Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3801 | 82.075 | 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 | |
| 3802 | 82.065 | taurgis-sfcc-devmcp · observability | Connects to Salesforce B2C Commerce Cloud instances via WebDAV for real-time log monitoring, debugging, and comprehensive SFCC API documentation… | 28 stars · 10 forks | No one-command install · Source | |
| 3802 | 82.065 | szowesgad-semgrepmcp · other | Integrates Semgrep for static code analysis, enabling AI-driven security scanning, vulnerability detection, and code quality improvement across… | 28 stars · 10 forks | No one-command install · Source | |
| 3802 | 82.065 | 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 | |
| 3802 | 82.065 | camdenclark-jiramcp · other | Integrates Jira for natural language querying and manipulation of project management data. | 28 stars · 10 forks | No one-command install · Source | |
| 3806 | 82.058 | msaad00-agent-bommcp · devops | AI infrastructure security scanner for CVEs, SBOMs, compliance checks, and dependency auditing. | 31 stars · 8 forks | No one-command install · Source | |
| 3806 | 82.058 | openstudio-mcpmcp · other | Enables natural language interaction with OpenStudio building energy simulation, allowing creation, querying, and modification of models, running… | 31 stars · 8 forks | No one-command install · Source | |
| 3806 | 82.058 | zth0828-minimaxmcp · back-end | Unified MCP server for MiniMax multimodal AI covering text, image, speech, video, and music generation. | 31 stars · 8 forks | No one-command install · Source | |
| 3806 | 82.058 | cybersamuraix-hermes-n8nmcp · other | Local stdio MCP bridge for managing self-hosted n8n workflows including listing, inspecting, activating, and checking execution status. | 31 stars · 8 forks | No one-command install · Source | |
| 3806 | 82.058 | adaptive-graph-of-thoughtsmcp · other | Processes complex scientific queries through an 8-stage Graph-of-Thoughts pipeline that decomposes questions into hypotheses, gathers evidence, builds… | 31 stars · 8 forks | No one-command install · Source | |
| 3806 | 82.058 | greensheep01201-stitchmcp · front-end | Integrates with Google Stitch API using OAuth authentication to provide automated design workflow capabilities including UI/UX development, design… | 31 stars · 8 forks | No one-command install · Source | |
| 3806 | 82.058 | 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 | |
| 3806 | 82.058 | 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 | |
| 3806 | 82.058 | phxdev1-archymcp · github-vcs | Generates architectural diagrams from text descriptions or GitHub repositories using Mermaid syntax, supporting flowcharts, class diagrams, sequence… | 31 stars · 8 forks | No one-command install · Source | |
| 3806 | 82.058 | hritik003-linkedin-integrationmcp · search | Integrates with LinkedIn to enable profile retrieval, job searching, feed post access, and resume analysis for automated platform engagement. | 31 stars · 8 forks | No one-command install · Source | |
| 3816 | 82.041 | pwh-pwh-coin-mcp-servermcp · back-end | Bitget API to fetch cryptocurrency price. | 26 stars · 12 forks | No one-command install · Source | |
| 3817 | 82.040 | dolphin-mcp-pilotmcp · ai-agents | Production-ready MCP server for Apache DolphinScheduler. Enables AI agents to operate data workflows end-to-end with 58 tools covering DAG creation… | 12 stars · 15 forks | No one-command install · Source | |
| 3818 | 82.022 | mybuddymichael-youtube-transcriptmcp · other | Fetches and analyzes YouTube video transcripts by accepting URLs or video IDs and returning formatted transcript data with timestamps for video… | 59 stars · 3 forks | No one-command install · Source | |
| 3819 | 82.015 | mnemosmcp · ai-agents | MCP server providing persistent memory, semantic search, versioned storage, webhook fanout, and unified LLM routing for AI agents via FastAPI runtime… | 33 stars · 7 forks | No one-command install · Source | |
| 3819 | 82.015 | infobipmcp · otheralso listed as infobip-search-mcp, infobip-search-mcp-2, infobip-search-mcp-3, infobip-search-mcp-4 | Integration with the Infobip communication platform that allows you to reach your customers globally across any channel. | 33 stars · 7 forks | No one-command install · Source | |
| 3819 | 82.015 | rpg-encodermcp · search | Provides semantic codebase understanding via a graph, enabling AI agents to search, explore, and plan changes with whole-repo context in a single tool… | 33 stars · 7 forks | No one-command install · Source | |
| 3819 | 82.015 | appstore-connectmcp · auth | Integrates with Apple's App Store Connect API to provide direct access to iOS app sales reports, user analytics, app health metrics, beta testing… | 33 stars · 7 forks | No one-command install · Source | |
| 3819 | 82.015 | inhiblabcore-mcp-image-compressionmcp · back-end | MCP server for local compression of various image formats. | 33 stars · 7 forks | No one-command install · Source | |
| 3819 | 82.015 | praneybehl-claude-code-reviewmcp · ai-agents | Provides a server for obtaining structured and freeform code reviews from OpenAI, Google, and Anthropic models with support for project context… | 33 stars · 7 forks | No one-command install · Source | |
| 3819 | 82.015 | stephanj-githubmcp · github-vcs | Integrates with GitHub's API to enable repository management, issue tracking, pull request handling, and code manipulation through natural language… | 33 stars · 7 forks | No one-command install · Source | |
| 3830 | 82.010 | kevinwatt-searxngmcp · search | Integrates SearXNG's meta-search capabilities to provide privacy-focused, customizable search results from multiple engines for diverse information… | 36 stars · 6 forks | No one-command install · Source | |
| 3830 | 82.010 | ditrixnew-1c-enterprise-dbmcp · database | Connect to 1C:Enterprise databases through a native DLL transport layer. | 36 stars · 6 forks | No one-command install · Source | |
| 3830 | 82.010 | robotarm-mcp-p340mcp · other | Enables natural language control of ElephantRobotics MyCobot series robotic arms (especially ultraArmP340) through MCP protocol, with simulation mode… | 36 stars · 6 forks | No one-command install · Source | |
| 3830 | 82.010 | deepseekmine-pdf-readermcp · search | Extracts and processes content from PDF documents, offering text reading, OCR capabilities, and image retrieval with performance-optimized caching. | 36 stars · 6 forks | No one-command install · Source | |
| 3830 | 82.010 | 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 | |
| 3835 | 81.987 | 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 | |
| 3835 | 81.987 | 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 | |
| 3835 | 81.987 | kukapay-token-mintermcp · devops | Enables AI assistants to deploy and manage ERC-20 tokens across multiple blockchain networks, providing tools for token creation, balance checking… | 21 stars · 13 forks | No one-command install · Source | |
| 3838 | 81.967 | onlyoffice-docspacemcp · other | Manage documents, rooms, and users in ONLYOFFICE collaborative workspace | 29 stars · 9 forks | No one-command install · Source | |
| 3838 | 81.967 | gh-nicholasglazer-gnosismcp · database | Zero-config searchable documentation with SQLite or PostgreSQL storage. | 29 stars · 9 forks | No one-command install · Source | |
| 3838 | 81.967 | vectara-ragmcp · search | Provides a bridge between conversational interfaces and Vectara's Retrieval-Augmented Generation capabilities, enabling powerful search queries that… | 29 stars · 9 forks | No one-command install · Source | |
| 3838 | 81.967 | inventor-mcpmcp · back-end | MCP server for parametric 3D modeling in Autodesk Inventor, enabling natural language control of sketching, extrusion, hole features, and sheet metal… | 29 stars · 9 forks | No one-command install · Source | |
| 3838 | 81.967 | 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 | |
| 3838 | 81.967 | legalcontextmcp · search | Enables secure access to legal documents from Clio via Claude Desktop, with local processing and semantic search to ground AI responses in actual… | 29 stars · 9 forks | No one-command install · Source | |
| 3838 | 81.967 | matsjfunke-paperclipmcp · search | Integrates with ArXiv, OpenAlex, and Open Science Framework to provide unified academic paper search, metadata retrieval, and full-text PDF extraction… | 29 stars · 9 forks | No one-command install · Source | |
| 3838 | 81.967 | spark-mcp-optimizermcp · ai-agentsalso listed as vgiri2015-spark-optimizer | An MCP server that optimizes Apache Spark code using Claude AI, providing intelligent code optimization suggestions and performance analysis. | 29 stars · 9 forks | No one-command install · Source | |
| 3838 | 81.967 | marissamarym-imessagemcp · other | Integrates with Apple's iMessage and Contacts services to enable messaging and contact management operations for automated communication workflows on… | 29 stars · 9 forks | No one-command install · Source | |
| 3848 | 81.963 | seekrays-seekcodemcp · front-end | Code snippet and clipboard management tool designed for developers | 47 stars · 4 forks | No one-command install · Source | |
| 3849 | 81.952 | kashuncheng-dapmcp · other | Bridges debugging tools with AI systems through the Debug Adapter Protocol, enabling debugger control, breakpoint management, and program state… | 40 stars · 5 forks | No one-command install · Source | |
| 3849 | 81.952 | 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 | |
| 3851 | 81.934 | c0h1b4-mssqlmcp · database | Enables secure AI-driven interactions with Microsoft SQL Server databases for automated data analysis, dynamic reporting, and intelligent database… | 15 stars · 14 forks | No one-command install · Source | |
| 3852 | 81.863 | 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 | |
| 3853 | 81.824 | ai-cli-mcpmcp · ai-agentsalso listed as mkxultra-ai-cli | Enables running multiple AI CLI tools (Claude, Codex, Gemini, Forge, OpenCode) as background processes with automatic permission handling, allowing… | 27 stars · 10 forks | No one-command install · Source | |
| 3853 | 81.824 | 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 | |
| 3853 | 81.824 | stytch-consumer-todo-mcp-servermcp · auth | An MCP server that enables AI agents to manage a TODO list with user authentication via Stytch. It provides tools for creating, reading, updating, and… | 27 stars · 10 forks | No one-command install · Source | |
| 3853 | 81.824 | rassi0429-resonitelinkmcp · front-end | Integrates with Resonite VR platform through WebSocket protocol to enable real-time 3D object manipulation, scene creation, component management, and… | 27 stars · 10 forks | No one-command install · Source | |
| 3853 | 81.824 | vignesh-codes-postgresqlmcp · database | Provides secure read-only access to PostgreSQL databases for executing SQL queries and retrieving schema information. | 27 stars · 10 forks | No one-command install · Source | |
| 3853 | 81.824 | ejb503-notionmcp · database | Bridges to Notion's knowledge management system, enabling creation and manipulation of pages, databases, and content. | 27 stars · 10 forks | No one-command install · Source | |
| 3860 | 81.820 | 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 | |
| 3860 | 81.820 | 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 | |
| 3860 | 81.820 | cpkt9762-ida-promcp · other | Exposes IDA Pro 9.2+ reverse engineering capabilities headlessly through 73 tools for decompilation, disassembly, cross-references, call graphs, and… | 30 stars · 8 forks | No one-command install · Source | |
| 3860 | 81.820 | novyx-mcpmcp · databasealso listed as novyxlabs-novyx-memory | Governed actions, shared memory, audit, and rollback for MCP clients such as Claude Desktop, Cursor, and Claude Code. Works locally with SQLite or… | 30 stars · 8 forks | No one-command install · Source | |
| 3860 | 81.820 | 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 | |
| 3860 | 81.820 | ferdousbhai-wsb-analyst-mcpmcp · other | Reddit integration to analyze content on WallStreetBets community | 30 stars · 8 forks | No one-command install · Source | |
| 3860 | 81.820 | cosmix-linearmcp · search | Integrates Linear's issue tracking system, enabling querying and searching of issues for automated analysis, prioritization, and reporting. | 30 stars · 8 forks | No one-command install · Source | |
| 3868 | 81.818 | hugohow-music-analysismcp · other | Integrates librosa's audio processing capabilities to provide detailed music and audio analysis tools for extracting features like tempo, spectral… | 26 stars · 11 forks | No one-command install · Source | |
| 3868 | 81.818 | devonmojito-ton-blockchainmcp · other | Integrates with the TON blockchain to analyze wallet addresses, track transactions, detect trading patterns, and identify market trends for… | 26 stars · 11 forks | No one-command install · Source | |
| 3870 | 81.814 | dcpmcp · other | Bridges the Device Context Protocol (DCP) for IoT microcontrollers to the MCP standard, enabling AI control of ESP32 devices. | 57 stars · 3 forks | No one-command install · Source | |
| 3871 | 81.809 | macawls-umami-analyticsmcp · observability | Integrates with Umami Analytics to provide website statistics, visitor metrics, page views, traffic sources, and real-time active user monitoring with… | 35 stars · 6 forks | No one-command install · Source | |
| 3871 | 81.809 | skydeckai-rememberizermcp · search | Leverage Rememberizer's document API for AI-powered semantic search and retrieval of enterprise knowledge. | 35 stars · 6 forks | No one-command install · Source | |
| 3871 | 81.809 | 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 | |
| 3874 | 81.796 | btouchard-heraldmcp · comms | Bridge between Claude Chat and Claude Code for seamless context sharing. | 46 stars · 4 forks | No one-command install · Source | |
| 3875 | 81.791 | umbracomcp · back-endalso listed as umbraco-cms-mcp-server | Integrates AI agents with Umbraco CMS through the Management API | 39 stars · 5 forks | No one-command install · Source | |
| 3875 | 81.791 | dense-memmcp · database | About Self-hosted AI agent memory server with MCP, evidence provenance, typed claims, conflict detection, embeddings, recall, PostgreSQL, and Neo4j. | 39 stars · 5 forks | No one-command install · Source | |
| 3875 | 81.791 | vault-as-mcpmcp · ai-agents | An Obsidian plugin that runs an MCP server, enabling external LLM tools to read, search, create, and modify notes in your vault via HTTP or stdio… | 39 stars · 5 forks | No one-command install · Source | |
| 3875 | 81.791 | zhaoyouj-slicermcp · other | Bridges medical professionals with 3D Slicer's medical imaging platform, enabling MRML node listing and direct Python code execution for advanced… | 39 stars · 5 forks | No one-command install · Source | |
| 3875 | 81.791 | librecrawl-technical-seo-audit-mcpmcp · ai-agents | Open-source technical SEO crawler MCP server built on LibreCrawl. Runs full audits inside Claude, Cursor, or Codex — 50+ checks (hreflang, schema.org… | 39 stars · 5 forks | No one-command install · Source | |
| 3875 | 81.791 | antv-visualizationmcp · search | Integrates with AntV's visualization ecosystem to provide intelligent documentation retrieval, code examples, and best practices for g2, g6, l7, x6… | 39 stars · 5 forks | No one-command install · Source | |
| 3875 | 81.791 | mediacrawler-mcp-servermcp · database | MCP server for crawling social media platforms (e.g., Bilibili) by keywords, video IDs, or creator IDs, with support for MySQL, JSON, and CSV storage. | 39 stars · 5 forks | No one-command install · Source | |
| 3883 | 81.783 | haymon-databasemcp · database | Database MCP server supporting MySQL, MariaDB, PostgreSQL, and SQLite. | 32 stars · 7 forks | No one-command install · Source | |
| 3883 | 81.783 | marcelmarais-obsidian-notesmcp · other | Enables direct filesystem access to Obsidian vaults for retrieving file lists, reading content, managing todos, and creating or updating markdown… | 32 stars · 7 forks | No one-command install · Source | |
| 3883 | 81.783 | 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 | |
| 3887 | 81.761 | mcp-db-servermcp · databasealso listed as souhar-dya-multi-db | An MCP server that exposes relational databases (PostgreSQL/MySQL) to AI agents with natural language to SQL query support. | 19 stars · 13 forks | No one-command install · Source | |
| 3887 | 81.761 | 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 | |
| 3887 | 81.761 | danielpeter-99-calcom-mcpmcp · ai-agents | MCP server for Calcom. Manage event types, create bookings, and access Cal.com scheduling data through LLMs. | 19 stars · 13 forks | No one-command install · Source | |
| 3891 | 81.747 | 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 | |
| 3891 | 81.747 | 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 | |
| 3891 | 81.747 | 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 | |
| 3891 | 81.747 | 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 | |
| 3891 | 81.747 | jackkuo666-biorxivmcp · search | Provides a specialized interface for searching and retrieving bioRxiv scientific articles through keyword-based searching, advanced parameter… | 25 stars · 12 forks | No one-command install · Source | |
| 3891 | 81.747 | 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 | |
| 3897 | 81.685 | 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 | |
| 3897 | 81.685 | pubmed-search-mcpmcp · ai-agents | An intelligent research assistant MCP server for AI agents, providing task-oriented literature search and analysis across multiple academic databases. | 28 stars · 9 forks | No one-command install · Source | |
| 3897 | 81.685 | pinkpixel-taskflowmcp · other | Task management system that breaks down user requests into structured tasks with subtasks, dependencies, and notes, requiring explicit approval before… | 28 stars · 9 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.