Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1701 | 75.737 | finance-assistant-mcp-servermcp · back-end | Provides real-time financial data including stock quotes, news, and market movers through a secure FastMCP gateway, enabling conversational finance… | 17 stars · 6 forks | No one-command install · Source | |
| 1701 | 75.737 | yashshingvi-databricks-genie-mcpmcp · back-end | A server that connects to the Databricks Genie API, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks… | 17 stars · 6 forks | No one-command install · Source | |
| 1701 | 75.737 | mcp-server-scikit-learnmcp · back-end | Provides a standardized interface for interacting with Scikit-learn models and datasets, enabling training, evaluation, and model management through… | 17 stars · 6 forks | No one-command install · Source | |
| 1704 | 75.719 | zoteusmcp · back-end | An MCP server that gives AI assistants complete, safe access to your Zotero library for searching, citing, adding papers, and formatting… | 30 stars · 2 forks | No one-command install · Source | |
| 1704 | 75.719 | anam-mcp-servermcp · back-end | Enables managing AI personas, avatars, voices, and sessions from any MCP client, for integration with Anam AI. | 30 stars · 2 forks | No one-command install · Source | |
| 1706 | 75.613 | getalby-nwc-mcp-servermcp · back-end | Bitcoin Lightning wallet integration powered by Nostr Wallet Connect | 15 stars · 8 forks | No one-command install · Source | |
| 1706 | 75.613 | tandoor-mcp-servermcp · back-end | MCP server for managing Tandoor recipes, meal plans, and shopping lists. Enables creation, retrieval, and management of recipes, meal plans, and… | 15 stars · 8 forks | No one-command install · Source | |
| 1708 | 75.544 | stakpak-infrastructure-code-generatormcp · back-endalso listed as stakpak-mcp-server | Integrates with Stakpak API to generate infrastructure code for projects, enabling developers to quickly create configurations through a dedicated… | 18 stars · 5 forks | No one-command install · Source | |
| 1710 | 75.528 | saucelabs-sauce-apimcp · back-end | Basic functionality of the Sauce Labs API, allowing you to query data, analyze test results, and get help with platform usage and debugging! | 10 stars · 9 forks | No one-command install · Source | |
| 1710 | 75.528 | chukmcpservermcp · back-end | A Python framework for building Model Context Protocol servers with decorator-based tools, zero-config deployment, and high performance. | 10 stars · 9 forks | No one-command install · Source | |
| 1710 | 75.528 | inoyu-apache-unomi-mcp-servermcp · back-endalso listed as sergehuber-inoyu-mcp-unomi-server | Enables Claude to manage user profiles, consents, and context via Apache Unomi for personalized interactions. | 10 stars · 9 forks | No one-command install · Source | |
| 1714 | 75.467 | pmcpmcp · back-end | A single MCP server gateway that reduces context bloat by providing progressive tool discovery and invocation, dynamically provisioning downstream… | 20 stars · 4 forks | No one-command install · Source | |
| 1714 | 75.467 | treesitter-mcpmcp · back-end | An MCP server and CLI that uses Tree-sitter to parse and analyze code. | 20 stars · 4 forks | No one-command install · Source | |
| 1714 | 75.467 | tienan92it-binancemcp · back-end | Integrates with Binance cryptocurrency exchange to provide real-time market data including prices, order books, and historical information without… | 20 stars · 4 forks | No one-command install · Source | |
| 1714 | 75.467 | mcp-java-decompiler-servermcp · back-end | Decompiles Java .class files, packages, and JARs into readable source code, enabling AI assistants to inspect Java bytecode. | 20 stars · 4 forks | No one-command install · Source | |
| 1714 | 75.467 | cromwellian-hippycampusmcp · back-end | Converts OpenAPI specifications into LangChain tools, enabling AI assistants to interact with existing REST APIs without custom implementation | 20 stars · 4 forks | No one-command install · Source | |
| 1719 | 75.436 | mcp-bun-servermcp · back-end | Provides AI assistants with powerful tools to execute, optimize, and manage JavaScript/TypeScript projects using the Bun runtime. | 29 stars · 2 forks | No one-command install · Source | |
| 1720 | 75.417 | line-shopping-api-mcpmcp · back-end | MCP Server for the LINE Shopping API, enabling AI agents and tools to interact with LINE Shopping data and operations via the Model Context Protocol. | 23 stars · 3 forks | No one-command install · Source | |
| 1720 | 75.417 | fredshred7-whatsapp-cloud-apimcp · back-end | WhatsApp messaging via official Meta Cloud API with templates, media, and webhooks. | 23 stars · 3 forks | No one-command install · Source | |
| 1722 | 75.332 | foehnmcp · back-end | MCP server for querying MeteoSwiss open weather data, providing access to station data, forecasts, radar composites, and more via natural language. | 44 stars · 1 fork | No one-command install · Source | |
| 1723 | 75.326 | anirbanbasu-frankfurtermcp · back-end | Integrates with the Frankfurter API to provide real-time currency exchange rates, historical rate data, and currency conversion capabilities for… | 6 stars · 10 forks | No one-command install · Source | |
| 1724 | 75.190 | runware-mcp-servermcp · back-end | Enables lightning fast image and video generation using the Runware API, with tools for inference, upscaling, background removal, and more. | 9 stars · 9 forks | No one-command install · Source | |
| 1724 | 75.190 | shanggqm-hefeng-weathermcp · back-end | Integrates with the HeFeng Weather API to provide real-time weather information and forecasts for locations in China, supporting queries by… | 9 stars · 9 forks | No one-command install · Source | |
| 1726 | 75.153 | mockloopmcp · back-end | Generates fully functional FastAPI mock servers from OpenAPI specifications with Docker support, authentication middleware, request logging, and admin… | 16 stars · 6 forks | No one-command install · Source | |
| 1726 | 75.153 | discogs-mcp-servermcp · back-end | A powerful Model Context Protocol (MCP) server that enables AI assistants to interact with your personal Discogs music collection. | 16 stars · 6 forks | No one-command install · Source | |
| 1726 | 75.153 | gkydev-twittermcp · back-end | Integrates with Twitter through browser session cookies to enable posting tweets, searching content, retrieving timelines, managing user interactions… | 16 stars · 6 forks | No one-command install · Source | |
| 1726 | 75.153 | tidalcycles-mcp-servermcp · back-end | Enables conversational live coding with Claude AI and TidalCycles, allowing users to create and manipulate algorithmic music patterns through natural… | 16 stars · 6 forks | No one-command install · Source | |
| 1726 | 75.153 | mario-andreschak-word-interopmcp · back-end | Enables automated Microsoft Word document manipulation by exposing comprehensive tools for text editing, formatting, table management, image… | 16 stars · 6 forks | No one-command install · Source | |
| 1726 | 75.153 | swagger-api-client-generatormcp · back-end | Generates strongly-typed API clients and TypeScript types from Swagger/OpenAPI specifications, streamlining REST API integration with template-based… | 16 stars · 6 forks | No one-command install · Source | |
| 1732 | 75.147 | brave-devtoolsmcp · back-end | MCP server that lets AI coding assistants control and inspect a live Brave browser using DevTools for automation, debugging, and performance analysis. | 28 stars · 2 forks | No one-command install · Source | |
| 1732 | 75.147 | librejusticemcp · back-end | MCP server for searching French and European law, providing natural language access to jurisprudence, consolidated legal texts, and related legal… | 28 stars · 2 forks | No one-command install · Source | |
| 1732 | 75.147 | jtsang4-nettunemcp · back-end | Network diagnostics and TCP optimization tool for Linux servers with automated tuning profiles and safe rollback capabilities. | 28 stars · 2 forks | No one-command install · Source | |
| 1735 | 75.117 | kibelamcp · back-end | Bridges to Kibela's knowledge management platform, enabling search, creation, and management of notes, folders, comments, and groups within workspaces… | 15 stars · 7 forks | No one-command install · Source | |
| 1735 | 75.117 | automagik-toolsmcp · back-end | Transforms any API into an intelligent MCP agent in seconds, enabling natural language interaction with APIs through the Model Context Protocol. | 15 stars · 7 forks | No one-command install · Source | |
| 1735 | 75.117 | haroldfinchift-vuln-nist-mcp-servermcp · back-endalso listed as vuln-nist-mcp-server | ️ 🍎 🪟 🐧 - A Model Context Protocol (MCP) server for querying NIST National Vulnerability Database (NVD) API endpoints. | 15 stars · 7 forks | No one-command install · Source | |
| 1739 | 75.041 | robspectre-mvf1mcp · back-end | MCP server that controls [MultiViewer](https://multiviewer.app), an app for watching motorsports like Formula 1, World Endurance Championship, IndyCar… | 19 stars · 4 forks | No one-command install · Source | |
| 1739 | 75.041 | openapi-mcp-sdkmcp · back-end | Provides a ready-to-run MCP server and Python SDK for securely interacting with Openapi.com APIs, enabling businesses to retrieve official documents… | 19 stars · 4 forks | No one-command install · Source | |
| 1739 | 75.041 | willianpinho-large-file-mcpmcp · back-end | Production-ready MCP server for intelligent handling of large files with smart chunking, navigation, streaming capabilities, regex search, and… | 19 stars · 4 forks | No one-command install · Source | |
| 1739 | 75.041 | doc-hub-mcpmcp · back-end | Provides retrieval of WeChat Work and Feishu developer documentation, enabling AI assistants to query API references without switching browsers. | 19 stars · 4 forks | No one-command install · Source | |
| 1739 | 75.041 | valyu-mcpmcp · back-end | Enables AI models to retrieve high-quality context from Valyu's API, including search over Wikipedia, arXiv papers, and the web. | 19 stars · 4 forks | No one-command install · Source | |
| 1744 | 75.006 | minghuiliu-godot4-runtimemcp · back-end | Bridges Godot 4 C# projects with development tools through HTTP API communication, enabling real-time scene manipulation, script management, property… | 17 stars · 5 forks | No one-command install · Source | |
| 1744 | 75.006 | bug-bounty-mcp-servermcp · back-end | Provides Claude Code with access to a comprehensive bug bounty knowledge base including techniques, payloads, wordlists, and real-world reports… | 17 stars · 5 forks | No one-command install · Source | |
| 1744 | 75.006 | kambriso-fritzbox-mcp-servermcp · back-end | Control AVM FRITZ!Box routers - manage devices, WiFi, network settings, parental controls, and schedule time-delayed actions | 17 stars · 5 forks | No one-command install · Source | |
| 1744 | 75.006 | qurio-mcp-servermcp · back-end | Enables AI coding assistants to search and retrieve information from a locally ingested knowledge base using hybrid search, grounded in user-curated… | 17 stars · 5 forks | No one-command install · Source | |
| 1744 | 75.006 | weirdmachine64-kali-dockermcp · back-end | Provides secure command execution within a containerized Kali Linux environment with background job management, interactsh client integration, and… | 17 stars · 5 forks | No one-command install · Source | |
| 1744 | 75.006 | iot-mcp-servermcp · back-end | Enables AI assistants to read sensor data from IoT devices and dispatch data collection tasks through a unified interface supporting multiple… | 17 stars · 5 forks | No one-command install · Source | |
| 1744 | 75.006 | fabric-model-reader-mcpmcp · back-end | MCP server for reading and analyzing Fabric semantic models. Supports getting model definitions and executing DAX queries against Power BI datasets. | 17 stars · 5 forks | No one-command install · Source | |
| 1744 | 75.006 | fetch-mcp-servermcp · back-end | Enables LLMs to fetch and extract web content using browser automation, OCR, and multiple extraction methods, handling JavaScript rendering and… | 17 stars · 5 forks | No one-command install · Source | |
| 1744 | 75.006 | xtb-mcp-servermcp · back-end | An MCP server that provides tools for generating Extended Tight-Binding (XTB) quantum chemistry input files, enabling AI assistants to automate… | 17 stars · 5 forks | No one-command install · Source | |
| 1744 | 75.006 | jeong-sik-kakao-mapsmcp · back-end | Integrates with Kakao Maps API to provide location-based services including geolocation, address lookup, and map functionality for conversational… | 17 stars · 5 forks | No one-command install · Source | |
| 1754 | 74.902 | apple-notes-mcp-servermcp · back-end | Enables AI assistants to read, create, search, update, and delete Apple Notes through natural language conversation, using JXA to communicate directly… | 27 stars · 2 forks | No one-command install · Source | |
| 1754 | 74.902 | mapify-mcp-servermcp · back-end | Enables AI assistants to generate interactive mind maps from text, YouTube videos, and web content using Mapify's API. | 27 stars · 2 forks | No one-command install · Source | |
| 1754 | 74.902 | serkanh-cloudwatch-logsmcp · back-end | Provides direct access to AWS CloudWatch logs with tools for listing log groups and retrieving filtered log entries through a Python-based server… | 27 stars · 2 forks | No one-command install · Source | |
| 1757 | 74.879 | substack-api-mcpmcp · back-end | Enables AI agents to draft, publish, and schedule posts on Substack, bypassing the lack of an official publishing API. | 135 stars | No one-command install · Source | |
| 1758 | 74.783 | ckan-mcp-servermcp · back-end | Enables browsing and managing CKAN data portals through MCP-compatible clients like Claude Desktop. | 14 stars · 8 forks | No one-command install · Source | |
| 1758 | 74.783 | felores-placid-dynamic-image-generatormcp · back-end | Integrates with Placid's API to generate dynamic images from templates for tasks like social media posts and marketing materials. | 14 stars · 8 forks | No one-command install · Source | |
| 1760 | 74.779 | mcp-onedrive-sharepointmcp · back-end | Enables file and site management across OneDrive and SharePoint via Microsoft Graph API, with support for 33 tools and a CLI. | 8 stars · 9 forks | No one-command install · Source | |
| 1760 | 74.779 | loom-mcpmcp · back-end | MCP server that exposes 59 tools for Loom's internal GraphQL API, enabling listing, searching, and managing Loom videos, transcripts, comments, tasks… | 8 stars · 9 forks | No one-command install · Source | |
| 1760 | 74.779 | weknora-mcp-servermcp · back-end | Enables interaction with the WeKnora knowledge management API, including tenant, knowledge base, knowledge, model, session, chat, and chunk… | 8 stars · 9 forks | No one-command install · Source | |
| 1763 | 74.714 | google-workspace-mcp-server-2mcp · back-end | Comprehensive MCP server for Google Workspace with 95+ tools to manage Docs, Sheets, Drive, Gmail, Calendar, Slides, and Forms. | 3 stars · 12 forks | No one-command install · Source | |
| 1764 | 74.698 | upvote-club-mcp-coremcp · back-end | Provides tools to interact with the Upvote.club Public API, including creating tasks, checking task status, listing platforms, and more. | 40 stars · 1 fork | No one-command install · Source | |
| 1765 | 74.652 | bsl-contextmcp · back-end | MCP server that validates AI-generated 1C:Enterprise (BSL) code against the real platform API. Catches unknown enum values, wrong argument counts, and… | 21 stars · 3 forks | No one-command install · Source | |
| 1765 | 74.652 | cubism-external-edit-mcpmcp · back-end | Wraps the Live2D Cubism Editor's external application integration API as MCP tools, enabling AI agents to control Cubism Editor for modeling… | 21 stars · 3 forks | No one-command install · Source | |
| 1765 | 74.652 | opendata-cat-mcp-servermcp · back-end | Connects LLMs to over 2,850 datasets from 13 Catalan and Spanish open data portals, enabling natural language search and real-time queries of public… | 21 stars · 3 forks | No one-command install · Source | |
| 1765 | 74.652 | simplenote-mcpmcp · back-endalso listed as simplenote-mcp-2 | MCP server for reading Simplenote notes across macOS, Linux, and Windows. | 21 stars · 3 forks | No one-command install · Source | |
| 1765 | 74.652 | vultrmcp · back-end | Integrates with Vultr's cloud infrastructure API to manage DNS records, compute instances, storage, networking, and billing operations through… | 21 stars · 3 forks | No one-command install · Source | |
| 1765 | 74.652 | hfss-mcp-servermcp · back-endalso listed as leonardwy-hfss | An MCP server for automating ANSYS HFSS simulations, providing persistent connections and a suite of tools for modeling, simulation, and… | 21 stars · 3 forks | No one-command install · Source | |
| 1765 | 74.652 | mcp-server-chatgpt-mac-appmcp · back-end | Enables use of the ChatGPT macOS app through the MCP protocol. | 21 stars · 3 forks | No one-command install · Source | |
| 1774 | 74.594 | mcp-gitlab-workflowmcp · back-end | An MCP server for issue-driven GitLab development, automating requirement analysis, issue creation, branching, coding, merge requests, and issue… | 26 stars · 2 forks | No one-command install · Source | |
| 1775 | 74.510 | pypi-query-mcp-servermcp · back-end | A Model Context Protocol server for querying PyPI package information, dependencies, and compatibility checking. Supports advanced dependency… | 18 stars · 4 forks | No one-command install · Source | |
| 1775 | 74.510 | exasol-mcp-servermcp · back-end | Provides an LLM access to the Exasol database via MCP tools, enabling reading of database metadata and execution of data reading queries. | 18 stars · 4 forks | No one-command install · Source | |
| 1775 | 74.510 | mcp-server-checkmcp · back-end | An MCP server that wraps the Check Payroll API, providing 263 tools for managing companies, employees, contractors, payrolls, tax configuration, and… | 18 stars · 4 forks | No one-command install · Source | |
| 1775 | 74.510 | nutanix-v4-api-mcp-servermcp · back-end | Expose Nutanix V4 APIs as tools callable by AI assistants — Claude, Cursor, and any MCP-compatible client. | 18 stars · 4 forks | No one-command install · Source | |
| 1775 | 74.510 | deventerprisesoftware-scrapimcp · back-end | Enables web scraping from sites with bot detection, captchas, or geolocation restrictions through residential proxies and automated captcha solving… | 18 stars · 4 forks | No one-command install · Source | |
| 1775 | 74.510 | happy-shine-ibkrmcp · back-end | Integrates with Interactive Brokers TWS API to provide real-time market data, account management, order execution, and options analysis with… | 18 stars · 4 forks | No one-command install · Source | |
| 1775 | 74.510 | riocloud-readermcp · back-end | Enables AI agents to fetch and digest content from 30+ platforms (Twitter, YouTube, Reddit, etc.) via a unified API. Supports multi-format output… | 18 stars · 4 forks | No one-command install · Source | |
| 1775 | 74.510 | gbrigandi-concealmcp · back-end | Proxy server that intercepts communications to automatically detect and replace personally identifiable information with consistent fake data using… | 18 stars · 4 forks | No one-command install · Source | |
| 1775 | 74.510 | solanaviz-mcp-servermcp · back-end | Enables Claude to access, analyze, and visualize Solana blockchain data through natural language conversations. | 18 stars · 4 forks | No one-command install · Source | |
| 1784 | 74.488 | tianqitang1-enrichr-mcp-servermcp · back-end | A MCP server that provides gene set enrichment analysis using the Enrichr API | 15 stars · 6 forks | No one-command install · Source | |
| 1784 | 74.488 | panth1823-formula1mcp · back-end | Integrates with Formula 1 APIs to provide real-time racing data, historical results, driver information, team radio messages, weather conditions, and… | 15 stars · 6 forks | No one-command install · Source | |
| 1784 | 74.488 | qlik-mcp-servermcp · back-end | A comprehensive MCP server that provides complete access to Qlik Sense applications and their detailed information for AI assistants and other MCP… | 15 stars · 6 forks | No one-command install · Source | |
| 1784 | 74.488 | anthropic-compiler-explorermcp · back-end | Connects to Compiler Explorer API for listing programming languages, retrieving available compilers, and compiling source code with customizable… | 15 stars · 6 forks | No one-command install · Source | |
| 1784 | 74.488 | nocodb-mcp-servermcp · back-end | Provides CRUD operations (Create, Read, Update, Delete) for Nocodb tables through the Model Context Protocol. | 15 stars · 6 forks | No one-command install · Source | |
| 1784 | 74.488 | glifxyz-mymcpspacemcp · back-end | Enables AI interaction with MyMCPSpace social media platform for creating posts, replying to content, toggling likes, retrieving feed data, and… | 15 stars · 6 forks | No one-command install · Source | |
| 1784 | 74.488 | aapanelmcp · back-end | Bridges AI with aaPanel web hosting control panel for managing websites, databases, Docker containers, and system resources through Go-based API… | 15 stars · 6 forks | No one-command install · Source | |
| 1791 | 74.475 | codemagic-mcp-servermcp · back-end | A lightweight MCP server that provides seamless access to Codemagic CI/CD APIs, enabling natural language interaction with applications, builds… | 13 stars · 8 forks | No one-command install · Source | |
| 1791 | 74.475 | fish-audiomcp · back-end | Integrates with Fish Audio's API to generate high-quality speech from text with configurable voice models, audio formats, and real-time streaming for… | 13 stars · 8 forks | No one-command install · Source | |
| 1791 | 74.475 | nacal-minecraft-remotemcp · back-end | Enables AI-assisted remote control and manipulation of Minecraft servers through natural language commands, supporting complex navigation, world… | 13 stars · 8 forks | No one-command install · Source | |
| 1791 | 74.475 | mcp-coinglassmcp · back-end | Provides futures market analytics (Open Interest, Liquidations, Long/Short Ratio, Funding Rates) via the CoinGlass API v4, enabling natural language… | 13 stars · 8 forks | No one-command install · Source | |
| 1791 | 74.475 | ethancod1ng-bybitmcp · back-end | Integrates with Bybit cryptocurrency exchange APIs to provide real-time market data, account management, and testnet-only trading operations for… | 13 stars · 8 forks | No one-command install · Source | |
| 1791 | 74.475 | wiki-js-mcp-servermcp · back-end | An MCP server that provides a unified interface to manage Wiki.js pages, users, and groups via GraphQL API, enabling AI agents to create, read… | 13 stars · 8 forks | No one-command install · Source | |
| 1797 | 74.422 | opencart-mcp-servermcp · back-end | Query and edit your OpenCart store from Claude Code. Products, orders, customers, Journal3 modules, SEO URLs, CMS pages — 36 tools, all through… | 16 stars · 5 forks | No one-command install · Source | |
| 1797 | 74.422 | notebooklm-mcp-2026mcp · back-end | Secure MCP server for querying Google NotebookLM notebooks. Enables AI assistants to list notebooks, read sources, and ask the NotebookLM AI questions… | 16 stars · 5 forks | No one-command install · Source | |
| 1797 | 74.422 | huaqiu-electronics-kicadmcp · back-end | Exposes KiCad PCB and schematic editor capabilities as tools through a custom IPC API integration. | 16 stars · 5 forks | No one-command install · Source | |
| 1797 | 74.422 | faostat-mcp-servermcp · back-end | Enables AI assistants to query the full FAOSTAT API for global food and agriculture statistics, allowing natural-language questions about crop… | 16 stars · 5 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.