Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 5001 | 78.3811 | python-openstackmcp-servermcp · back-end | Enables AI assistants to manage OpenStack cloud resources including compute, images, identity, network, and block storage via the Model Context… | 20 stars · 8 forks | No one-command install · Source | |
| 5001 | 78.3811 | bmorphism-saymcp · other | Leverages macOS 'say' command for customizable text-to-speech functionality, enabling dynamic voice output. | 20 stars · 8 forks | No one-command install · Source | |
| 5001 | 78.3811 | qeinfinity-binancemcp · other | Integrates with Binance to provide real-time cryptocurrency market data streaming for spot and futures markets, enabling automated trading strategies… | 20 stars · 8 forks | No one-command install · Source | |
| 5004 | 78.3673 | hugeicons-mcp-servermcp · back-end | Integrate Hugeicons seamlessly into your applications. Discover icons, access platform-specific usage instructions, and enhance your projects with… | 22,560 installs | No commit datelisted | No one-command install · Source |
| 5005 | 78.3632 | askdbmcp · database | Self-hosted MCP server that bridges your MongoDB or PostgreSQL database to AI agents, with sandbox isolation and field-level control. | 73 stars · 1 fork | No one-command install · Source | |
| 5006 | 78.3620 | unity-biome-mcpmcp · front-end | MCP server for controlling the Unity Editor from AI clients. 140+ tools for scenes, GameObjects, components, assets, Shader Graph, PlayTest DSL… | 28 stars · 4 forks | No one-command install · Source | |
| 5006 | 78.3620 | mssql-mcp-python-servermcp · database | MCP server for safely exposing SQL Server database capabilities to LLM clients, with read-only mode, security features, and observability. | 28 stars · 4 forks | No one-command install · Source | |
| 5006 | 78.3620 | mrgoonie-human-climcp · back-end | Multimodal CLI and MCP server for vision, image generation, text-to-speech, and reasoning via Google Gemini. | 28 stars · 4 forks | No one-command install · Source | |
| 5006 | 78.3620 | google-trends-mcp-servermcp · back-end | Provides access to Google Trends data including status, trending questions, and trending topics via MCP tools. | 28 stars · 4 forks | No one-command install · Source | |
| 5010 | 78.3591 | figma-go-vkhanhquimcp · back-end | Zero-cost Figma integration using a local plugin bridge instead of the REST API, eliminating rate limits and API key requirements. | 951 stars | No commit datelisted | No one-command install · Source |
| 5011 | 78.3502 | corootmcp · observability | Integrates with the Coroot observability platform to monitor applications in real-time, analyze logs and distributed traces, manage custom dashboards… | 16 stars · 10 forks | No one-command install · Source | |
| 5011 | 78.3502 | conductor-mcp-servermcp · ai-agents | Enables AI agents to create, execute, and analyze workflows on a Conductor instance through natural language. | 16 stars · 10 forks | No one-command install · Source | |
| 5013 | 78.2977 | brainmdmcp · ai-agents | Local-first markdown vault with a built-in MCP server (streamable HTTP). 16 tools and 2 resources for Claude Code / Desktop / Cursor… | 33 stars · 3 forks | No one-command install · Source | |
| 5013 | 78.2977 | dj-claudemcp · ai-agents | A music MCP server enabling multi-agent collaboration where AI agents jam together in real-time, with 20 tools, conductor mode, and zero dependencies. | 33 stars · 3 forks | No one-command install · Source | |
| 5013 | 78.2977 | keijiro-yamu-unitymcp · back-end | Enables Unity Editor compilation feedback through HTTP server integration, providing tools to trigger compilation, monitor build status, and retrieve… | 33 stars · 3 forks | No one-command install · Source | |
| 5016 | 78.2555 | skylight-mcpmcp · back-end | MCP server for Skylight Calendar family hub, providing over 100 tools to manage events, lists, chores, meals, messages, albums, and device settings. | 10 stars · 11 forks | No one-command install · Source | |
| 5016 | 78.2555 | kjozsa-jenkinsmcp · devops | Integrates with Jenkins CI/CD operations, enabling job listing, build triggering, and status checking for streamlined DevOps automation and pipeline… | 10 stars · 11 forks | No one-command install · Source | |
| 5018 | 78.1888 | mihaelamj-cupertinomcp · search | Local Apple documentation crawler with offline search across 263 frameworks | 796 stars | No commit datelisted | No one-command install · Source |
| 5019 | 78.1884 | roomi-fields-rtfmmcp · search | Open retrieval layer for indexing code, documentation, and data with semantic search. | 24 stars · 5 forks | No one-command install · Source | |
| 5019 | 78.1884 | n3momcp · database | Deterministic code intelligence engine — indexes 27 languages into a queryable symbol graph for real-time blast-radius analysis, no embeddings or LLM… | 24 stars · 5 forks | No one-command install · Source | |
| 5019 | 78.1884 | yjcho9317-nworksmcp · ai-agents | NAVER WORKS CLI + MCP server. 26 tools for messages, calendar, drive, mail, tasks, and boards. AI agents can manage NAVER WORKS directly. | 24 stars · 5 forks | No one-command install · Source | |
| 5019 | 78.1884 | webcryptmcp · back-end | Zero-dependency Web Crypto suite & Model Context Protocol (MCP) server for AES-256-GCM, RSA-4096, and AI agent security. | 24 stars · 5 forks | No one-command install · Source | |
| 5019 | 78.1884 | ammawla-encode-toolkitmcp · database | Search ENCODE genomics data and cross-reference biomedical databases. | 24 stars · 5 forks | No one-command install · Source | |
| 5019 | 78.1884 | mcp-visionmcp · back-end | An MCP server that adds image recognition to AI coding tools, enabling them to analyze images, extract text, and perform OCR via multimodal APIs and… | 24 stars · 5 forks | No one-command install · Source | |
| 5019 | 78.1884 | quantum3-labs-arbuildermcp · search | AI-powered code generator for the Arbitrum ecosystem. 19 MCP tools for Stylus smart contracts, SDK bridging, full-stack dApps, and Orbit chain… | 24 stars · 5 forks | No one-command install · Source | |
| 5019 | 78.1884 | mcp-matmcp · back-end | Headless MCP server for Eclipse MAT that enables analyzing Java heap dumps using built-in commands, OQL queries, and predefined reports. | 24 stars · 5 forks | No one-command install · Source | |
| 5019 | 78.1884 | gh-tnoobt-fishclawmcp · browser | Automates Xianyu (闲鱼) marketplace operations including product listing, inventory management, and market research through browser automation. | 24 stars · 5 forks | No one-command install · Source | |
| 5019 | 78.1884 | hpohlmann-home-assistantmcp · back-end | Enables direct control of smart home devices through Home Assistant API, allowing natural language searching of entities and management of device… | 24 stars · 5 forks | No one-command install · Source | |
| 5019 | 78.1884 | stat-guy-retrieval-augmented-thinkingmcp · search | Enhances AI capabilities with structured, retrieval-augmented thinking processes, enabling dynamic thought chains and recursive refinement for… | 24 stars · 5 forks | No one-command install · Source | |
| 5019 | 78.1884 | supercollider-osc-mcpmcp · other | Enables AI assistants to control SuperCollider audio synthesis via OSC, supporting melody, rhythm, and soundscape generation through MCP tools. | 24 stars · 5 forks | No one-command install · Source | |
| 5019 | 78.1884 | mcp-dagstermcp · observability | Enables AI agents to interact with Dagster instances, explore data pipelines, monitor runs, and manage assets. | 24 stars · 5 forks | No one-command install · Source | |
| 5019 | 78.1884 | bsmi021-chain-of-draftmcp · other | Enables iterative reasoning through structured drafts with explicit reasoning chains, allowing for focused critiques and targeted revisions to improve… | 24 stars · 5 forks | No one-command install · Source | |
| 5033 | 78.1853 | openroadmcp · front-end | Interactive electronic design automation sessions for the OpenROAD RTL-to-GDS toolchain. | 15 stars · 10 forks | No one-command install · Source | |
| 5033 | 78.1853 | tradeos-mcpmcp · search | Connects TradeOS trading intelligence to MCP-compatible AI tools, enabling natural language-driven market analysis, ticker search, spread comparison… | 15 stars · 10 forks | No one-command install · Source | |
| 5033 | 78.1853 | fathom-ai-mcp-servermcp · comms | Enables AI assistants to access Fathom meeting recordings, summaries, transcripts, teams, and webhooks through the Model Context Protocol. | 15 stars · 10 forks | No one-command install · Source | |
| 5033 | 78.1853 | gldc-postgres-explorermcp · database | Enables natural language interaction with PostgreSQL databases through tools for schema exploration, table inspection, relationship discovery, and SQL… | 15 stars · 10 forks | No one-command install · Source | |
| 5037 | 78.1205 | epl-mcpmcp · back-end | # EPL Language MCP Server The official Model Context Protocol (MCP) server for the EPL (English Programming Language) ecosystem. This server provides… | 27 stars · 4 forks | No one-command install · Source | |
| 5037 | 78.1205 | aniongithub-devpodmcp · devops | Manages development containers via DevPod, Docker, and GitHub Codespaces with 45 MCP tools for AI agents. | 27 stars · 4 forks | No one-command install · Source | |
| 5037 | 78.1205 | pinkpixel-deep-research-tavilymcp · search | Enables comprehensive web research by leveraging Tavily's Search and Crawl APIs to aggregate information from multiple sources, extract detailed… | 27 stars · 4 forks | No one-command install · Source | |
| 5037 | 78.1205 | m-pineapple-crypto-analysismcp · back-end | Integrates with CoinPaprika API to provide real-time cryptocurrency price data, historical OHLCV analysis, technical indicators (RSI, MACD, Bollinger… | 27 stars · 4 forks | No one-command install · Source | |
| 5037 | 78.1205 | sailro-roslynmcp · search | Visual Studio extension that provides semantic C# code analysis through the live Roslyn workspace, enabling diagnostics validation, symbol search… | 27 stars · 4 forks | No one-command install · Source | |
| 5037 | 78.1205 | aidongise-cell-prism-scannermcp · ai-agents | Scans AI agent skills, plugins, and MCP servers for security vulnerabilities using 39 detection rules. | 27 stars · 4 forks | No one-command install · Source | |
| 5037 | 78.1205 | kael-bit-engram-rsmcp · ai-agents | Hierarchical memory system for AI agents with three-layer architecture and decay promotion. | 27 stars · 4 forks | No one-command install · Source | |
| 5037 | 78.1205 | mcp-vodsmcp · search | Enables AI to search for video streaming URLs and play them directly on Xiaomi TV or other Android TVs. Supports custom configurations for multiple… | 27 stars · 4 forks | No one-command install · Source | |
| 5037 | 78.1205 | james-see-draw-thingsmcp · other | Enables local AI image generation on macOS through the Draw Things application. | 27 stars · 4 forks | No one-command install · Source | |
| 5037 | 78.1205 | smythos-docker-sandboxmcp · devops | Provides Linux sandbox container management through Docker integration, enabling spawning of Ubuntu containers, TTY input with escape sequence… | 27 stars · 4 forks | No one-command install · Source | |
| 5037 | 78.1205 | matthewdailey-rime-ttsmcp · back-end | Text-to-speech server that converts text into spoken audio through Rime's API, streaming with optimized buffering for minimal latency between… | 27 stars · 4 forks | No one-command install · Source | |
| 5037 | 78.1205 | joeseesun-qiniu-cloud-storagemcp · back-end | Provides a bridge to Qiniu Cloud Storage services for uploading files and retrieving public URLs through authenticated API calls | 27 stars · 4 forks | No one-command install · Source | |
| 5037 | 78.1205 | vic563-memgptmcp · ai-agents | Implements a multi-provider memory system for LLMs, enabling conversation history management and seamless model switching across OpenAI, Anthropic… | 27 stars · 4 forks | No one-command install · Source | |
| 5037 | 78.1205 | syedazharmbnr1-screen-capturemcp · browser | Provides screen capture capabilities using PyAutoGUI to take, compress, and serve screenshots for analysis of the user's current screen content. | 27 stars · 4 forks | No one-command install · Source | |
| 5051 | 78.1014 | artk0de-tearagsmcp · database | Provides semantic code search across large codebases using vector embeddings and AST-aware chunking with git metadata integration for intelligent code… | 22 stars · 6 forks | No one-command install · Source | |
| 5051 | 78.1014 | claude-sessions-mcpmcp · search | Browse, search, rename, split, and clean up Claude Code sessions via MCP, Web UI, or VSCode extension. | 22 stars · 6 forks | No one-command install · Source | |
| 5051 | 78.1014 | conorbronsdon-substack-mcpmcp · front-end | MCP server for Substack — read posts, manage drafts, publish Notes, get comments, and upload images. Safe by design: cannot publish or delete posts. | 22 stars · 6 forks | No one-command install · Source | |
| 5051 | 78.1014 | antigravity-internmcp · ai-agents | An MCP server that bridges Claude Code with Antigravity CLI using a Swarm Agent architecture to optimize local development workflows and minimize LLM… | 22 stars · 6 forks | No one-command install · Source | |
| 5051 | 78.1014 | mpalermiti-outlookmcp · other | Microsoft Outlook personal account access — 51 tools for mail, calendar, contacts, tasks, and drafts via Microsoft Graph. | 22 stars · 6 forks | No one-command install · Source | |
| 5051 | 78.1014 | ryan7t-wanyi-watermarkmcp · other | Removes watermarks from Chinese social media videos on Douyin and Xiaohongshu platforms using async processing and video manipulation to extract clean… | 22 stars · 6 forks | No one-command install · Source | |
| 5051 | 78.1014 | yoheinakajima-selfmcpmcp · search | Self-extending MCP server with a skill registry, search, and execution runtime. | 22 stars · 6 forks | No one-command install · Source | |
| 5051 | 78.1014 | operantlabs-operantmcp · other | Security testing toolkit with 51 tools for penetration testing, forensics, and vulnerability assessment. | 22 stars · 6 forks | No one-command install · Source | |
| 5051 | 78.1014 | container-sandboxmcp · devops | Provides a secure, sandboxed environment for executing code, running commands, accessing files, and performing web operations through multi-layered… | 22 stars · 6 forks | No one-command install · Source | |
| 5051 | 78.1014 | jprealini-cypress-test-generatormcp · browser | Automates Cypress test generation by analyzing web pages with Puppeteer to extract DOM elements and generate structured page object models with… | 22 stars · 6 forks | No one-command install · Source | |
| 5051 | 78.1014 | bigchx-3d-reliefmcp · other | Converts 2D images into 3D relief STL files for 3D printing by generating depth maps from brightness values and creating triangulated mesh surfaces… | 22 stars · 6 forks | No one-command install · Source | |
| 5051 | 78.1014 | toggl-mcp-servermcp · back-end | Enables AI assistants to interact with the Toggl time tracking API to manage time entries, projects, and workspaces through natural language. | 22 stars · 6 forks | No one-command install · Source | |
| 5063 | 78.0952 | mesh-mcpmcp · back-end | Access your network seamlessly with a simple and efficient server. Leverage a variety of tools to enhance your applications and workflows. Start… | 18,611 installs | No commit datelisted | No one-command install · Source |
| 5063 | 78.0952 | pubmedmcp · search | Search biomedical literature across 36 million citations. Find papers, abstracts, and related articles from MEDLINE and life science journals. | 42,536 installs | No commit datelisted | No one-command install · Source |
| 5065 | 78.0889 | pranciskus-newsmcpmcp · other | Real-time world news aggregation with region and topic filtering. | 42 stars · 2 forks | No one-command install · Source | |
| 5066 | 78.0686 | markmhendrickson-neotomamcp · ai-agents | Deterministic state layer for AI agents. Stores versioned entities (contacts, tasks, transactions, decisions) with immutable observations, full… | 32 stars · 3 forks | No one-command install · Source | |
| 5066 | 78.0686 | unofficial-davinci-mcpmcp · ai-agents | Lets AI agents drive DaVinci Resolve for video editing, including beat-synced cuts, color matching, and loudness normalization, with both live Resolve… | 32 stars · 3 forks | No one-command install · Source | |
| 5066 | 78.0686 | mikeadolan-claude-brainmcp · database | Persistent SQLite memory for Claude Code with cross-project search and email digests. | 32 stars · 3 forks | No one-command install · Source | |
| 5069 | 78.0536 | twelvelabs-indexingmcp · search | Enables video indexing with TwelveLabs by uploading local video files and tracking task status. | 69 stars · 1 fork | No one-command install · Source | |
| 5070 | 77.9825 | cam10001110101-jsoncanvasmcp · back-end | Provides tools for creating, modifying, and validating infinite canvas data structures, supporting all node types and edge connections, with a RESTful… | 14 stars · 10 forks | No one-command install · Source | |
| 5070 | 77.9825 | cashfreemcp · payments | Integrates with Cashfree's payment processing APIs to enable creating payment links, managing orders, processing refunds, initiating transfers, and… | 14 stars · 10 forks | No one-command install · Source | |
| 5070 | 77.9825 | danielbushman-quickbasemcp · back-end | Integrates with Quickbase's JSON RESTful API for querying records, managing table relationships, handling file attachments, and user management… | 14 stars · 10 forks | No one-command install · Source | |
| 5070 | 77.9825 | madbonez-caldav-mcpmcp · back-end | Universal MCP server for CalDAV protocol integration. Works with any CalDAV-compatible calendar server including Yandex Calendar, Google Calendar (via… | 14 stars · 10 forks | No one-command install · Source | |
| 5070 | 77.9825 | crazyrabbitltc-ethers-walletmcp · other | Integrates with Ethereum networks and smart contracts using ethers.js to enable wallet operations, transaction management, and blockchain… | 14 stars · 10 forks | No one-command install · Source | |
| 5070 | 77.9825 | openlinksoftware-jdbc-database-connectormcp · database | Provides a bridge between relational databases and language models through JDBC connections, enabling SQL, SPARQL, and SPASQL queries with special… | 14 stars · 10 forks | No one-command install · Source | |
| 5070 | 77.9825 | discord-mcp-server-2mcp · back-end | Enables LLMs to read messages, discover channels, send messages, and monitor Discord communities using web scraping without requiring bot permissions… | 14 stars · 10 forks | No one-command install · Source | |
| 5070 | 77.9825 | phialsbasement-zonos-ttsmcp · back-end | Integrates with Zonos TTS API to generate expressive, multi-language speech output for AI applications using PulseAudio playback | 14 stars · 10 forks | No one-command install · Source | |
| 5070 | 77.9825 | sammcj-github-issuemcp · github-vcs | Fetches GitHub issues and transforms them into structured task descriptions for software development workflows and project management. | 14 stars · 10 forks | No one-command install · Source | |
| 5079 | 77.9786 | yc-software-waasmcp · other | Connects AI assistants to Y Combinator's Work at a Startup platform for managing job applicants and candidate pipelines. | 19 stars · 8 forks | No one-command install · Source | |
| 5079 | 77.9786 | data-intelligence-mcp-servermcp · back-end | Provides a modular MCP server to integrate with IBM Data Intelligence services, enabling secure interaction with data intelligence capabilities via… | 19 stars · 8 forks | No one-command install · Source | |
| 5079 | 77.9786 | ian-cowley-sql-servermcp · database | Integrates with SQL Server to enable database schema exploration, query execution, and stored procedure management via JSON-RPC communication for… | 19 stars · 8 forks | No one-command install · Source | |
| 5079 | 77.9786 | opentargets-mcpmcp · back-end | MCP server that exposes the Open Targets Platform GraphQL API as a set of tools for querying biomedical data such as targets, diseases, drugs, and… | 19 stars · 8 forks | No one-command install · Source | |
| 5079 | 77.9786 | garblesnarff-gemini-imagemcp · ai-agents | Bridges Claude Desktop with Google's Gemini for seamless, configurable image generation via a JSON-RPC protocol that enables direct conversational… | 19 stars · 8 forks | No one-command install · Source | |
| 5079 | 77.9786 | dabaigoose-wechat-adbmcp · browser | Automates WeChat messaging and screenshot capture through ADB connectivity to Android devices and emulators, enabling bulk messaging workflows and… | 19 stars · 8 forks | No one-command install · Source | |
| 5079 | 77.9786 | enhanced-outlookmcp · back-end | Bridges Microsoft Graph API to enable seamless email, calendar, and messaging interactions through natural language commands and comprehensive… | 19 stars · 8 forks | No one-command install · Source | |
| 5079 | 77.9786 | mcp-server-for-google-analytics-4mcp · back-end | Enables LLMs to interact with Google Analytics 4 data through the Google Analytics Data API, supporting standard reports, real-time data, and metadata… | 19 stars · 8 forks | No one-command install · Source | |
| 5079 | 77.9786 | jacksteamdev-sqlite-business-intelligencemcp · database | Integrates with SQLite to provide database querying and BI capabilities. | 19 stars · 8 forks | No one-command install · Source | |
| 5079 | 77.9786 | yonaka-websocket-mcp-bridgemcp · back-end | Provides a WebSocket connection between clients and MCP servers. | 19 stars · 8 forks | No one-command install · Source | |
| 5089 | 77.9493 | mailbox-mcpmcp · comms | Give your AI tools access to your email. Search, read, send, and manage messages across multiple accounts without leaving your terminal. | 7 stars · 12 forks | No one-command install · Source | |
| 5089 | 77.9493 | thedtvn-mbbankmcp · observability | Provides read-only access to MBBank accounts for retrieving balances, transaction histories, savings account details, and current date information to… | 7 stars · 12 forks | No one-command install · Source | |
| 5089 | 77.9493 | kubestellar-a2a-mcp-servermcp · devops | Enables AI-powered management of multi-cluster Kubernetes environments through natural language, supporting kubectl operations, function execution… | 7 stars · 12 forks | No one-command install · Source | |
| 5092 | 77.9149 | zerocracy-project-managementmcp · other | Provides a bridge between Zerocracy's project management platform and development teams, offering actionable recommendations to improve productivity… | 9 stars · 11 forks | No one-command install · Source | |
| 5092 | 77.9149 | dlwjdtn535-bybitmcp · back-end | Provides a bridge to the Bybit cryptocurrency exchange API for market data retrieval, account management, and order execution across spot and futures… | 9 stars · 11 forks | No one-command install · Source | |
| 5092 | 77.9149 | pexels-mcp-servermcp · back-end | Enables AI models to search and retrieve photos, videos, and collections from Pexels via the Pexels API. | 9 stars · 11 forks | No one-command install · Source | |
| 5095 | 77.8833 | wppilotmcp · back-end | Turns a WordPress site into an MCP server, letting AI clients interact with WordPress via typed abilities with safety profiles and plugin-aware… | 67 stars · 1 fork | No one-command install · Source | |
| 5096 | 77.8830 | hive-intel-ruby-rbenvmcp · observability | Unified access to crypto, DeFi, and Web3 analytics | 20 stars · 7 forks | No one-command install · Source | |
| 5096 | 77.8830 | mcp-plugin-dotnetmcp · back-end | Open-source .NET library/SDK that turns any .NET application into an MCP server (in-app plugin + SignalR server, stdio/HTTP transport). | 20 stars · 7 forks | No one-command install · Source | |
| 5096 | 77.8830 | abhiphile-fermatmcp · other | Provides mathematical computation and plotting capabilities through matplotlib for data visualization, NumPy for numerical operations, and SymPy for… | 20 stars · 7 forks | No one-command install · Source | |
| 5096 | 77.8830 | j3k0-elastic-memorymcp · search | Elasticsearch-based knowledge graph that tracks access patterns to prioritize recent, important, and frequently accessed information with advanced… | 20 stars · 7 forks | No one-command install · Source | |
| 5096 | 77.8830 | butterlatte-zhang-unity-ai-bridgemcp · other | Remote-control Unity Editor from AI IDEs via file-based IPC with 62 tools covering scene, GameObject, asset, profiler, and test operations. | 20 stars · 7 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.