontend integration code. | 16 stars · 1 fork | No one-command install · Source | |
| 2487 | 67.193 | appstore-rejections-mcpmcp · back-end | An MCP server that gives AI assistants access to a curated database of Apple App Store rejection reasons, solutions, and real-world cases. | 16 stars · 1 fork | No one-command install · Source | |
| 2487 | 67.193 | rpg-mcp-servermcp · back-end | An immersive Role-Playing Game server built on the Model Context Protocol for interactive storytelling with AI assistants like Claude. | 16 stars · 1 fork | No one-command install · Source | |
| 2495 | 67.151 | biomcpmcp · back-end | A high-performance MCP server that gives LLMs access to 25 biomedical tools federated across 50+ upstream APIs for genes, variants, drugs, diseases… | 12 stars · 2 forks | No one-command install · Source | |
| 2495 | 67.151 | kylas-crm-mcp-servermcp · back-end | Model Context Protocol server for Kylas CRM lead operations, enabling lead creation, search/filter, and lookup of users, products, and pipelines. | 12 stars · 2 forks | No one-command install · Source | |
| 2495 | 67.151 | clawqlmcp · back-end | An MCP server for API discovery and execution with a token-efficient search -> execute workflow over OpenAPI, Google Discovery, and optional native… | 12 stars · 2 forks | No one-command install · Source | |
| 2495 | 67.151 | ms-365-admin-mcp-servermcp · back-endalso listed as okapi-ca-microsoft-365-admin | A Model Context Protocol server for Microsoft 365 administration using Graph API application permissions, enabling security monitoring, identity… | 12 stars · 2 forks | No one-command install · Source | |
| 2495 | 67.151 | genesys-mcpmcp · back-end | MCP server for Genesys Cloud that enables AI assistants to build and manage queues, skills, users, wrap-up codes, and Architect flows, including a… | 12 stars · 2 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.