Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1201 | 81.1993 | music21-mcp-servermcp · back-end | A multi-interface music analysis server providing MCP, HTTP, CLI, and Python interfaces for music21-based analysis. | 25 stars · 10 forks | No one-command install · Source | |
| 1201 | 81.1993 | kukapay-modbus-mcpmcp · back-end | An MCP server that standardizes and contextualizes industrial Modbus data. | 25 stars · 10 forks | No one-command install · Source | |
| 1203 | 81.1846 | pinterest-mcp-servermcp · back-end | Enables AI agents to interact with the Pinterest API, allowing management of boards and pins through natural language commands. | 22 stars · 12 forks | No one-command install · Source | |
| 1204 | 81.1658 | gh-janghyuckyun-youtube-intelligencemcp · back-end | Extracts YouTube video metadata, transcripts, and comments via yt-dlp with server-side LLM summarization, entity extraction, topic segmentation, and… | 51 stars · 3 forks | No one-command install · Source | |
| 1205 | 81.1537 | quickchat-aimcp · back-end | Provides a bridge between AI assistants and Quickchat's conversation platform, enabling seamless interaction with Quickchat scenarios through API key… | 24 stars · 11 forks | No one-command install · Source | |
| 1206 | 81.1255 | reachy-mini-mcp-servermcp · back-end | Control a Reachy Mini robot through natural language, with tools for head/antenna movement, gestures, emotions, camera, and command sequences. | 32 stars · 6 forks | No one-command install · Source | |
| 1206 | 81.1255 | fu-jie-mimomcp · back-endalso listed as mimo-free-api-mcp | OpenAI-compatible gateway for Xiaomi's MiMo AI models with web search and vision tools via reverse-engineered API access. | 32 stars · 6 forks | No one-command install · Source | |
| 1209 | 81.1041 | mcp-sap-gui-servermcp · back-end | An MCP server that enables AI assistants to interact with SAP GUI for Windows through the SAP GUI Scripting API. | 26 stars · 9 forks | No one-command install · Source | |
| 1209 | 81.1041 | paperswithcodemcp · back-end | Integrates with PapersWithCode API to search and retrieve research papers, authors, conferences, and code implementations in machine learning, with… | 26 stars · 9 forks | No one-command install · Source | |
| 1209 | 81.1041 | lancedb-mcp-servermcp · back-end | A basic serverless MCP server using LanceDB to store and retrieve documents via three tools: ingest, retrieve, and get table details. | 26 stars · 9 forks | No one-command install · Source | |
| 1209 | 81.1041 | ctvidic-whoopmcp · back-end | Integrates with the Whoop API to retrieve and process fitness data, enabling applications to incorporate health metrics and performance analysis. | 26 stars · 9 forks | No one-command install · Source | |
| 1213 | 81.0914 | awei84-antibananamcp · back-end | Generates images using Google's Antigravity API with prompt-based creation and editing workflows. | 41 stars · 4 forks | No one-command install · Source | |
| 1214 | 81.0082 | rapid7-bulk-exportmcp · back-endalso listed as rapid7-bulk-export-mcp-server | Exports and queries Rapid7 Command Platform vulnerability and asset data via Bulk Export API with DuckDB-powered analysis. | 29 stars · 7 forks | No one-command install · Source | |
| 1214 | 81.0082 | zereight-confluence-jiramcp · back-end | Integrates with Confluence and JIRA APIs to enable querying and management of Atlassian project data, documentation, and issues. | 29 stars · 7 forks | No one-command install · Source | |
| 1217 | 80.9781 | plaud-notes-mcp-servermcp · back-end | Connects your Plaud voice recorder to Claude, giving access to recordings, transcripts, and AI summaries so you can query your notes via natural… | 14 stars · 13 forks | No one-command install · Source | |
| 1218 | 80.9701 | outlook-mcp-2mcp · back-end | Enables AI assistants to manage Microsoft Outlook email and calendar through the Microsoft Graph API, including reading, sending, searching emails… | 27 stars · 8 forks | No one-command install · Source | |
| 1218 | 80.9701 | cybersecurityup-offensive-toolkitmcp · back-end | Provides cybersecurity professionals with penetration testing capabilities through specialized servers for payload generation, reconnaissance… | 27 stars · 8 forks | No one-command install · Source | |
| 1220 | 80.8892 | perses-monitoringmcp · back-end | Enables AI to query and analyze monitoring data from Perses visualization applications through authenticated API calls for accessing projects… | 31 stars · 6 forks | No one-command install · Source | |
| 1220 | 80.8892 | revolut-mcpmcp · back-end | Bridges AI assistants with the Revolut Business API to enable banking operations such as listing accounts, checking balances, viewing transactions… | 31 stars · 6 forks | No one-command install · Source | |
| 1220 | 80.8892 | salesforce-mcp-server-2mcp · back-end | Enables AI assistants to interact with Salesforce organizations, allowing them to execute Apex code, query data, describe objects, and manage org… | 31 stars · 6 forks | No one-command install · Source | |
| 1223 | 80.8542 | bugsnag-mcp-servermcp · back-endalso listed as tgeselle-bugsnag-mcp | Enables interacting with Bugsnag to investigate and resolve errors via natural language. Supports browsing organizations, projects, errors… | 24 stars · 10 forks | No one-command install · Source | |
| 1223 | 80.8542 | kamel-irzouni-qwen-maxmcp · back-end | Integrates with Qwen Max large language model via Dashscope API for text generation and analysis tasks in applications. | 24 stars · 10 forks | No one-command install · Source | |
| 1223 | 80.8542 | dsp-mcp-server-steammcp · back-end | Integrates with the Steam Web API. Allows for querying various stats, such as games in your library and their respective playtime. | 24 stars · 10 forks | No one-command install · Source | |
| 1227 | 80.8295 | trueline-mcpmcp · back-end | MCP server providing hash-verified file editing and targeted reads, reducing context consumption and preventing silent corruption by requiring content… | 34 stars · 5 forks | No one-command install · Source | |
| 1227 | 80.8295 | kumorfm-mcp-servermcp · back-end | Enables AI assistants to query KumoRFM for predictive analytics on relational data, including graph management, natural language to PQL conversion… | 34 stars · 5 forks | No one-command install · Source | |
| 1227 | 80.8295 | tampermonkey-mcpmcp · back-end | MCP server that enables AI assistants to manage Tampermonkey userscripts via the Tampermonkey Editors browser extension, including listing, reading… | 34 stars · 5 forks | No one-command install · Source | |
| 1230 | 80.8212 | cdcxmcp · back-end | MCP server for the Crypto.com Exchange API, providing 86 dynamically generated tools for market data, trading, account management, and more with… | 25 stars · 9 forks | No one-command install · Source | |
| 1230 | 80.8212 | drissionpage-mcp-servermcp · back-end | 基于 DrissionPage 的模型上下文协议 (MCP) 服务，为 AI 助手提供强大的浏览器自动化能力。 | 25 stars · 9 forks | No one-command install · Source | |
| 1230 | 80.8212 | crazyrabbitltc-twittermcp · back-end | Integrates with the X API v2 to enable post, search, and reply to tweets. | 25 stars · 9 forks | No one-command install · Source | |
| 1230 | 80.8212 | msaelices-whatsapp-greenapimcp · back-end | Provides a bridge to the WhatsApp Business API through GreenAPI, enabling message sending, chat retrieval, and group management directly from… | 25 stars · 9 forks | No one-command install · Source | |
| 1230 | 80.8212 | avimbu-slackmcp · back-end | Provides a bridge to the Slack API, enabling message posting and user list retrieval for workspace interactions through a TypeScript implementation. | 25 stars · 9 forks | No one-command install · Source | |
| 1235 | 80.7835 | proofflow-mcp-servermcp · back-end | Enables AI coding agents to record auditable work ledgers with evidence chains, from contract to proof packet, via MCP tools for file scanning, code… | 48 stars · 3 forks | No one-command install · Source | |
| 1236 | 80.7557 | tripletex-mcp-servermcp · back-end | Enables AI assistants to interact with the Tripletex accounting system via 56 tools and 18 skills for orders, invoices, bookkeeping, reports… | 23 stars · 11 forks | No one-command install · Source | |
| 1237 | 80.7401 | umbracomcp · back-endalso listed as umbraco-cms-mcp-server | Integrates AI agents with Umbraco CMS through the Management API | 39 stars · 4 forks | No one-command install · Source | |
| 1237 | 80.7401 | pocket-disasmmcp · back-end | Enables coding agents to manage multiple isolated IDA Pro analysis sessions concurrently through a single MCP endpoint, allowing them to open… | 39 stars · 4 forks | No one-command install · Source | |
| 1240 | 80.7385 | jfdenise-wildflymcp · back-end | Integrates with WildFly application servers to enable monitoring, configuration, and management of server resources and performance. | 8 stars · 15 forks | No one-command install · Source | |
| 1241 | 80.6624 | uk-case-law-mcp-servermcp · back-end | Enables searching and retrieving UK case law from The National Archives, including full judgments with filtering by court, legal area, and date range. | 26 stars · 8 forks | No one-command install · Source | |
| 1241 | 80.6624 | alexwohletz-language-servermcp · back-end | Integrates language server capabilities to provide code analysis, completion, and diagnostics for developing in various languages. | 26 stars · 8 forks | No one-command install · Source | |
| 1241 | 80.6624 | ks-gen-ai-jiramcp · back-end | Integrates with Jira to enable automated ticket management, project oversight, and streamlined communication through JQL queries and comprehensive API… | 26 stars · 8 forks | No one-command install · Source | |
| 1241 | 80.6624 | kw510-strava-mcpmcp · back-end | An MCP server for Strava, an app for tracking physical exercise | 26 stars · 8 forks | No one-command install · Source | |
| 1241 | 80.6624 | airylark-translationmcp · back-end | Provides multilingual translation capabilities for applications by integrating with external translation APIs through a containerized Node.js server. | 26 stars · 8 forks | No one-command install · Source | |
| 1246 | 80.6622 | linux-desktop-slash-commandsworkflow · back-end | A library of slash commands intended specifically to facilitate common and advanced operations on Linux desktop environments (although many would also… | 30 stars · 6 forks | No one-command install · Source | |
| 1246 | 80.6622 | kotlin-androidmcp · back-end | Provides Android/Kotlin development capabilities through 31+ specialized tools covering code generation, build management, architecture setup, Gradle… | 30 stars · 6 forks | No one-command install · Source | |
| 1248 | 80.6119 | rugvedp-linkedin-data-apimcp · back-end | Integrates with LinkedIn Data API to fetch, analyze, and search posts by username, keywords, date ranges, and engagement metrics for social media… | 33 stars · 5 forks | No one-command install · Source | |
| 1249 | 80.5947 | pbx-mcpmcp · back-end | An MCP server that lets AI assistants inspect and control Asterisk and FreeSWITCH PBX systems, enabling natural language queries about live switch… | 17 stars · 12 forks | No one-command install · Source | |
| 1250 | 80.5872 | david-aftergut-openbudgetmcp · back-end | Provides access to Israel's OpenBudget API for querying and searching government financial data including budgets, contracts, and support payments | 12 stars · 13 forks | No one-command install · Source | |
| 1251 | 80.5567 | paulhkang94-markviewmcp · back-end | Native macOS markdown preview app with MCP server. Open and render Markdown files in MarkView directly from AI assistants via `npx… | 38 stars · 4 forks | armory install paulhkang94-markview --cli claude | |
| 1252 | 80.4788 | open-and-async-mcp-servermcp · back-end | Enables async-first working practices by providing tools to draft decision docs, convert meetings to async artifacts, score status updates, and triage… | 46 stars · 3 forks | No one-command install · Source | |
| 1252 | 80.4788 | qiaomu-llm-mcpmcp · back-end | A local MCP gateway that unifies multiple LLM providers, API keys, routing, and multi-model discussions into a single tool surface. | 46 stars · 3 forks | No one-command install · Source | |
| 1254 | 80.4761 | damientilman-mailchimp-mcp-servermcp · back-end | Mailchimp Marketing API integration with 53 tools for managing campaigns, audiences, reports, automations, landing pages, e-commerce data, and batch… | 24 stars · 9 forks | No one-command install · Source | |
| 1254 | 80.4761 | daniviber-infomaniakmcp · back-end | Integrates with Infomaniak's Swiss cloud platform to manage domains, DNS records, email hosting, web hosting, kDrive storage, Swiss Backup, VPS… | 24 stars · 9 forks | No one-command install · Source | |
| 1256 | 80.4735 | tilbudstroldenmcp · back-end | An MCP server for Nordic grocery shopping that finds deals across supermarkets in Denmark, Norway, Sweden, and Finland, plans weekly dinners around… | 27 stars · 7 forks | No one-command install · Source | |
| 1256 | 80.4735 | flighty-mcp-servermcp · back-end | Connects AI assistants to the Flighty flight tracking app for querying flight status, delay forecasts, stats, and adding/removing flights via natural… | 27 stars · 7 forks | No one-command install · Source | |
| 1256 | 80.4735 | hanxuanliang-tushare-financial-datamcp · back-end | Integrates with TuShare financial API to provide structured access to Chinese market data including stock listings, concept themes, money flow… | 27 stars · 7 forks | No one-command install · Source | |
| 1259 | 80.4563 | mcp-tradingview-servermcp · back-end | Exposes TradingView technical indicators and OHLCV data through MCP tools for Claude Desktop or any MCP-aware client. | 23 stars · 10 forks | No one-command install · Source | |
| 1259 | 80.4563 | obsidian-mcp-server-2mcp · back-end | Provides secure, direct file system access to Obsidian vault files, enabling search, read, write, and discovery of notes without requiring the… | 23 stars · 10 forks | No one-command install · Source | |
| 1259 | 80.4563 | ziwei-mcpmcp · back-end | A professional Ziwei Doushu (Purple Star Astrology) MCP server that generates and interprets astrological charts, analyzes fortune and compatibility… | 23 stars · 10 forks | No one-command install · Source | |
| 1259 | 80.4563 | ibkr-mcp-server-5mcp · back-end | MCP server for Interactive Brokers TWS API that enables AI assistants to retrieve portfolio, account information, and real-time market prices. | 23 stars · 10 forks | No one-command install · Source | |
| 1259 | 80.4563 | glassbead-tc-tindermcp · back-end | Provides a secure TypeScript-based interface to Tinder's dating app API, handling authentication, rate limiting, and core functionality like profiles… | 23 stars · 10 forks | No one-command install · Source | |
| 1264 | 80.4486 | restaurant-booking-google-mapsmcp · back-end | Integrates Google Maps Places API with intelligent recommendation algorithms to provide restaurant discovery, booking assistance, and contextually… | 16 stars · 12 forks | No one-command install · Source | |
| 1265 | 80.4367 | mifosx-self-service-mcpmcp · back-end | Enables AI-driven banking workflows through secure interaction with Apache Fineract/MifosX Self-Service APIs, including authentication, account… | 9 stars · 14 forks | No one-command install · Source | |
| 1266 | 80.3942 | aspenplus-mcp-servermcp · back-end | Enables AI assistants to interact with Aspen Plus process simulations through a standardized MCP interface, supporting simulation control, data… | 32 stars · 5 forks | No one-command install · Source | |
| 1266 | 80.3942 | mcp-server-jupytermcp · back-end | Enables programmatic interaction with Jupyter notebooks, allowing reading, editing, and executing cells via Claude. | 32 stars · 5 forks | No one-command install · Source | |
| 1268 | 80.3888 | windymelt-json-rpcmcp · back-end | Type-safe JSON-RPC 2.0 server implementation in Scala 3 that enables structured communication between assistants and backend services with… | 37 stars · 4 forks | No one-command install · Source | |
| 1268 | 80.3888 | cloud-music-mcp-servermcp · back-end | Enables AI agents to control NetEase Cloud Music playback, login, search, and get personalized recommendations through official APIs. | 37 stars · 4 forks | No one-command install · Source | |
| 1270 | 80.3795 | twolven-stockflowmcp · back-end | Integrates with the Yahoo Finance API to provide real-time stock market data and analysis tools for financial research and trading strategies. | 25 stars · 8 forks | No one-command install · Source | |
| 1270 | 80.3795 | jupyter-server-mcpmcp · back-end | A configurable MCP server extension for Jupyter Server that enables dynamic registration of Python functions as tools accessible to MCP clients from a… | 25 stars · 8 forks | No one-command install · Source | |
| 1272 | 80.3793 | tumf-grafana-loki-mcpmcp · back-end | An MCP server that allows querying Loki logs through the Grafana API. | 29 stars · 6 forks | No one-command install · Source | |
| 1273 | 80.3424 | laf-rge-quickbooksmcp · back-end | Integrates with QuickBooks Online API to query customers, invoices, accounts, transactions, and generate financial reports through natural language. | 11 stars · 13 forks | No one-command install · Source | |
| 1274 | 80.2822 | ibm-content-services-filenetmcp · back-end | Integrates with IBM Content Services (FileNet) through GraphQL APIs to provide enterprise document operations, folder management, metadata-driven… | 15 stars · 12 forks | No one-command install · Source | |
| 1274 | 80.2822 | miro-mcp-servermcp · back-end | Enables AI agents to programmatically interact with a Miro board through the Miro API, supporting operations like creating items, updating positions… | 15 stars · 12 forks | No one-command install · Source | |
| 1274 | 80.2822 | isaacwasserman-cubemcp · back-end | Interfaces with Cube.dev's REST API to enable querying and describing data from Cube deployments, simplifying access to complex data structures for… | 15 stars · 12 forks | No one-command install · Source | |
| 1277 | 80.2492 | kastellmcp · back-end | Provision, secure, audit, and manage self-hosted servers across Hetzner, DigitalOcean, Vultr, and Linode from a single CLI. | 60 stars · 2 forks | No one-command install · Source | |
| 1278 | 80.2147 | geniuzmcp · back-end | Geniuz stores everything in a local database locally on Mac, Windows, Linux, Raspberry Pi. No cloud. No account. No API keys. Nothing leaves your… | 36 stars · 4 forks | No one-command install · Source | |
| 1278 | 80.2147 | eternnoir-google-ai-studiomcp · back-end | Integrates with Google AI Studio/Gemini API to process multimodal content including images, videos, audio, PDFs, and text files for content… | 36 stars · 4 forks | No one-command install · Source | |
| 1278 | 80.2147 | ruibaby-1panelmcp · back-end | Automates website deployment to 1Panel servers by creating static sites, uploading build files, and providing deployment statistics through a Node.js… | 36 stars · 4 forks | No one-command install · Source | |
| 1281 | 80.1657 | hailmcp · back-end | Phone, SMS & email for AI agents. One remote MCP server (Streamable HTTP, OAuth or API-key auth, no local install) exposing call, sms, email, and… | 26 stars · 7 forks | No one-command install · Source | |
| 1281 | 80.1657 | blazemeter-mcp-servermcp · back-end | Enables AI agents to manage performance testing workflows on BlazeMeter's cloud platform through natural language interactions. | 26 stars · 7 forks | No one-command install · Source | |
| 1281 | 80.1657 | timeweb-mcp-servermcp · back-end | Automates deployment of applications to Timeweb Cloud via the Model Context Protocol. | 26 stars · 7 forks | No one-command install · Source | |
| 1281 | 80.1657 | intruder-io-intruder-mcpmcp · back-end | MCP server to access [Intruder](https://www.intruder.io/), helping you identify, understand, and fix security vulnerabilities in your infrastructure. | 26 stars · 7 forks | No one-command install · Source | |
| 1285 | 80.1580 | a2a-servermcp · back-end | A2A server implementation | 31 stars · 5 forks | No one-command install · Source | |
| 1286 | 80.0782 | canlii-mcpmcp · back-end | Provides access to the CanLII API for searching and retrieving Canadian legal information, including court decisions, legislation, and citations. | 23 stars · 9 forks | No one-command install · Source | |
| 1286 | 80.0782 | dylangroos-patchright-stealth-browsermcp · back-end | Provides stealth browser automation capabilities through a containerized server that avoids anti-bot detection systems while offering essential tools… | 23 stars · 9 forks | No one-command install · Source | |
| 1286 | 80.0782 | zhangzhongnan928-personal-assistantmcp · back-end | Integrates with external services like Google APIs, Home Assistant, and DuckDuckGo to provide a modular framework for calendar management, task… | 23 stars · 9 forks | No one-command install · Source | |
| 1289 | 80.0747 | slidespeakmcp · back-end | Generate presentations using the SlideSpeak API. | 14 stars · 12 forks | No one-command install · Source | |
| 1290 | 80.0501 | bsahane-proxmoxmcp · back-end | Integrates with Proxmox VE API to provide complete virtualization management including VM and container lifecycle operations, cloud-init… | 20 stars · 11 forks | No one-command install · Source | |
| 1290 | 80.0501 | e-stat-mcp-servermcp · back-end | MCP server for accessing Japanese government statistics portal 'e-Stat' API, enabling language models to search and retrieve statistical data. | 20 stars · 11 forks | No one-command install · Source | |
| 1292 | 80.0428 | wave-accountingmcp · back-end | Integrates with Wave Accounting's GraphQL API to automatically create expense and income transactions from receipt and payment data using intelligent… | 22 stars · 10 forks | No one-command install · Source | |
| 1292 | 80.0428 | thesethrose-alexa-shopping-listmcp · back-end | Connects to Amazon's Alexa shopping list backend, enabling viewing, adding, deleting, and marking items as complete or incomplete through a FastAPI… | 22 stars · 10 forks | No one-command install · Source | |
| 1294 | 80.0344 | pixelsock-directusmcp · back-end | Connects AI systems to Directus headless CMS, enabling content management operations like retrieving, creating, updating, and deleting items from… | 24 stars · 8 forks | No one-command install · Source | |
| 1294 | 80.0344 | openfda-mcp-servermcp · back-end | A comprehensive MCP server that provides access to U.S. FDA public datasets via the openFDA API, enabling querying of drug adverse events, labeling… | 24 stars · 8 forks | No one-command install · Source | |
| 1294 | 80.0344 | gerkensm-callcenter-js-voip-telephonymcp · back-end | VoIP telephony system that connects OpenAI's real-time voice API with SIP-based phone networks, enabling natural voice conversations over traditional… | 24 stars · 8 forks | No one-command install · Source | |
| 1294 | 80.0344 | c4pt0r-mcp-server-tidbmcp · back-end | TiDB database integration with schema inspection and query capabilities | 24 stars · 8 forks | No one-command install · Source | |
| 1298 | 80.0158 | wechatmcp · back-end | Automates WeChat messaging through GUI automation and Windows controls, enabling text message sending for customer service, bulk messaging, and… | 35 stars · 4 forks | No one-command install · Source | |
| 1299 | 80.0000 | mailtmcli · back-end | Disposable email inboxes with a free REST API: receive mail without an account. | passed install test | No commit datelisted | No one-command install · Source |
| 1299 | 80.0000 | math-mcpmcp · back-end | Enable your LLMs to perform accurate numerical calculations with a simple API. Leverage basic arithmetic and statistical functions to enhance your… | 2,058,825 installs | No commit datelisted | 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.