Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1101 | 82.3757 | ramlyburger-gpt-image-2mcp · back-end | Generate images via OpenAI API or ChatGPT web automation with selectable backends. | 92 stars · 2 forks | No one-command install · Source | |
| 1102 | 82.3457 | mcp-boilerplatemcp · back-end | A boilerplate for deploying a remote MCP server on Google Cloud with authentication, enabling experimentation with MCP tools. | 8 stars · 18 forks | No one-command install · Source | |
| 1103 | 82.3350 | weidwonder-terminalmcp · back-end | Enables AI systems to execute terminal commands in local or remote environments through a TypeScript-based server supporting both standard I/O and SSE… | 28 stars · 11 forks | No one-command install · Source | |
| 1103 | 82.3350 | pinescript-mcp-documentation-servermcp · back-end | AI-optimized MCP server for PineScript v6 development, providing comprehensive documentation access, style guide adherence, and code review… | 28 stars · 11 forks | No one-command install · Source | |
| 1103 | 82.3350 | alexcong-gemini-deepsearchmcp · back-end | Performs automated multi-step web research using Google Search API and Gemini models to generate diverse search queries, conduct parallel searches… | 28 stars · 11 forks | No one-command install · Source | |
| 1106 | 82.3247 | ogoldberg-gemini-contextmcp · back-end | Provides persistent conversation history, semantic search, and API-level caching for Gemini models to optimize token usage and reduce costs. | 29 stars · 10 forks | No one-command install · Source | |
| 1106 | 82.3247 | psiace-nebulagraphmcp · back-end | Provides a lightweight server for seamless access to NebulaGraph 3.x graph databases, enabling graph schema exploration, query execution, and advanced… | 29 stars · 10 forks | No one-command install · Source | |
| 1108 | 82.3224 | fgui-agent-bridgemcp · back-end | MCP server that enables AI agents to operate FairyGUI Editor through structured tools, using a local JSON file queue and the editor plugin to invoke… | 38 stars · 6 forks | No one-command install · Source | |
| 1108 | 82.3224 | ptt-mcp-servermcp · back-end | Enables AI clients to log in and interact with the PTT bulletin board system via MCP protocol, supporting article management, mailbox, and P-coin… | 38 stars · 6 forks | No one-command install · Source | |
| 1110 | 82.3190 | pwh-pwh-coin-mcp-servermcp · back-end | Bitget API to fetch cryptocurrency price. | 27 stars · 12 forks | No one-command install · Source | |
| 1111 | 82.2909 | gravitykit-gravity-formsmcp · back-end | Integrates with Gravity Forms REST API v2 to provide comprehensive form, entry, submission, feed, and notification management with intelligent field… | 24 stars · 13 forks | No one-command install · Source | |
| 1111 | 82.2909 | ukenn2112-bangumi-tvmcp · back-end | Integrates with Bangumi TV API to retrieve anime information, user data, and media details for tracking and discovering anime and manga collections | 24 stars · 13 forks | No one-command install · Source | |
| 1113 | 82.2835 | oura-mcp-servermcp · back-end | Enables AI assistants to access your Oura Ring health data through OAuth2-authenticated API calls. | 9 stars · 17 forks | No one-command install · Source | |
| 1114 | 82.2510 | maven-tools-mcp-servermcp · back-end | Provides live Maven Central dependency inspection with stability filtering, version comparison, CVE checks, and POM-aware upgrade recommendations for… | 32 stars · 8 forks | No one-command install · Source | |
| 1114 | 82.2510 | infaton-mcp35mcp · back-end | INFATON MCP Server for 1C:Enterprise ERP — 35 tools for metadata inspection, document CRUD, register queries, and BSP integration. First MCP server… | 32 stars · 8 forks | No one-command install · Source | |
| 1116 | 82.2295 | dkships-pm-copilotmcp · back-end | Triangulates HelpScout support tickets and ProductLift feature requests to generate prioritized product plans. Scores themes by convergence (same… | 30 stars · 9 forks | No one-command install · Source | |
| 1116 | 82.2295 | logseq-api-mcpmcp · back-end | AI assistant integration with Logseq knowledge graph: 21 tools to read, write, query, and search notes, enabling seamless interaction with your notes. | 30 stars · 9 forks | No one-command install · Source | |
| 1116 | 82.2295 | cv-forgemcp · back-end | An MCP server that analyzes job postings and generates tailored, ATS-friendly CVs, cover letters, and email templates in multiple formats including… | 30 stars · 9 forks | No one-command install · Source | |
| 1119 | 82.2118 | ahnlabio-bicscanmcp · back-end | Provides a bridge to the BICScan API for assessing blockchain risk and analyzing digital assets through risk scoring and detailed holdings information | 17 stars · 14 forks | No one-command install · Source | |
| 1120 | 82.1980 | deptrustmcp · back-end | deptrust is a CLI that checks package versions for known vulnerabilities across npm, PyPI, crates.io, Go modules, RubyGems, NuGet, Maven, Packagist… | 61 stars · 3 forks | No one-command install · Source | |
| 1121 | 82.1914 | husamabusafa-hasura-graphqlmcp · back-end | Enables AI interaction with Hasura GraphQL endpoints for schema discovery, data querying, and database operations through a comprehensive set of… | 23 stars · 13 forks | No one-command install · Source | |
| 1122 | 82.1896 | kimai-mcp-servermcp · back-end | Enables AI assistants to interact with Kimai time-tracking API for managing timesheets, projects, activities, customers, users, and more. | 34 stars · 7 forks | No one-command install · Source | |
| 1122 | 82.1896 | hypurrquant-perp-climcp · back-end | Multi-DEX perpetual futures trading MCP server for Pacifica (Solana), Hyperliquid (HyperEVM), and Lighter (Ethereum). 18 tools for market data, trade… | 34 stars · 7 forks | No one-command install · Source | |
| 1122 | 82.1896 | ouvreboite-openapi-to-mcpmcp · back-end | Lightweight MCP server to access any API using their OpenAPI specification. Supports OAuth2 and full JSON schema parameters and request body. | 34 stars · 7 forks | No one-command install · Source | |
| 1125 | 82.1545 | yamanoku-baseline-web-compatibilitymcp · back-end | Provides real-time browser compatibility status for Web Platform APIs by connecting to the WebStatus API, helping web developers make informed… | 37 stars · 6 forks | No one-command install · Source | |
| 1125 | 82.1545 | d-kimuson-esa-iomcp · back-end | Integrates with esa.io API for searching and retrieving team knowledge, enabling efficient information access and collaboration. | 37 stars · 6 forks | No one-command install · Source | |
| 1127 | 82.1259 | jmrplens-gitlabmcp · back-end | Exposes the entire GitLab REST API as 1006 MCP tools across 162 domain sub-packages for AI-driven GitLab management. | 41 stars · 5 forks | No one-command install · Source | |
| 1128 | 82.0985 | codexmcpmcp · back-end | A FastMCP server that wraps OpenAI Codex CLI to provide AI-powered code generation, refactoring, and documentation via a standardized API. | 60 stars · 3 forks | No one-command install · Source | |
| 1129 | 82.0967 | sera-mcp-servermcp · back-end | Enables AI assistants to query market data, check balances, execute swaps, and manage orders on the Sera stablecoin exchange platform through natural… | 10 stars · 16 forks | No one-command install · Source | |
| 1130 | 82.0894 | mcp-stdio-to-streamable-http-adaptermcp · back-end | Bridges STDIO MCP clients to Streamable HTTP MCP servers, allowing any STDIO-supported client to use Streamable HTTP servers immediately. | 27 stars · 11 forks | No one-command install · Source | |
| 1130 | 82.0894 | lenwood-college-football-datamcp · back-end | Integrates with College Football Data API to provide natural language querying of game results, team records, player stats, rankings, and advanced… | 27 stars · 11 forks | No one-command install · Source | |
| 1132 | 82.0880 | runwayml-runway-apimcp · back-end | Integrates with Runway's generative AI platform to create and edit videos and images through text-to-image generation, image-to-video conversion… | 22 stars · 13 forks | No one-command install · Source | |
| 1133 | 82.0356 | suno-music-generatormcp · back-end | Enables AI assistants to generate custom music compositions with specified lyrics, style tags, and titles through the Suno API, delivering completed… | 28 stars · 10 forks | No one-command install · Source | |
| 1134 | 82.0147 | casualmarketmcp · back-end | A Taiwan stock trading MCP server providing over 23 tools for real-time stock prices, financial analysis, market information, and simulated trading. | 31 stars · 8 forks | No one-command install · Source | |
| 1134 | 82.0147 | badhansen-notion-todo-listmcp · back-end | Integrates with Notion's API to manage personal todo lists, enabling task creation, retrieval, and automation within specified Notion pages. | 31 stars · 8 forks | No one-command install · Source | |
| 1136 | 82.0002 | pasympa-discordmcp · back-end | Controls Discord servers with 45 tools for messages, channels, roles, permissions, and moderation. | 21 stars · 13 forks | No one-command install · Source | |
| 1136 | 82.0002 | ybouhjira-openai-ttsmcp · back-end | Converts text to speech using OpenAI's TTS API with configurable voices and cross-platform audio playback. | 21 stars · 13 forks | No one-command install · Source | |
| 1138 | 81.9804 | text-editormcp · back-end | Implements Claude's text editor tool as a server, enabling viewing, editing, and creating text files with persistent state across command calls. | 36 stars · 6 forks | No one-command install · Source | |
| 1139 | 81.9720 | inhiblabcore-mcp-image-compressionmcp · back-end | MCP server for local compression of various image formats. | 33 stars · 7 forks | No one-command install · Source | |
| 1140 | 81.9466 | moomoo-api-mcpmcp · back-end | Enables AI agents to access real-time market data, manage Moomoo trading accounts, and execute trades via the Moomoo platform. | 29 stars · 9 forks | No one-command install · Source | |
| 1141 | 81.9269 | linkedin-mcp-server-3mcp · back-end | Enables interaction with LinkedIn's Community Management API, allowing users to retrieve profile information and create posts via natural language. | 40 stars · 5 forks | No one-command install · Source | |
| 1142 | 81.8719 | boondmanager-mcp-servermcp · back-end | MCP server for the BoondManager API, enabling Claude to search, create, and modify records across 36 domains with 158 tools. | 20 stars · 13 forks | No one-command install · Source | |
| 1143 | 81.7900 | imprvhub-mcp-rss-aggregatormcp · back-end | Model Context Protocol Server for aggregating RSS feeds in Claude Desktop. | 27 stars · 10 forks | No one-command install · Source | |
| 1144 | 81.7878 | doobidoo-mcp-context-providermcp · back-end | Static server that provides persistent tool-specific context and rules for AI models | 30 stars · 8 forks | No one-command install · Source | |
| 1144 | 81.7878 | iwen-conf-apifoxmcp · back-end | Integrates with Apifox platform for managing APIs, schemas, folders, tags, and testing workflows | 30 stars · 8 forks | No one-command install · Source | |
| 1144 | 81.7878 | malwarebazaar-mcpmcp · back-end | An AI-driven MCP server that autonomously interfaces with Malware Bazaar, delivering real-time threat intel and sample metadata for authorized… | 30 stars · 8 forks | No one-command install · Source | |
| 1147 | 81.7814 | kagglemcp · back-end | Integrates with Kaggle's API to enable competition participation, dataset management, kernel operations, and model submissions for data scientists and… | 35 stars · 6 forks | No one-command install · Source | |
| 1148 | 81.7746 | adityaarsharma-librecrawlmcp · back-end | MCP server wrapping LibreCrawl for SEO auditing and web crawling. | 39 stars · 5 forks | No one-command install · Source | |
| 1149 | 81.7655 | zqushair-frontappmcp · back-end | Integrates Claude with Front customer communication platform, enabling AI to manage conversations, contacts, and accounts directly through the Front… | 19 stars · 13 forks | No one-command install · Source | |
| 1149 | 81.7655 | taobao-mcp-servermcp · back-end | Model Context Protocol (MCP) server for scraping Taobao and Tmall product information. Enables AI assistants to fetch comprehensive product data… | 19 stars · 13 forks | No one-command install · Source | |
| 1151 | 81.7544 | j4c0bs-mcp-server-sql-analyzermcp · back-endalso listed as mcp-server-sql-analyzer | MCP server that provides SQL analysis, linting, and dialect conversion using [SQLGlot](https://github.com/tobymao/sqlglot) | 32 stars · 7 forks | No one-command install · Source | |
| 1153 | 81.7284 | pradumnasaraf-aviationstackmcp · back-end | Integrates with the AviationStack API to provide real-time flight data, airport schedules, aircraft information, and aviation details for travel… | 25 stars · 12 forks | No one-command install · Source | |
| 1153 | 81.7284 | bivex-kanboardmcp · back-end | Integrates with Kanboard project management systems via JSON-RPC API to provide complete project lifecycle management including task operations, user… | 25 stars · 12 forks | No one-command install · Source | |
| 1153 | 81.7284 | microsoft-fabric-mcpmcp · back-end | A read-only Model Context Protocol server for Microsoft Fabric, enabling natural language queries to workspaces, lakehouses, tables, jobs, and… | 25 stars · 12 forks | No one-command install · Source | |
| 1153 | 81.7284 | delorenj-ticketmaster-discoverymcp · back-end | Integrates with Ticketmaster's Discovery API to search and retrieve detailed event, venue, and attraction data for entertainment planning and… | 25 stars · 12 forks | No one-command install · Source | |
| 1153 | 81.7284 | phialsbasement-cmd-mcp-servermcp · back-end | Cross-platform MCP server for executing command-line operations and SSH connections on Windows and Linux systems through a standardized interface. | 25 stars · 12 forks | No one-command install · Source | |
| 1158 | 81.6728 | zimi-mcp-servermcp · back-end | Enables AI agents to search, read, and manage offline knowledge from ZIM files (Kiwix archives) with full-text search, language support, and library… | 45 stars · 4 forks | No one-command install · Source | |
| 1159 | 81.6575 | telegram-api-mcpmcp · back-endalso listed as timoncool-telegram-api | Ultimate MCP server for Telegram Bot API — 169 methods, full v9.6 coverage, meta-mode, rate limiting, and circuit breaker, enabling AI to control… | 28 stars · 9 forks | No one-command install · Source | |
| 1159 | 81.6575 | google-flights-mcp-servermcp · back-end | Connects AI agents to Google Flights data, enabling retrieval of flight information, cheapest options, time-filtered flights, and best… | 28 stars · 9 forks | No one-command install · Source | |
| 1162 | 81.5267 | steelmorgan-1c-enterprisemcp · back-end | Bridges 1C enterprise systems with reactive REST API endpoints and server-sent events for real-time business application integration and data… | 44 stars · 4 forks | No one-command install · Source | |
| 1162 | 81.5267 | atom2ueki-ios-simulatormcp · back-end | Provides a TypeScript-based server for dynamically creating, booting, and controlling iOS simulators using the Appium iOS Simulator library, enabling… | 44 stars · 4 forks | No one-command install · Source | |
| 1164 | 81.5181 | workflows-mcp-servermcp · back-end | Enables AI agents to discover, understand, and execute complex multi-step workflows defined in YAML files through the Model Context Protocol. | 31 stars · 7 forks | No one-command install · Source | |
| 1164 | 81.5181 | zth0828-minimaxmcp · back-end | Unified MCP server for MiniMax multimodal AI covering text, image, speech, video, and music generation. | 31 stars · 7 forks | No one-command install · Source | |
| 1164 | 81.5181 | tianjimcp · back-end | An MCP server that integrates hundreds of thinking models and frameworks to help users systematically analyze and solve problems through structured… | 31 stars · 7 forks | No one-command install · Source | |
| 1167 | 81.5049 | mt5-quantmcp · back-end | MCP server for MT5 strategy development on macOS/Linux with 89 tools to compile, backtest, analyze, optimize, debug crashes, and manage MQL5 Expert… | 29 stars · 8 forks | No one-command install · Source | |
| 1167 | 81.5049 | orliesaurus-pulsemcp · back-end | Integrates with PulseMCP to enable querying and retrieval of MCP server and integration data for ecosystem analysis and service recommendations. | 29 stars · 8 forks | No one-command install · Source | |
| 1169 | 81.4988 | devoxx-filesystemmcp · back-end | Provides a filesystem and web access server that enables interaction with local files and web resources through standardized tools, supporting… | 25 stars · 11 forks | No one-command install · Source | |
| 1169 | 81.4988 | dazeb-github-mappermcp · back-end | Integrates with GitHub to analyze repositories, generate file structure maps, and enable code analysis workflows using TypeScript and the Octokit REST… | 25 stars · 11 forks | No one-command install · Source | |
| 1169 | 81.4988 | task-managermcp · back-end | Provides a structured API for managing projects and tasks with dependencies, enabling hierarchical organization, priority tracking, and identification… | 25 stars · 11 forks | No one-command install · Source | |
| 1169 | 81.4988 | tim-kitchens-screenshotmcp · back-end | Lightweight cross-platform screenshot capture server enabling visual context retrieval through automatic JPEG compression and flexible stdio/SSE… | 25 stars · 11 forks | No one-command install · Source | |
| 1173 | 81.4981 | esp-rainmaker-mcp-servermcp · back-endalso listed as espressif-esp-rainmaker-mcp | Enables MCP-compatible clients to interact with ESP RainMaker devices for node management, parameter control, scheduling, and group management via the… | 17 stars · 13 forks | No one-command install · Source | |
| 1175 | 81.4883 | teamworkmcp · back-end | Integrates with Teamwork API to manage projects, tasks, team members, and generate utilization reports for streamlined project management and… | 13 stars · 14 forks | No one-command install · Source | |
| 1176 | 81.4822 | medium-mcp-servermcp · back-end | Enables programmatic interaction with Medium's content ecosystem for intelligent and context-aware content retrieval. | 26 stars · 10 forks | No one-command install · Source | |
| 1177 | 81.4233 | stephanj-eclipse-jdt-language-servermcp · back-end | Wraps Eclipse JDT Language Server to provide Java code navigation, symbol search, reference finding, and project structure analysis. | 37 stars · 5 forks | No one-command install · Source | |
| 1177 | 81.4233 | openweb-ninja-mcpmcp · back-end | Official MCP server for OpenWeb Ninja: 40+ real-time web data and SERP APIs (Google Maps, Amazon, jobs, Zillow, Trustpilot, web search, news, finance)… | 37 stars · 5 forks | No one-command install · Source | |
| 1179 | 81.4119 | a2a-clicli · back-end | Command-line client for interacting with A2A servers | 27 stars · 9 forks | No one-command install · Source | |
| 1180 | 81.3874 | mcp-power-automatemcp · back-end | Local-first MCP server and Chromium extension for AI-assisted Microsoft Power Automate work, enabling users to inspect, validate, edit, run, review… | 24 stars · 12 forks | No one-command install · Source | |
| 1180 | 81.3874 | tomekkorbak-stravamcp · back-end | Integrates with the Strava API to retrieve and analyze athlete activities data, enabling fitness tracking and performance monitoring over time. | 24 stars · 12 forks | No one-command install · Source | |
| 1180 | 81.3874 | luma-api-mcpmcp · back-end | Enables image and video generation using Luma's API, supporting multiple models, aspect ratios, and advanced features like keyframes and style… | 24 stars · 12 forks | No one-command install · Source | |
| 1183 | 81.3529 | originlab-mcp-servermcp · back-end | Bridge between AI assistants and OriginLab, enabling data import, plotting, analysis, and export through natural language commands. | 73 stars · 2 forks | No one-command install · Source | |
| 1184 | 81.3520 | sleeper-mcp-servermcp · back-end | Enables natural language interaction with Sleeper Fantasy Football API data, allowing queries about leagues, players, matchups, draft results, and… | 16 stars · 13 forks | No one-command install · Source | |
| 1184 | 81.3520 | ricauts-cybermcpmcp · back-end | Provides API security testing tools for authentication testing, SQL injection detection, data leakage analysis, and vulnerability scanning with… | 16 stars · 13 forks | No one-command install · Source | |
| 1186 | 81.3431 | shopware-admin-mcp-servermcp · back-end | Enables AI assistants to manage Shopware e-commerce data through the Admin API, including products, categories, sales channels, orders, themes, and… | 33 stars · 6 forks | No one-command install · Source | |
| 1186 | 81.3431 | mguozhen-amazon-reviewsmcp · back-end | Amazon product review analysis with VOC insights, sentiment, and listing improvements via Shulex OpenAPI. | 33 stars · 6 forks | No one-command install · Source | |
| 1186 | 81.3431 | advanced-reason-mcpmcp · back-end | Enables advanced reasoning and reflection using the Gemini API and OpenRouter models, integrating sequential thinking and critique capabilities. | 33 stars · 6 forks | No one-command install · Source | |
| 1189 | 81.2911 | openapi-mcp-server-2mcp · back-end | 远程MCP服务，通过Model Context Protocol为AI应用提供阿里云数万个OpenAPI的无缝集成，支持Terraform、多账号、自定义OAuth等能力。 | 30 stars · 7 forks | No one-command install · Source | |
| 1189 | 81.2911 | janeemcp · back-end | Secrets management MCP server that injects credentials into API requests for AI agents, enforcing policies and logging all activity without exposing… | 30 stars · 7 forks | No one-command install · Source | |
| 1189 | 81.2911 | thinq-connect-thinqconnect-mcpmcp · back-end | Interact with LG ThinQ smart home devices and appliances through the ThinQ Connect MCP server. | 30 stars · 7 forks | No one-command install · Source | |
| 1189 | 81.2911 | nickpending-mcp-reconmcp · back-end | Conversational recon interface and MCP server powered by httpx and asnmap. Supports various reconnaissance levels for domain analysis, security header… | 30 stars · 7 forks | No one-command install · Source | |
| 1189 | 81.2911 | pv-bhat-gemsuitemcp · back-end | Integrates with Google's Gemini API through specialized tools for search, reasoning, processing, and file analysis, automatically selecting optimal… | 30 stars · 7 forks | No one-command install · Source | |
| 1194 | 81.2492 | wesbos-currency-conversionmcp · back-end | Provides real-time currency conversion capabilities by fetching current exchange rates from currency APIs, enabling financial calculations… | 36 stars · 5 forks | No one-command install · Source | |
| 1194 | 81.2492 | yutarop-ros-mcpmcp · back-end | MCP server that supports ROS2 topics, services, and actions communication, and controls robots using natural language. | 36 stars · 5 forks | No one-command install · Source | |
| 1194 | 81.2492 | docs-rsmcp · back-end | Integrates with crates.io and docs.rs to search Rust crates, retrieve README content, fetch documentation for specific API items, and search within… | 36 stars · 5 forks | No one-command install · Source | |
| 1197 | 81.2157 | akiflow-mcp-servermcp · back-end | MCP server for Akiflow task management with Meeting Assistant support. Enables creating, updating, scheduling tasks, managing calendars, and accessing… | 28 stars · 8 forks | No one-command install · Source | |
| 1197 | 81.2157 | seo-insights-mcp-servermcp · back-end | Connects AI assistants to SEO APIs for backlinks analysis, keyword research, and traffic analysis. | 28 stars · 8 forks | No one-command install · Source | |
| 1197 | 81.2157 | hotels-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that allows LLMs to search for hotels and destinations using the Booking.com API. | 28 stars · 8 forks | No one-command install · Source | |
| 1200 | 81.1993 | mikusnuz-metamcp · back-end | Manage Instagram and Threads content, analytics, and engagement through Meta's Graph API v25.0. | 25 stars · 10 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.