Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2301 | 69.255 | google-admin-mcp-servermcp · back-end | A FastMCP server for managing Google Workspace users through the Admin Directory API, enabling user listing, creation, suspension, and unsuspension. | 10 stars · 5 forks | No one-command install · Source | |
| 2301 | 69.255 | kshern-image-toolsmcp · back-end | Retrieves image dimensions from URLs and local files with optional compression capabilities through the Tinify API for image analysis and processing… | 10 stars · 5 forks | No one-command install · Source | |
| 2301 | 69.255 | freedanfan-multi-llm-api-gatewaymcp · back-end | Provides a unified FastAPI server for interacting with multiple language model APIs, enabling seamless switching between OpenAI and Anthropic models… | 10 stars · 5 forks | No one-command install · Source | |
| 2301 | 69.255 | starwarsmcp · back-end | Provides access to the SWAPI Star Wars API, enabling users to query characters, planets, films, species, vehicles, and starships with automatic… | 10 stars · 5 forks | No one-command install · Source | |
| 2301 | 69.255 | grandbusta-solana-blockchainmcp · back-end | Enables secure interaction with the Solana blockchain for checking wallet balances, retrieving blockchain information, and executing token transfers… | 10 stars · 5 forks | No one-command install · Source | |
| 2301 | 69.255 | whm-mcp-servermcp · back-end | Enables AI assistants to manage WHM hosting accounts and server administration tasks including account management, server stats, updates, SSL… | 10 stars · 5 forks | No one-command install · Source | |
| 2301 | 69.255 | ramidecodes-notionmcp · back-end | Integrates with the Notion API to enable searching, querying databases, managing pages and blocks, and handling users and comments for content… | 10 stars · 5 forks | No one-command install · Source | |
| 2301 | 69.255 | anthropic-gleanmcp · back-end | Integrates Glean's search and chat APIs to enable natural language interactions with organizational knowledge bases and chatbots. | 10 stars · 5 forks | No one-command install · Source | |
| 2309 | 69.206 | mcp-graphql-enhancedmcp · back-end | Federated GraphQL-to-MCP bridge. Enables seamless execution of GraphQL queries with built-in introspection and schema evolution tracking. | 4,795 installs | No commit datelisted | No one-command install · Source |
| 2310 | 69.193 | upvote-club-remote-mcpmcp · back-end | Remote MCP server for Claude.ai to interact with Upvote Club's API, enabling task creation, status checking, and platform listing via natural… | 42 stars | No one-command install · Source | |
| 2311 | 69.053 | upvote-club-local-mcpmcp · back-end | Provides access to Upvote.club public API via stdio, enabling task creation, status checking, platform listing, and API reference queries. | 41 stars | No one-command install · Source | |
| 2312 | 69.049 | aidd-mcp-servermcp · back-end | Provides AI-driven development tools including file system operations, multi-language code analysis with tree-sitter, Git operations, code execution… | 18 forks | No one-command install · Source | |
| 2313 | 69.000 | mcp-server-polarionmcp · back-end | A Model Context Protocol (MCP) server for Polarion ALM. Lets AI assistants read documents, work items, and traceability links — and create, update… | 12 stars · 3 forks | No one-command install · Source | |
| 2313 | 69.000 | fenestra-mcpmcp · back-end | MCP server for fenestra, a pure-Rust native GUI framework. Renders and verifies native UIs headlessly (no display, no GPU): a typed accessibility… | 12 stars · 3 forks | No one-command install · Source | |
| 2313 | 69.000 | spectre-2mcp · back-end | Enables AI agents to search, read user profiles, timelines, media, follow threads, track trends, and manage accounts on X/Twitter via GraphQL, without… | 12 stars · 3 forks | No one-command install · Source | |
| 2313 | 69.000 | rssmcp · back-end | RSS/Atom feed server that provides intelligent caching, batch processing, content monitoring, and full-text search capabilities for news aggregation… | 12 stars · 3 forks | No one-command install · Source | |
| 2313 | 69.000 | efremidze-swift-patterns-mcpmcp · back-end | An MCP server providing curated Swift and SwiftUI best practices from leading iOS developers, including patterns and real-world code examples from… | 12 stars · 3 forks | No one-command install · Source | |
| 2313 | 69.000 | homey-mcp-servermcp · back-end | Enables Claude AI to control and manage Homey Pro smart home devices, flows, and analytics through natural language. | 12 stars · 3 forks | No one-command install · Source | |
| 2313 | 69.000 | icost-app-mcp-servermcp · back-end | MCP server for iCost iOS app that enables smart expense tracking, category management, and account operations through natural language, supporting… | 12 stars · 3 forks | No one-command install · Source | |
| 2313 | 69.000 | meta-api-mcp-servermcp · back-endalso listed as savhascelik-meta-api | A meta API Gateway server that works with the Model Context Protocol (MCP), enabling AI assistants to connect to any API and access real-world data… | 12 stars · 3 forks | No one-command install · Source | |
| 2313 | 69.000 | kongyo2-eve-online-osintmcp · back-end | Integrates with EVE Online APIs including ESI, EveWho, and zKillboard to provide comprehensive intelligence gathering on characters, corporations, and… | 12 stars · 3 forks | No one-command install · Source | |
| 2313 | 69.000 | swagger-openapimcp · back-end | Integrates with REST APIs through OpenAPI specifications to fetch documentation, explore endpoints, execute authenticated requests, and validate… | 12 stars · 3 forks | No one-command install · Source | |
| 2313 | 69.000 | i18next-mcp-servermcp · back-end | Enables AI assistants to manage i18next translation files, including adding keys, syncing missing translations, and analyzing coverage. | 12 stars · 3 forks | No one-command install · Source | |
| 2313 | 69.000 | dosugamea-voicevoxmcp · back-end | Connects AI systems to VOICEVOX text-to-speech engine for Japanese voice synthesis, supporting both default transport and Server-Sent Events with… | 12 stars · 3 forks | No one-command install · Source | |
| 2313 | 69.000 | beverm2391-chain-of-thoughtmcp · back-end | Exposes raw reasoning tokens from language models through Groq's API, allowing users to see the step-by-step thinking process within <think> tags… | 12 stars · 3 forks | No one-command install · Source | |
| 2313 | 69.000 | hormold-command-proxymcp · back-end | Proxy server for CLI commands that captures terminal output in a circular buffer, enabling remote execution, log retrieval, and process management for… | 12 stars · 3 forks | No one-command install · Source | |
| 2328 | 68.921 | zabbix-mcp-servermcp · back-end | Provides advanced, programmable access to Zabbix monitoring data and management features, enabling querying, automation, and integration of Zabbix… | 9 stars · 6 forks | No one-command install · Source | |
| 2328 | 68.921 | options-chain-mcpmcp · back-end | Read-only MCP server for options research with server-side filtering to reduce token usage. Supports Tradier and Alpaca data providers. | 9 stars · 6 forks | No one-command install · Source | |
| 2328 | 68.921 | hpe-greenlakemcp · back-end | Collection of MCP servers for the HPE GreenLake platform covering infrastructure, security, users, workspaces, subscriptions, and reporting. | 9 stars · 6 forks | No one-command install · Source | |
| 2328 | 68.921 | srmtech-aquarium-camerasmcp · back-end | MCP server for live aquarium webcam interaction, providing tools to capture snapshots, switch cameras, observe aquatic life, and log observations from… | 9 stars · 6 forks | No one-command install · Source | |
| 2328 | 68.921 | fortimanager-mcpmcp · back-end | This MCP server provides tools to interact with FortiManager via JSON-RPC, but is deprecated and replaced by a more efficient Code Mode architecture. | 9 stars · 6 forks | No one-command install · Source | |
| 2328 | 68.921 | crazyrabbitltc-coingeckomcp · back-end | Integrates with CoinGecko Pro API to retrieve cryptocurrency data, enabling market analysis, portfolio tracking, and price monitoring applications. | 9 stars · 6 forks | No one-command install · Source | |
| 2328 | 68.921 | zenstack-mcp-auth-servermcp · back-end | Enables auto-generated CRUD operations with authentication and authorization for database models defined in ZenStack schema. | 9 stars · 6 forks | No one-command install · Source | |
| 2328 | 68.921 | flowcore-platform-mcp-servermcp · back-end | Enables AI assistants to query and manage Flowcore resources through a structured API. | 9 stars · 6 forks | No one-command install · Source | |
| 2328 | 68.921 | mcp-server-defillamamcp · back-end | Enables Claude to access DeFi data via DefiLlama API, including protocol TVL, chain TVL, token prices, and stablecoin information. | 9 stars · 6 forks | No one-command install · Source | |
| 2328 | 68.921 | hanweg-discord-rawmcp · back-end | Integrates with Discord's API to enable flexible bot development and management through simplified REST and slash command interfaces. | 9 stars · 6 forks | No one-command install · Source | |
| 2338 | 68.847 | tavern-tanukimcp · back-end | MCP server for managing and playing a running SillyTavern instance, enabling AI coding assistants to read/write character cards, worldbooks, and… | 19 stars · 1 fork | No one-command install · Source | |
| 2338 | 68.847 | acedatacloud-seedancemcp · back-end | ByteDance Seedance AI video generation through the AceDataCloud API platform. | 19 stars · 1 fork | No one-command install · Source | |
| 2338 | 68.847 | cyberchef-mcp-servermcp · back-end | Enables AI assistants to execute 463 CyberChef data manipulation operations—including encryption, encoding, and forensic analysis—as MCP tools. | 19 stars · 1 fork | No one-command install · Source | |
| 2338 | 68.847 | thinking-patterns-mcp-servermcp · back-end | Provides AI systems with structured thinking frameworks and reasoning tools to maintain consistent problem-solving patterns across conversations… | 19 stars · 1 fork | No one-command install · Source | |
| 2342 | 68.715 | zhangpanda-gomcpmcp · back-end | A Gin-like framework for building MCP servers in Go. Struct-tag auto schema, middleware chain, auth, tool groups, adapters for Gin/OpenAPI/gRPC, async… | 14 stars · 2 forks | No one-command install · Source | |
| 2342 | 68.715 | j0hanz-filesystem-context-mcp-servermcp · back-end | Read-only MCP server for secure filesystem exploration, searching, and analysis with symlink protection. | 14 stars · 2 forks | No one-command install · Source | |
| 2342 | 68.715 | stock-data-mcpmcp · back-end | MCP server exposing 43 financial data tools for A-share, HK, US stocks, crypto, and market news via open-stock-data. | 14 stars · 2 forks | No one-command install · Source | |
| 2342 | 68.715 | msty-admin-mcpmcp · back-end | Comprehensive MCP server for administering Msty Studio Desktop with 36 tools across 6 phases, Bloom behavioral evaluation, and support for four… | 14 stars · 2 forks | No one-command install · Source | |
| 2342 | 68.715 | mcp-leclerc-drivemcp · back-end | MCP server for E.Leclerc Drive that enables searching products, managing a cart, and preparing grocery orders natively through natural language. | 14 stars · 2 forks | No one-command install · Source | |
| 2342 | 68.715 | gma2-mcpmcp · back-end | An MCP server that lets AI assistants control grandMA2 lighting consoles via Telnet, exposing 41 high-level tools for cue management, fixture control… | 14 stars · 2 forks | No one-command install · Source | |
| 2342 | 68.715 | twenty-mcp-servermcp · back-end | Enables integration with Twenty CRM, allowing users to manage contacts, tasks, notes, and other CRM data through natural language commands. | 14 stars · 2 forks | No one-command install · Source | |
| 2342 | 68.715 | gmc-mcpmcp · back-endalso listed as kiwoongeom-google-merchant-center | MCP server for Google Merchant Center, providing 126 tools to manage Google Shopping feed, products, inventory, reports, promotions, returns, and… | 14 stars · 2 forks | No one-command install · Source | |
| 2342 | 68.715 | michaelzag-migadumcp · back-end | Integrates with Migadu's email hosting API to manage mailboxes, aliases, identities, and rewrite rules with bulk operations, password resets, and… | 14 stars · 2 forks | No one-command install · Source | |
| 2342 | 68.715 | kokoro-mcp-servermcp · back-end | Provides text-to-speech generation using the Kokoro-82M model, enabling AI assistants to generate voiceovers and audio content directly within Claude… | 14 stars · 2 forks | No one-command install · Source | |
| 2342 | 68.715 | woodpecker-mcpmcp · back-end | MCP server that connects AI assistants to Woodpecker CI for debugging pipeline failures, analyzing build logs, and troubleshooting CI/CD… | 14 stars · 2 forks | No one-command install · Source | |
| 2342 | 68.715 | rohanrav-screenymcp · back-end | Privacy-focused macOS MCP server for secure, user-approved window screenshots | 14 stars · 2 forks | No one-command install · Source | |
| 2342 | 68.715 | raindrop-io-mcp-servermcp · back-end | Enables to manage Raindrop.io bookmarks programmatically—add, search, and organize bookmarks from LLM apps. | 14 stars · 2 forks | No one-command install · Source | |
| 2356 | 68.547 | forwardnetworks-network-analysismcp · back-end | Integrates with Forward Networks API for network topology analysis, path tracing, device management, and configuration auditing with semantic search… | 4 stars · 7 forks | No one-command install · Source | |
| 2356 | 68.547 | odoo-19-mcp-servermcp · back-end | Provides tools to interact with Odoo 19's External JSON-2 API, enabling CRUD operations and complex queries on Odoo databases with multi-company… | 4 stars · 7 forks | No one-command install · Source | |
| 2356 | 68.547 | carsol-monarch-mcp-servermcp · back-end | MCP server providing read-only access to Monarch Money financial data, enabling AI assistants to analyze transactions, budgets, accounts, and cashflow… | 4 stars · 7 forks | No one-command install · Source | |
| 2356 | 68.547 | kukapay-twitter-username-changes-mcpmcp · back-end | An MCP server that tracks the historical changes of Twitter usernames. | 4 stars · 7 forks | No one-command install · Source | |
| 2360 | 68.509 | injective-mcp-servermcp · back-end | Enables AI agents to trade perpetual futures, manage wallets, transfer tokens, bridge cross-chain, and execute EVM transactions on Injective using… | 8 stars · 6 forks | No one-command install · Source | |
| 2360 | 68.509 | cloudera-ai-workbench-mcp-servermcp · back-end | Enables LLMs to interact with Cloudera AI Workbench APIs for managing files, jobs, models, experiments, projects, and applications. | 8 stars · 6 forks | No one-command install · Source | |
| 2360 | 68.509 | openpages-local-mcp-servermcp · back-end | Enables AI agents to securely interact with IBM OpenPages GRC platform through a standardized interface, supporting CRUD operations on objects like… | 8 stars · 6 forks | No one-command install · Source | |
| 2360 | 68.509 | cisco-catalyst-sd-wan-mcp-servermcp · back-endalso listed as cisco-catalyst-sd-wan-mcp-server-2 | Exposes Cisco Catalyst SD-WAN Manager (vManage) REST API as MCP tools, enabling AI assistants to query and manage SD-WAN fabric through vManage… | 8 stars · 6 forks | No one-command install · Source | |
| 2360 | 68.509 | jim-coyne-cisco-intersightmcp · back-end | Integrates with Cisco Intersight's infrastructure management API to provide datacenter automation including server provisioning, policy management… | 8 stars · 6 forks | No one-command install · Source | |
| 2360 | 68.509 | irskep-persistprocmcp · back-end | Provides persistent process management capabilities for multi-agent development workflows, enabling natural language control over long-running… | 8 stars · 6 forks | No one-command install · Source | |
| 2360 | 68.509 | langgraph-fastapi-mcp-server-demomcp · back-end | Turns a shopping list FastAPI app into an MCP server, enabling a LangGraph chatbot to manage shopping lists via natural language. | 8 stars · 6 forks | No one-command install · Source | |
| 2360 | 68.509 | ahodroj-icebergmcp · back-end | Provides a SQL interface for querying and managing Apache Iceberg tables through connections to Iceberg REST catalogs and S3-compatible storage… | 8 stars · 6 forks | No one-command install · Source | |
| 2360 | 68.509 | wricardo-gpt-proxymcp · back-end | Bridges HTTP clients with tool servers, enabling tool discovery and execution via REST endpoints, featuring automatic HTTPS exposure and OpenAPI 3.1.0… | 8 stars · 6 forks | No one-command install · Source | |
| 2370 | 68.315 | orchard-mcpmcp · back-end | MCP server for Apple Calendar, Mail, Reminders, and Files on macOS using native frameworks. | 18 stars · 1 fork | No one-command install · Source | |
| 2370 | 68.315 | mattheworiordan-remimcp · back-end | CLI and MCP server for Apple Reminders with section support, iCloud sync, and full reminder management. | 18 stars · 1 fork | No one-command install · Source | |
| 2370 | 68.315 | spec2tools-stdio-mcpmcp · back-end | Exposes any OpenAPI spec endpoints as AI agent tools via stdio, requiring no code generation or maintenance. | 18 stars · 1 fork | No one-command install · Source | |
| 2373 | 68.220 | samge0-qqmusicmcp · back-end | Provides a bridge to QQ Music API for searching, playing, and managing music playlists through natural language interactions without dealing with… | 10 stars · 4 forks | No one-command install · Source | |
| 2373 | 68.220 | mcp-finnhubmcp · back-end | MCP server providing comprehensive access to Finnhub financial market data API for AI assistants like Claude Desktop. | 10 stars · 4 forks | No one-command install · Source | |
| 2373 | 68.220 | multi-theft-auto-scriptingmcp · back-end | Official MCP server for Multi Theft Auto providing 8 tools for MTA Wiki docs, function lookups, and scripting reference. | 10 stars · 4 forks | No one-command install · Source | |
| 2373 | 68.220 | forgejo-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that provides Claude Desktop with tools to interact with Forgejo repositories, including listing repos, issues… | 10 stars · 4 forks | No one-command install · Source | |
| 2373 | 68.220 | shunshi-ai-bazi-reader-mcpmcp · back-end | Bazi (Four Pillars / 四柱推命 / 사주팔자) charting MCP server with true solar time correction and multilingual output (中文/EN/日本語/한국어). `npx shunshi-bazi-mcp` | 10 stars · 4 forks | armory install shunshi-ai-bazi-reader-mcp --cli claude | |
| 2373 | 68.220 | lifeup-mcpmcp · back-end | Enables Claude to interact with LifeUp Cloud API on your local network for task management, achievements, and user information. Supports 20 tools… | 10 stars · 4 forks | No one-command install · Source | |
| 2373 | 68.220 | tiller-money-mcp-servermcp · back-end | Provides read-only access to Tiller Money financial data in Google Sheets, enabling natural language queries for accounts, transactions, categories… | 10 stars · 4 forks | No one-command install · Source | |
| 2373 | 68.220 | aigroup-econ-mcpmcp · back-end | Econometrics MCP server for regression, causal inference, time series, panel data, machine learning, and broader statistical analysis workflows. | 10 stars · 4 forks | No one-command install · Source | |
| 2373 | 68.220 | roxorlt-cc2wxmcp · back-end | Bridge between Claude Code and WeChat via iLink Bot API with permission relay. | 10 stars · 4 forks | No one-command install · Source | |
| 2373 | 68.220 | svhov-1c-metacode-litemcp · back-end | MCP server for querying and analyzing 1C:Enterprise configuration metadata with 57 tools via SSE transport. | 10 stars · 4 forks | No one-command install · Source | |
| 2373 | 68.220 | hithereiamaliff-keywords-everywheremcp · back-end | Provides access to the Keywords Everywhere API for SEO research and keyword analysis. | 10 stars · 4 forks | No one-command install · Source | |
| 2373 | 68.220 | ai-battle-mcpmcp · back-end | A multi-user AI group chat server via MCP that lets multiple users' AI agents join a shared discussion room to debate topics and reach convergence. | 10 stars · 4 forks | No one-command install · Source | |
| 2373 | 68.220 | google-calendar-mcp-server-2mcp · back-end | Enables AI assistants to manage Google Calendar events, check availability, and handle scheduling tasks through natural language. | 10 stars · 4 forks | No one-command install · Source | |
| 2373 | 68.220 | flutterflow-mcpmcp · back-end | MCP server for FlutterFlow that uses a command-palette model to manage projects, inspect UI, and apply safe edits via transactional ChangeSets. | 10 stars · 4 forks | No one-command install · Source | |
| 2373 | 68.220 | stash-mcp-servermcp · back-end | An MCP server for querying and analyzing a Stash instance with advanced filters, caching, and personalized recommendations. | 10 stars · 4 forks | No one-command install · Source | |
| 2373 | 68.220 | halo-itsm-mcp-servermcp · back-end | Enables AI assistants to manage tickets, users, clients, assets, and more in Halo ITSM through the Model Context Protocol. | 10 stars · 4 forks | No one-command install · Source | |
| 2373 | 68.220 | i3t4an-kali-linuxmcp · back-end | Provides remote access to Kali Linux penetration testing tools through a Flask REST API, enabling network scanning, vulnerability assessment, password… | 10 stars · 4 forks | No one-command install · Source | |
| 2373 | 68.220 | garmin-documentation-mcp-servermcp · back-endalso listed as ztuskes-garmin-connect-iq-documentation | Provides offline access to complete Garmin Connect IQ SDK 8.2.3 documentation with enhanced search, device reference, programming guides, and FAQ for… | 10 stars · 4 forks | No one-command install · Source | |
| 2373 | 68.220 | mcp-facturascriptsmcp · back-end | An MCP server that integrates with the FacturaScripts ERP system, providing resources and tools to manage clients, products, invoices, accounting… | 10 stars · 4 forks | No one-command install · Source | |
| 2373 | 68.220 | danilat-zaragoza-trammcp · back-end | Provides real-time tram arrival estimations and station listings for Zaragoza's public transportation system through the DNDzgz API. | 10 stars · 4 forks | No one-command install · Source | |
| 2373 | 68.220 | v9rt3x-cs2-rconmcp · back-end | Enables Counter-Strike 2 server administration through RCON commands, allowing execution of administrative tasks, server status queries, and player… | 10 stars · 4 forks | No one-command install · Source | |
| 2373 | 68.220 | angel-one-mcp-servermcp · back-end | Enables interaction with Angel One trading APIs to retrieve historical market data and portfolio information. | 10 stars · 4 forks | No one-command install · Source | |
| 2373 | 68.220 | burp-suite-mcp-servermcp · back-end | Enables LLMs to query and retrieve data from Burp Suite proxy history using SQL-like syntax, aiding security researchers in efficient analysis. | 10 stars · 4 forks | No one-command install · Source | |
| 2373 | 68.220 | scopiousdigital-hubspotmcp · back-end | Enables detailed interactions with HubSpot CRM data by providing comprehensive tools for searching contacts, managing sales pipelines, retrieving… | 10 stars · 4 forks | No one-command install · Source | |
| 2373 | 68.220 | apoorvv-claude-enhancementsmcp · back-end | Extends Claude's capabilities with modular utility servers for greeting users, counting files, saving conversations, and managing context through a… | 10 stars · 4 forks | No one-command install · Source | |
| 2373 | 68.220 | shopifymcp · back-end | Integrates with Shopify's GraphQL API to enable store data management through 16 specialized tools for handling products, customers, orders… | 10 stars · 4 forks | No one-command install · Source | |
| 2400 | 68.177 | reddit-mcp-server-3mcp · back-end | Enables AI models to search, fetch, and read Reddit content with resilient rate-limit handling and smart comment filtering, including zero-config… | 36 stars | 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.