Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4901 | 44.294 | mshegolev-allure-testopsmcp · back-end | Read-only access to Allure TestOps projects, launches, test cases, and test results via the Allure REST API. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | ofershap-mcp-server-dockermcp · back-end | Docker operations — manage containers, images, volumes, networks, and compose services. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | accurate-schema-mcpmcp · back-end | Schema-aware MCP server for Accurate Online, providing tools to list resources, lookup endpoint schemas, make authenticated API calls, and refresh… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | multi-search-mcpmcp · back-end | An MCP server that aggregates search results from Baidu, Bing, and Sogou without requiring any API keys, with built-in caching and anti-crawl… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | aruba-fatture-mcpmcp · back-end | MCP server for interacting with Aruba Fatturazione Elettronica API, enabling users to manage electronic invoices with Claude, including sending… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | mcp-read-only-grafanamcp · back-end | A secure MCP server for Grafana that provides read-only access by default, with a separate write-capable command for mutations. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | google-play-developer-mcpmcp · back-end | The complete MCP server for Google Play, offering 150 tools to fully control Android Publisher API v3 and Play Developer Reporting API v1beta1. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | smithsonian-mcp-servermcp · back-end | Enables searching and exploring millions of items from the Smithsonian Institution's collections including artifacts, artworks, specimens… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | open-archives-mcp-servermcp · back-end | Enables querying genealogical records, archive statistics, historical weather, and full-text transcriptions from Open Archives via natural language. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | sellersprite-mcpmcp · back-end | Enables AI agents to access and query SellerSprite's Amazon seller analytics data through structured MCP tools, handling authentication and API… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | longport-openapimcp · back-end | Integrates with Longport's financial OpenAPI services to enable market data retrieval, trade execution, order management, and account information… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | dsouzaalan-zapmailmcp · back-end | Integrates with Zapmail API to enable domain purchasing, bulk mailbox creation, email automation workflows, and platform exports for large-scale cold… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | theupsider-lspmcp · back-endalso listed as universal-lsp-mcp-server | Universal Language Server Protocol integration for AI coding assistants. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | ssh-alias-mcpmcp · back-end | Enables AI agents to SSH into Linux servers, run commands, deploy code, and manage servers via natural language, also doubles as a CLI for manual use. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | gjenkins20-unofficial-fortimonitor-mcp-servermcp · back-end | Unofficial FortiMonitor v2 API integration with 241 tools for server monitoring, outages, maintenance, metrics, notifications, and more. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | sap-cpi-mcp-servermcp · back-end | Enables AI agents to interact with SAP Cloud Integration (CPI) by exposing CPI APIs as MCP tools for inspecting metadata, runtime artifacts, message… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | the-colony-mcp-servermcp · back-end | Enables AI agents to interact with The Colony social network, including posting, commenting, voting, and direct messaging. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | paulieb89-govuk-mcpmcp · back-end | Search GOV.UK content, retrieve full government pages, look up organisations, and resolve UK postcodes to local authorities. 5 read-only tools, no API… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | relatio-crm-mcp-servermcp · back-end | Enables AI assistants to manage CRM prospects, activities, reminders, and mailbox via natural language commands through the Model Context Protocol. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | claude-code-mcp-for-cursormcp · back-end | Bridges Claude Code CLI with Cursor IDE to use your existing Claude subscription without separate API costs. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | ashare-mcpmcp · back-end | An MCP server that exposes all 23 baostock data endpoints as tools, including K-line, quarterly financials, performance reports, dividends, industry… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | resp-mcpmcp · back-end | SERP-free scholarly search MCP server that queries academic sources like arXiv, Semantic Scholar, and conference proceedings using official APIs and… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | blender-copilot-mcp-servermcp · back-end | Comprehensive MCP server for Blender with 308 tools across 25 modules, enabling AI-powered 3D creation and full VRChat avatar pipeline. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | thinkneo-mcp-servermcp · back-end | Open-source MCP server providing 72 tools for AI governance, observability, and security, with a built-in defense layer (ThinkShield). | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | shadabshaukat-postgresmcp · back-end | Enterprise PostgreSQL server with restricted/unrestricted access modes and Docker support. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | elorus-mcpmcp · back-end | MCP server for the Elorus invoicing and accounting platform, enabling AI assistants to create invoices, manage contacts, and query financial data… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | archdiagrammcp · back-end | MCP server for generating architecture diagrams with official vendor icons from natural language descriptions. Provides tools to validate specs… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | davidlandais-ovh-apimcp · back-end | Explore and call any OVH API endpoint via sandboxed JavaScript execution. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | simubridgemcp · back-end | Enables AI assistants to control MATLAB Simulink models through natural language, providing tools for model creation, block management, wiring… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | garmin-connect-china-mcp-servermcp · back-end | Enables AI assistants to read Garmin health and fitness data from the Chinese version (garmin.cn) via MCP protocol. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | rudraneel93-mcp-guardianmcp · back-end | Provides security monitoring and governance for MCP server interactions. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | bazos-mcpmcp · back-end | MCP server for interacting with Bazos.cz, Bazos.sk, Bazos.at, and Bazos.pl. Supports searching ads, retrieving ad details, and fetching user ratings. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | cybersecurity-professor-mcp-servermcp · back-end | An MCP server that exposes Prof. Null, an uncensored cybersecurity professor, as a set of specialized tools for learning hacking, CTFs, and security… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | epanet-mcp-servermcp · back-end | Enables LLMs to load, simulate, modify, and generate what-if scenarios for EPANET water-distribution network models through natural language… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | unifapimcp · back-end | Hosted MCP server providing live public-data APIs and skills for AI agents. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | shinydapps-l402-kitmcp · back-end | Full-stack L402 SDK: server middleware (Express/FastAPI/axum/net/http) + agent client with auto-pay. 4 languages (TypeScript, Python, Go, Rust). MCP… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | chriskildunne-nexhealthmcp · back-end | MCP server exposing the NexHealth healthcare API for patient management and appointment booking. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | juhongpark-pronunciationmcp · back-end | MCP server for real-time English pronunciation and fluency coaching with phoneme-level analysis and local audio processing. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | ddg-search-mcpmcp · back-end | DuckDuckGo Search MCP Server. Scrapes DuckDuckGo Lite directly — no API key required, no rate limits, robust anti-bot protection. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | amanmakesstuff-mapplsmcp · back-end | MCP server for Mappls (MapMyIndia) providing India-first mapping: geocoding, routing, nearby search, and place details via 18 tools. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | aftership-trackingmcp · back-end | Provides shipment tracking and returns management through the official AfterShip MCP server. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | t0saki-key2oauthmcp · back-end | Cloudflare Worker that wraps API-key MCP servers with OAuth 2.1 compliance for compatibility with Claude.ai and Cursor. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | 402indexmcp · back-end | Search 15,000+ paid API endpoints across L402, x402, and MPP protocols with real-time health monitoring. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | nikulk2992-prismhrmcp · back-end | Open-source MCP server for PrismHR — payroll, benefits, billing, compliance, and Microsoft 365 operations for PEOs. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | stealthsurf-vpnmcp · back-end | Manages StealthSurf VPN configurations, cloud servers, subscriptions, and device access through a stateless proxy to the StealthSurf API. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | rawtherapee-mcp-servermcp · back-end | Enables AI-assisted RAW photo development via RawTherapee CLI, with a visual feedback loop that allows the LLM to see and iteratively edit images. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | procyclingstats-mcp-servermcp · back-end | Provides professional cycling data from ProCyclingStats, enabling race discovery, stage results, rider profiles, startlists, and free-text search… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | atlasprzetargow-mcp-servermcp · back-end | Search 800 000+ Polish public tenders (BZP + TED). Profiles of procuring entities and contractors by NIP, market statistics by CPV/province, 90+ term… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | fizzy-do-mcpmcp · back-end | Open-source MCP server that connects AI assistants to Fizzy (Basecamp's task management) with 70+ tools for boards, cards, workflows, and AI-powered… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | woyax-mcp-chestnyi-znakmcp · back-end | MCP server for Russia's Chestnyi Znak product labelling system, allowing AI assistants to query marking codes, documents, warehouse balances, and… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | xraylib-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that provides access to xraylib X-ray interaction data through a standardized interface. Query cross-sections… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | keycloak-mcp-servermcp · back-end | Enables management of Keycloak identity and access management through the Keycloak Admin REST API, providing 299 tools for operations like user… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | itick-mcp-servermcp · back-end | Exposes iTick REST API as MCP tools, providing market data for stocks, crypto, forex, indices, futures, and funds including tick, quote, depth, and… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | mrblacksheep91-mt5mcp · back-end | MCP server bridging MetaTrader 5 terminals to AI tools with 28 tools covering market data, account info, technical indicators, and trading execution. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | mcp-server-matrixmcp · back-end | Enables AI assistants to interact with Matrix, the open decentralized communication protocol, allowing them to send and read messages, manage rooms… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | sinmb79-commercemcp · back-end | Local-first AI commerce server with tools for products, orders, inventory, and customer service. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | mcp-wedecodemcpmcp · back-end | A WeChat Mini Program decompilation MCP server that enables scanning, decompiling, and analyzing local WeChat mini program packages through MCP… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | deepwired-jiramcp · back-endalso listed as mcp-jira-scoped | Manage Jira Cloud issues, projects, and workflows using modern scoped API tokens with server-side scope enforcement. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | datadam-personal-data-mcp-servermcp · back-end | A persistent memory layer for AI tools that decouples personal data from AI's unstable memory, enabling you to mention information once and have it… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | vapi-mcp-servermcp · back-end | Enables AI agents to manage Vapi Voice AI platform resources such as assistants, calls, phone numbers, analytics, and workflows through natural… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | keycrm-mcpmcp · back-end | A Model Context Protocol server that lets Claude manage keyCRM catalogue, stock, orders, customers, pipelines, and more via natural language. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | kludgeworks-sparqlmcp · back-end | Integrates with SPARQL servers to enable querying and manipulation of RDF data sources, facilitating semantic web integration for knowledge graph… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | crossref-academic-mcp-servermcp · back-end | MCP server enabling AI agents to search and retrieve scientific papers, citations, and author profiles from Crossref, OpenAlex, and Semantic Scholar… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | ams360-mcp-servermcp · back-end | MCP server for Vertafore AMS360 WSAPI v3 that enables querying clients, policies, renewals, and activities through natural language. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | teamdesk-mcp-servermcp · back-end | MCP server for TeamDesk databases, enabling CRUD operations, search, and document generation via natural language. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | duckduckgo-search-mcp-servermcp · back-end | Enables web search and content fetching via DuckDuckGo without requiring an API key. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | app-publisher-mcpmcp · back-end | An MCP server for vibe coders to generate app icons with AI, auto-resize for iOS/Android, and publish to app stores, all from an AI coding assistant. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | greenbonemcpmcp · back-end | An MCP server connecting AI clients to Greenbone/OpenVAS for vulnerability scanning workflows, enabling scan creation, monitoring, report retrieval… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | 1ly-mcp-servermcp · back-endalso listed as 1ly-store | Enables AI agents to discover, pay for, and sell APIs using crypto on Solana and Base networks, with support for automated x402 payments. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | amazonads-mcpmcp · back-end | Enables AI assistants to interact with the Amazon Advertising API to manage campaigns, keywords, product ads, and retrieve performance metrics. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | simplemcpmcp · back-end | A lightweight MCP server that auto-discovers tool kits, enabling tools like SQLite queries and web searches via Tavily API. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | ya-reviews-mcpmcp · back-end | MCP server that scrapes Yandex Maps business reviews and company info, exposing them to AI assistants via three tools. No API key required, uses… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | alexpoopy1-roblox-studio-bridgemcp · back-end | Bridges Roblox Studio with external systems through a Node.js server and Lua plugin architecture, enabling real-time game object manipulation, script… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | mikrotik-mcp-servermcp · back-end | Enables management of MikroTik routers running RouterOS 6 and 7 via SSH, Telnet, or API with automatic command adaptation. Provides over 46 MCP tools… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | asana-project-ops-mcp-servermcp · back-end | High-performance MCP server that transforms how AI assistants interact with Asana, enabling complex task hierarchies and batch operations for… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | mcp-arangodb-asyncmcp · back-end | A production-ready MCP server that exposes 46 tools for ArangoDB operations, including queries, graph management, multi-tenancy, and backup/restore… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | azure-devops-mcp-server-4mcp · back-end | A Model Context Protocol server that enables AI assistants to interact with Azure DevOps work items, projects, wikis, and boards through natural… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | beehiveinnovations-palmcp · back-end | Unifies access to multiple AI model providers including Google Gemini, OpenAI, Azure OpenAI, X.AI Grok, OpenRouter, and custom endpoints through 15+… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | apple-calendar-mcp-servermcp · back-end | A comprehensive MCP server that provides AI assistants with natural language access to Apple Calendar, enabling reading, searching, creating, and… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | agno-docs-mcp-servermcp · back-end | Provides access to Agno framework documentation for AI agents, enabling search and retrieval of SDK references, API endpoints, code examples, and… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | ib-async-mcpmcp · back-end | MCP server for Interactive Brokers API, enabling account management, trading, market data, options, scanners, and news via natural language. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | saptadey-nexusmindmcp · back-end | Scientific reasoning server that processes complex queries through an eight-stage Graph-of-Thoughts approach, maintaining a multi-layer graph… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | hyperliquid-mcp-servermcp · back-end | 基于FastMCP的HyperLiquid交易MCP服务器，为AI助手提供市价/限价订单、仓位管理、市场数据等工具，支持与HyperLiquid永续合约和现货交易平台交互。 | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | weeek-mcp-servermcp · back-end | Full-featured MCP server integrating all 71 endpoints of the Weeek API as MCP tools for AI clients, enabling task, project, and workspace management… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | icloud-caldav-mcp-connectormcp · back-end | An HTTP Model Context Protocol (MCP) server exposing iCloud Calendar (CalDAV) tools so MCP-aware clients can list calendars, read events, and… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | renfe-mcp-servermcp · back-end | Enables querying Renfe train schedules, checking prices, and finding stations across Spain using official GTFS data. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | adk-mcp-servermcp · back-end | An offline-first MCP server for querying Google ADK documentation using vector search, enabling AI models to access and understand ADK docs. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | cypress-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that integrates Cypress with Cursor AI, enabling AI-powered test automation, debugging, and script generation… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | datawrapper-mcp-servermcp · back-end | Enables interaction with the Datawrapper API to create, manage, and publish data visualizations through natural language. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | notes-mcpmcp · back-end | A simple MCP server for chatbot/human collaborative management of text content stored as markdown files with YAML frontmatter. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | document-reader-mcpmcp · back-end | Universal MCP server for extracting text from various document formats including PDF, Excel, Word, CSV, and more, with support for streaming, limits… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | heatpump-mcp-servermcp · back-end | AI assistants can size heat pumps, estimate energy costs, and verify cold-climate performance using bundled data and no API keys. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | c4m3lblue-star-xray-cloudmcp · back-end | Integrates with Xray Cloud API to provide test management capabilities including test case creation, execution tracking, test planning, and JQL-based… | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | mcp-web-calcmcp · back-end | Provides web search, URL fetching, summarization, math evaluation, and Wikipedia tools for LM Studio without needing an API key. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | mcp-registry-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that provides tools to query the official MCP Registry. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | fitnotes-mcp-servermcp · back-end | Enables analysis of FitNotes workout data through an LLM, providing insights on progress, muscle groups, and personalized recommendations. | 3 stars · 1 fork | No one-command install · Source | |
| 4901 | 44.294 | ga4-bigquery-semantic-layermcp · back-end | Exposes a semantic layer on GA4 event data in BigQuery via an MCP server for consistent querying. | 3 stars · 1 fork | 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.