Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4201 | 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 | |
| 4201 | 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 | |
| 4201 | 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 | |
| 4201 | 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 | |
| 4201 | 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 | |
| 4201 | 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 | |
| 4208 | 81.963 | seekrays-seekcodemcp · front-end | Code snippet and clipboard management tool designed for developers | 47 stars · 4 forks | No one-command install · Source | |
| 4209 | 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 | |
| 4209 | 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 | |
| 4211 | 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 | |
| 4212 | 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 | |
| 4213 | 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 | |
| 4213 | 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 | |
| 4213 | 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 | |
| 4213 | 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 | |
| 4213 | 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 | |
| 4213 | 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 | |
| 4220 | 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 | |
| 4220 | 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 | |
| 4220 | 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 | |
| 4220 | 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 | |
| 4220 | 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 | |
| 4220 | 81.820 | ferdousbhai-wsb-analyst-mcpmcp · other | Reddit integration to analyze content on WallStreetBets community | 30 stars · 8 forks | No one-command install · Source | |
| 4220 | 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 | |
| 4228 | 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 | |
| 4228 | 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 | |
| 4230 | 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 | |
| 4231 | 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 | |
| 4231 | 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 | |
| 4231 | 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 | |
| 4234 | 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 | |
| 4235 | 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 | |
| 4235 | 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 | |
| 4235 | 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 | |
| 4235 | 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 | |
| 4235 | 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 | |
| 4235 | 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 | |
| 4235 | 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 | |
| 4243 | 81.783 | haymon-databasemcp · database | Database MCP server supporting MySQL, MariaDB, PostgreSQL, and SQLite. | 32 stars · 7 forks | No one-command install · Source | |
| 4243 | 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 | |
| 4243 | 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 | |
| 4247 | 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 | |
| 4247 | 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 | |
| 4247 | 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 | |
| 4251 | 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 | |
| 4251 | 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 | |
| 4251 | 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 | |
| 4251 | 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 | |
| 4251 | 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 | |
| 4251 | 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 | |
| 4257 | 81.721 | awesome-claude-code-output-styles-that-i-really-likeworkflow · ai-agents | A fun and moderately amusing collection of experimental output styles. | 78 stars · 2 forks | No one-command install · Source | |
| 4258 | 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 | |
| 4258 | 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 | |
| 4258 | 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 | |
| 4258 | 81.685 | xiaohongshumcp · observability | Integrates with Xiaohongshu (Red Note) using web automation to search and extract detailed note content, author information, engagement metrics, tags… | 28 stars · 9 forks | No one-command install · Source | |
| 4258 | 81.685 | mcp-a2amcp · ai-agents | Experimental MCP and A2A integration | 28 stars · 9 forks | No one-command install · Source | |
| 4258 | 81.685 | 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 | |
| 4258 | 81.685 | txbm-local-dev-sandboxmcp · github-vcs | Creates sandboxed local dev environments directly from GitHub; run tests, report coverage and more. | 28 stars · 9 forks | No one-command install · Source | |
| 4266 | 81.681 | 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 | |
| 4266 | 81.681 | msjsc001-omniclip-ragmcp · search | Local-first RAG knowledge base supporting 1290 file formats with semantic search, markdown indexing, and read-only MCP retrieval. | 45 stars · 4 forks | No one-command install · Source | |
| 4266 | 81.681 | robertheadley-chrome-debugmcp · browser | Provides powerful browser control capabilities through Chrome DevTools Protocol and Puppeteer, enabling advanced web automation, scraping, and testing… | 45 stars · 4 forks | No one-command install · Source | |
| 4269 | 81.641 | cloakbrowser-mcpmcp · ai-agents | CloakBrowser MCP server for AI agents: Playwright-powered browsing, clean tool forwarding, Docker support, and multi-session HTTP transport. | 55 stars · 3 forks | No one-command install · Source | |
| 4270 | 81.626 | prakhar1605-opencollabmcp · search | Matches developers with open source GitHub issues using 12 tools for issue search, filtering, and contribution discovery. | 18 stars · 13 forks | No one-command install · Source | |
| 4270 | 81.626 | mahesh-premachandran-trinomcp · database | Enables secure, controlled data exploration by providing tools to list tables, read data, and execute SQL queries through a Trino database with robust… | 18 stars · 13 forks | No one-command install · Source | |
| 4272 | 81.609 | auggie-context-mcpmcp · ai-agents | Enables AI agents like Claude and Cursor to query codebases using Augment's context engine via the Auggie CLI. | 38 stars · 5 forks | No one-command install · Source | |
| 4273 | 81.601 | itential-mcp-servermcp · ai-agents | MCP server for connecting LLMs to Itential Platform, enabling network automation, workflow orchestration, and platform monitoring. | 34 stars · 6 forks | No one-command install · Source | |
| 4273 | 81.601 | zihaofu245-lmstudio-toolpackmcp · search | Provides web search with DuckDuckGo and concurrent page fetching, sandboxed Python execution with NumPy and SymPy for mathematical computations, and… | 34 stars · 6 forks | No one-command install · Source | |
| 4273 | 81.601 | smartaec-ifc-bimmcp · other | Integrates with IFC (Industry Foundation Classes) building information modeling files to extract entities, properties, spatial relationships, and… | 34 stars · 6 forks | No one-command install · Source | |
| 4273 | 81.601 | oakenai-edit-file-linesmcp · other | Provides precise line-based editing tools for text files within allowed directories, enabling safe and controlled bulk modifications across multiple… | 34 stars · 6 forks | No one-command install · Source | |
| 4277 | 81.569 | yolfimcp · payments | Yolfi Agent Kit for AI coding agents: receive crypto, SaaS payment, stablecoin checkout, payment links, payment status checks, webhook verification… | 178 stars · 1 fork | No one-command install · Source | |
| 4278 | 81.560 | grantexmcp · auth | OAuth 2.0 authorization infrastructure for AI agents — scoped delegation tokens, audit trails, and revocation. | 31 stars · 7 forks | No one-command install · Source | |
| 4278 | 81.560 | 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 | |
| 4278 | 81.560 | agent-skills-mcpmcp · ai-agents | Loads Agent Skills from markdown files, exposing them as MCP tools or system prompts for AI agents. | 31 stars · 7 forks | No one-command install · Source | |
| 4278 | 81.560 | 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 | |
| 4282 | 81.557 | 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 | |
| 4282 | 81.557 | 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 | |
| 4284 | 81.538 | masdevid-mt5-quantmcp · otheralso listed as mt5-quant | Compile, backtest, and analyze MetaTrader 5 Expert Advisors on macOS and Linux via MCP. | 29 stars · 8 forks | No one-command install · Source | |
| 4284 | 81.538 | wyattjoh-imessagemcp · database | Provides read-only access to macOS iMessage data through specialized tools for searching messages, retrieving conversations, and accessing contact… | 29 stars · 8 forks | No one-command install · Source | |
| 4284 | 81.538 | neuzhou-stratevomcp · other | Quantitative trading framework using genetic algorithms to evolve strategies from 484 factors across crypto and equities. | 29 stars · 8 forks | No one-command install · Source | |
| 4284 | 81.538 | 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 | |
| 4284 | 81.538 | spences10-sequentialthinking-tools46bamcp · other | Provides a structured thinking framework for breaking down complex problems into sequential steps while recommending appropriate tools for each stage… | 29 stars · 8 forks | No one-command install · Source | |
| 4290 | 81.533 | 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 | |
| 4290 | 81.533 | lkm1developer-hubspotmcp · other | Integrates with HubSpot CRM to enable contact creation, company management, and activity tracking directly from conversational interfaces | 13 stars · 14 forks | No one-command install · Source | |
| 4292 | 81.524 | 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 | |
| 4292 | 81.524 | 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 | |
| 4292 | 81.524 | 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 | |
| 4292 | 81.524 | braden-olmstead-grokmcp · comms | Provides direct integration with Grok AI's language and vision capabilities, exposing chat completion, image understanding, and function calling tools… | 25 stars · 11 forks | No one-command install · Source | |
| 4292 | 81.524 | aldrin-labs-solanamcp · other | Integrates with Solana blockchain to enable natural language querying of account data, transactions, and network status. | 25 stars · 11 forks | No one-command install · Source | |
| 4292 | 81.524 | 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 | |
| 4298 | 81.521 | withlinda-puppeteer-real-browsermcp · browser | Provides stealth browser automation using puppeteer-real-browser with anti-detection features, human-like interactions, proxy support, and captcha… | 26 stars · 10 forks | No one-command install · Source | |
| 4298 | 81.521 | revit-mcp-servermcp · front-end | MCP server for Autodesk Revit via pyRevit, providing 45 tools for building design, editing, analysis, MEP, interop, and documentation. Works with any… | 26 stars · 10 forks | No one-command install · Source | |
| 4298 | 81.521 | rhinomcpmcp · ai-agents | Connects Rhino and Grasshopper to Claude AI via the Model Context Protocol, enabling prompt-assisted 3D modeling, scene manipulation, and control… | 26 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.