Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 101 | 98.7900 | mcp-feedback-enhanced-2mcp · front-end | Establishes feedback-oriented development workflows with Web UI and desktop application dual interfaces, enabling AI to confirm with users and… | 3,775 stars · 348 forks | No one-command install · Source | |
| 102 | 98.7837 | basicmachines-memorymcp · ai-agents | Knowledge management system that builds a persistent semantic graph in markdown, locally. | 4,043 stars · 295 forks | No one-command install · Source | |
| 103 | 98.7777 | giancarloerra-socraticodemcp · search | Local codebase indexing, semantic search, and code dependency graphs. | 3,278 stars · 417 forks | No one-command install · Source | |
| 104 | 98.7733 | browserbase-mcp-servermcp · browser | Automate web browsers remotely on a cloud environment. | 3,406 stars · 367 forks | No one-command install · Source | |
| 105 | 98.7658 | crystaldba-postgresmcp · database | Helps you and your AI agents throughout the entire development process—from writing SQL to tuning performance safely. | 3,342 stars · 382 forks | No one-command install · Source | |
| 106 | 98.7633 | metorial-metorialmcp · auth | 🎖️ 📇 ☁️ Connect AI agents to 600+ integrations with a single interface - OAuth, scaling, and monitoring included | 3,355 stars · 364 forks | No one-command install · Source | |
| 107 | 98.7516 | homeassistant-aimcp · other | Enables natural language control of Home Assistant smart home devices, automations, and system management | 4,594 stars · 202 forks | No one-command install · Source | |
| 108 | 98.7505 | txn2-kubefwdmcp · devops | Bulk-forward Kubernetes cluster services for local development with AI assistant integration. | 4,171 stars · 237 forks | No one-command install · Source | |
| 109 | 98.7385 | flimcp · back-end | Enables flight search and fare calendar exploration by interacting with Google Flights' API, supporting detailed filters for origin, destination… | 3,130 stars · 390 forks | No one-command install · Source | |
| 110 | 98.7327 | bytebase-dbhubmcp · database | Provides a universal database gateway for connecting to PostgreSQL, MySQL, SQLite, and DuckDB, enabling table browsing, schema inspection, and… | 3,442 stars · 294 forks | No one-command install · Source | |
| 111 | 98.7307 | executormcp · back-end | An integration layer for AI agents that provides a catalog of tools from various sources (OpenAPI, GraphQL, MCP, etc.) and can be used as an MCP… | 3,496 stars · 276 forks | No one-command install · Source | |
| 112 | 98.7286 | sendai-solana-agent-kitmcp · devops | Integrates with Solana blockchain to enable token deployment, NFT creation, DeFi operations, and cross-chain transfers via Wormhole directly within… | 1,711 stars · 873 forks | No one-command install · Source | |
| 113 | 98.7234 | fastmcp-2mcp · back-end | A high-level framework for building MCP servers in TypeScript | 3,270 stars · 318 forks | No one-command install · Source | |
| 114 | 98.7049 | ahujasid-ableton-livemcp · front-end | Enables control of Ableton Live music production software through a bidirectional communication system that supports track creation, MIDI editing… | 2,952 stars · 401 forks | No one-command install · Source | |
| 115 | 98.6999 | supabase-community-supabase-mcpmcp · database | Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform tasks like managing tables… | 2,886 stars · 402 forks | No one-command install · Source | |
| 116 | 98.6901 | gh-dgunning-edgar-toolsmcp · back-end | Open-source SEC EDGAR toolkit with tools for every filing type and no API key required. | 2,644 stars · 473 forks | No one-command install · Source | |
| 117 | 98.6777 | korean-law-mcpmcp · back-end | MCP server for Korean law data (statutes, precedents, regulations) with citation verification, impact analysis, and time comparison tools. | 2,543 stars · 513 forks | No one-command install · Source | |
| 118 | 98.6723 | dhravya-apple-native-toolsmcp · search | Integrates with Apple's native applications to enable searching contacts, managing notes, and sending messages within the macOS ecosystem. | 3,130 stars · 287 forks | No one-command install · Source | |
| 119 | 98.6633 | metatool-ai-metatool-appmcp · back-end | MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI. | 2,642 stars · 422 forks | No one-command install · Source | |
| 120 | 98.6565 | revogridmcp · front-end | High-performance virtual grid component library with AI assistant integration. | 3,445 stars · 210 forks | No one-command install · Source | |
| 121 | 98.6544 | jpisnice-shadcn-uimcp · front-end | Provides direct access to shadcn/ui v4 components, blocks, and demos through GitHub API integration with automatic framework detection for React… | 2,969 stars · 305 forks | No one-command install · Source | |
| 122 | 98.6529 | coleam00-crawl4ai-ragmcp · search | Integrates web crawling with RAG functionality to enable website content retrieval, storage in vector databases, and semantic searching over crawled… | 2,246 stars · 579 forks | No one-command install · Source | |
| 123 | 98.6327 | jgravelle-jcodemunchmcp · other | Token-efficient code exploration via tree-sitter AST parsing supporting 25+ programming languages. | 2,643 stars · 361 forks | No one-command install · Source | |
| 124 | 98.6283 | brightdata-web-scrapingmcp · search | Integrates with Bright Data's web scraping infrastructure to provide real-time access to public web data through specialized tools for search engine… | 2,657 stars · 329 forks | No one-command install · Source | |
| 125 | 98.6271 | playwritermcp · browser | Connects to your running Chrome browser, enabling AI agents to automate it via Playwright API with existing logins and extensions. | 3,847 stars · 180 forks | No one-command install · Source | |
| 126 | 98.6203 | perplexitymcp · search | Connector for the Perplexity API, to enable web search without leaving the MCP ecosystem. | 2,495 stars · 369 forks | No one-command install · Source | |
| 127 | 98.6187 | blazickjp-arxiv-mcp-servermcp · back-end | Search and analyze academic papers from the arXiv repository. | 3,100 stars · 251 forks | No one-command install · Source | |
| 128 | 98.6157 | zcaceres-markdownifymcp · other | Converts diverse file types and web content to Markdown format using specialized tools for PDFs, images, audio, web pages, and more. | 2,998 stars · 255 forks | No one-command install · Source | |
| 129 | 98.5997 | memanto-mcpmcp · ai-agents | MEMANTO is a memory agent. It remembers, recalls, and answers - so your agents can achieve long-term goals and avoid confusion. | 1,855 stars · 642 forks | No one-command install · Source | |
| 130 | 98.5806 | radarmcp · observability | Radar is an open-source Kubernetes observability and diagnostics MCP server. It exposes cluster health, workload diagnosis, logs, events, topology… | 3,208 stars · 194 forks | No one-command install · Source | |
| 131 | 98.5758 | zinja-coder-jadx-ai-mcpmcp · ai-agents | JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates directly with Model Context Protocol (MCP) to provide live reverse… | 2,741 stars · 249 forks | No one-command install · Source | |
| 132 | 98.5719 | graphjinmcp · database | Enables AI assistants to query databases using natural language, with automatic schema discovery and SQL compilation. | 3,157 stars · 193 forks | No one-command install · Source | |
| 133 | 98.5706 | signerlabs-shipswiftmcp · observability | Shipping and logistics management with rate comparison, label generation, and tracking. | 3,222 stars · 186 forks | No one-command install · Source | |
| 134 | 98.5705 | llmsresearch-paperbananamcp · ai-agents | Generates publication-quality methodology diagrams and statistical plots from text descriptions using a multi-agent pipeline with specialized agents… | 2,294 stars · 334 forks | No one-command install · Source | |
| 135 | 98.5668 | financial-datasetsmcp · back-end | Provides direct access to stock market data including income statements, balance sheets, cash flow statements, historical prices, and market news… | 2,282 stars · 345 forks | No one-command install · Source | |
| 136 | 98.5615 | notediscovery-mcp-servermcp · ai-agents | NoteDiscovery is a self-hosted plain-markdown notes app (MIT, no telemetry) with a built-in stdio MCP server. The server exposes tools so AI clients… | 2,776 stars · 233 forks | No one-command install · Source | |
| 137 | 98.5601 | manusa-kubernetesmcp · devops | Manage Kubernetes, with additional support for OpenShift. | 2,048 stars · 427 forks | No one-command install · Source | |
| 138 | 98.5501 | msgbyte-tianjimcp · other | Bridges AI assistants with the Tianji platform to enable survey management, including querying results, retrieving detailed information, and listing… | 3,100 stars · 193 forks | No one-command install · Source | |
| 139 | 98.5486 | yctimlin-excalidrawmcp · back-end | Enables LLMs to create and manipulate Excalidraw diagrams through a Node.js API that provides tools for element creation, modification, querying, and… | 2,476 stars · 277 forks | No one-command install · Source | |
| 140 | 98.5443 | butterbasemcp · back-end | AI-native open-source backend-as-a-service. Manage Postgres with RLS, auth, file storage, serverless TypeScript functions, durable objects, realtime… | 3,353 stars · 163 forks | armory install butterbase --cli claude | |
| 141 | 98.5433 | vmoranv-jshookmcp · browser | JavaScript analysis, security auditing, browser automation, and hook injection via MCP. | 1,970 stars · 457 forks | No one-command install · Source | |
| 142 | 98.5417 | samuel-gursky-davinci-resolvemcp · other | Enables developers and video editors to automate complex workflows in DaVinci Resolve by providing a flexible Python-based scripting interface for… | 2,360 stars · 281 forks | No one-command install · Source | |
| 143 | 98.5325 | louislva-claude-peersmcp · ai-agents | Enables Claude Code instances to discover each other and exchange messages in real time via a local broker daemon. | 2,202 stars · 300 forks | No one-command install · Source | |
| 144 | 98.5062 | dsphper-lanhumcp · front-end | Extracts design specifications and requirements from Lanhu design collaboration platform | 2,283 stars · 256 forks | No one-command install · Source | |
| 145 | 98.4982 | office-wordmcp · other | Provides a bridge to Microsoft Word for creating and modifying documents with features like text formatting, table manipulation, image scaling, and… | 2,110 stars · 287 forks | No one-command install · Source | |
| 146 | 98.4931 | webclawmcp · ai-agents | Web extraction engine for LLMs with TLS fingerprinting to bypass bot detection, delivering clean markdown output. | 2,360 stars · 233 forks | No one-command install · Source | |
| 147 | 98.4915 | chrishayuk-mcp-climcp · back-end | Yet another CLI tool for testing MCP servers | 2,021 stars · 310 forks | No one-command install · Source | |
| 148 | 98.4797 | mixelpixx-kicad-pcb-designermcp · front-end | Enables LLMs to directly interact with KiCAD for printed circuit board design. | 1,995 stars · 308 forks | No one-command install · Source | |
| 149 | 98.4789 | cjo4m06-mcp-shrimp-task-managermcp · ai-agents | A programming-focused task management system that boosts coding agents like Cursor AI with advanced task memory, self-reflection, and dependency… | 2,148 stars · 255 forks | No one-command install · Source | |
| 150 | 98.4785 | zereight-gitlabmcp · github-vcs | Integrates with GitLab's API to enable repository management, issue tracking, merge request handling, and file operations for automated development… | 1,940 stars · 349 forks | No one-command install · Source | |
| 151 | 98.4550 | chigwell-telegrammcp · comms | Bridges Claude with Telegram messaging, enabling direct interaction with Telegram chats through tools for retrieving chat lists, fetching messages… | 1,703 stars · 438 forks | No one-command install · Source | |
| 152 | 98.4537 | korotovsky-slack-conversationsmcp · auth | Bridges AI with Slack's messaging platform, enabling access to conversation history from channels through secure authentication and flexible transport… | 1,808 stars · 366 forks | No one-command install · Source | |
| 153 | 98.4490 | benborla-mysqlmcp · database | Secure read-only MySQL database access to execute queries and analyze data patterns. | 2,098 stars · 248 forks | No one-command install · Source | |
| 154 | 98.4404 | doobidoo-mcp-memory-servicemcp · search | Universal memory service providing semantic search, persistent storage, and autonomous memory consolidation | 1,920 stars · 294 forks | No one-command install · Source | |
| 155 | 98.4377 | dicklesworthstone-agent-mailmcp · search | Coordinates multiple agents through structured messaging, exclusive file path claims, and persistent Git-based project archives with full-text search… | 2,121 stars · 225 forks | No one-command install · Source | |
| 156 | 98.4326 | jamubc-gemini-climcp · devops | Integrates with Google's Gemini CLI to leverage massive token windows for analyzing large files and codebases, providing general queries, sandbox-mode… | 2,278 stars · 199 forks | No one-command install · Source | |
| 157 | 98.4323 | neka-nat-freecadmcp · front-end | Enables AI-driven CAD modeling by providing a remote procedure call (RPC) server that allows programmatic control of FreeCAD, supporting operations… | 1,977 stars · 263 forks | No one-command install · Source | |
| 158 | 98.4314 | mariocandela-beelzebubmcp · ai-agents | Beelzebub is a honeypot framework that lets you build honeypot tools using MCP. Its purpose is to detect prompt injection or malicious agent behavior… | 2,165 stars · 205 forks | No one-command install · Source | |
| 159 | 98.4212 | chrisryugj-kordocmcp · other | Parses Korean government and legal documents with structured data extraction and metadata analysis. | 1,784 stars · 323 forks | No one-command install · Source | |
| 160 | 98.4167 | fluxdownmcp · back-end | Built-in MCP server in the FluxDown download manager: a Streamable HTTP endpoint (POST /mcp, JSON-RPC 2.0, Bearer auth) exposing 9 tools to add, list… | 2,831 stars · 142 forks | No one-command install · Source | |
| 161 | 98.3916 | cyberagiinc-devdocsmcp · front-end | Free, private, UI-based software documentation context management server. Designed with software developers in mind. | 2,105 stars · 193 forks | No one-command install · Source | |
| 162 | 98.3775 | nteract-semioticmcp · front-end | React data visualization MCP server with 30+ chart types. 5 tools: suggest charts for a dataset, render validated React configs to SVG, diagnose… | 2,691 stars · 137 forks | No one-command install · Source | |
| 163 | 98.3750 | codergamester-unitymcp · other | Integrate with the Unity Editor game engine. | 1,883 stars · 239 forks | No one-command install · Source | |
| 164 | 98.3747 | claude-real-videomcp · ai-agents | Lets any LLM agent actually watch videos: a watch_video tool takes a URL or local file and returns scene-aware keyframes fused with a timestamped… | 2,104 stars · 186 forks | No one-command install · Source | |
| 165 | 98.3675 | microsoft-learnmcp · ai-agents | Enables AI agents to bring trusted and up-to-date information directly from Microsoft's official documentation | 1,868 stars · 238 forks | No one-command install · Source | |
| 166 | 98.3657 | office-powerpointmcp · other | Enables creation and manipulation of PowerPoint presentations with tools for adding and formatting slides, text, images, tables, charts and shapes… | 1,852 stars · 246 forks | No one-command install · Source | |
| 167 | 98.3634 | pentest-aimcp · other | Provides penetration testing tools for reconnaissance, vulnerability scanning, and exploit assistance. | 1,641 stars · 315 forks | No one-command install · Source | |
| 168 | 98.3397 | 6551team-opennewsmcp · search | Provides real-time crypto news search, AI sentiment analysis, and trading signals from 72+ data sources. | 2,129 stars · 162 forks | No one-command install · Source | |
| 169 | 98.3385 | leonardsellem-n8nmcp · observability | Integrates with n8n workflow automation platform to enable workflow management, execution monitoring, and task automation through a bridge that… | 1,637 stars · 293 forks | No one-command install · Source | |
| 170 | 98.3197 | tooluniversemcp · search | Provides scientific tools for AI scientists spanning life science, research, literature search, drug discovery, and more. | 1,668 stars · 254 forks | No one-command install · Source | |
| 171 | 98.3192 | flux159-mcp-server-kubernetesmcp · devops | Manage Kubernetes cluster resources and deployments. | 1,593 stars · 282 forks | No one-command install · Source | |
| 172 | 98.3121 | jau123-meigen-ai-designmcp · ai-agents | Unified image generation across local ComfyUI workflows, OpenAI APIs, and MeiGen Cloud with a curated prompt library. | 1,735 stars · 224 forks | No one-command install · Source | |
| 173 | 98.3011 | minimax-tts-videomcp · back-end | Enables high-quality text-to-speech, voice cloning, and video generation capabilities through MiniMax's API with robust error handling and file… | 1,573 stars · 279 forks | No one-command install · Source | |
| 174 | 98.2992 | gyoridavid-short-video-makermcp · other | Automates short-form video creation by combining text-to-speech, captions, background videos, and music for platforms like TikTok, Instagram Reels… | 1,326 stars · 418 forks | No one-command install · Source | |
| 175 | 98.2942 | mukul975-cvemcp · other | Security intelligence with 27 tools across 21 sources including NVD, EPSS, VirusTotal, and Shodan. | 1,587 stars · 261 forks | No one-command install · Source | |
| 176 | 98.2928 | stack-chan-stack-chanmcp · back-end | A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functionality for AI-controlled interactions and emotions. | 1,689 stars · 215 forks | No one-command install · Source | |
| 177 | 98.2912 | qdrant-mcp-server-qdrantmcp · back-end | Store and retrieve vector-based memories for AI systems. | 1,517 stars · 301 forks | No one-command install · Source | |
| 178 | 98.2880 | nugetmcp · other | Real-time NuGet package management with vulnerability detection and intelligent version updates | 1,554 stars · 275 forks | No one-command install · Source | |
| 179 | 98.2872 | xpaysh-awesome-x402mcp · payments | Curated directory of x402 payment protocol resources, MCP servers, and tools for HTTP 402-based USDC payments on Base, Arbitrum, and other EVM chains. | 285 stars · 976 forks | No one-command install · Source | |
| 180 | 98.2721 | openwebsearchmcp · search | Web search using free multi-engine search (NO API KEYS REQUIRED) — Supports Bing, Baidu, DuckDuckGo, Brave, Exa, Github, Juejin, and CSDN. | 1,774 stars · 186 forks | No one-command install · Source | |
| 181 | 98.2683 | ifuryst-open-computer-usemcp · back-end | Cross-platform computer automation MCP server using accessibility APIs, supporting macOS, Linux, and Windows. | 1,880 stars · 168 forks | No one-command install · Source | |
| 182 | 98.2609 | arabold-docs-scrapermcp · browser | Provides specialized documentation scraping and retrieval from GitHub, NPM, PyPI, and web pages, enabling accurate reference to up-to-date library… | 1,765 stars · 185 forks | No one-command install · Source | |
| 183 | 98.2550 | elevenlabsmcp · other | Integrates with ElevenLabs to provide high-quality text-to-speech, voice cloning, and conversational capabilities with customizable voice profiles and… | 1,534 stars · 251 forks | No one-command install · Source | |
| 184 | 98.2545 | aaronjmars-opendiamcp · back-end | Provides OpenDia diagram creation capabilities through a lightweight web server with WebSocket support and HTTP API endpoints for real-time… | 1,915 stars · 159 forks | No one-command install · Source | |
| 185 | 98.2501 | gongrzhe-gmail-autoauthmcp · comms | Integrates with Gmail to enable email management tasks like sending, reading, searching, and labeling through natural language commands. | 1,165 stars · 409 forks | No one-command install · Source | |
| 186 | 98.2428 | daxianlee-cocos-creatormcp · front-end | Integrates with Cocos Creator 3.8 game development workflows through TypeScript-based tools for scene manipulation, node management, component… | 1,373 stars · 319 forks | No one-command install · Source | |
| 187 | 98.2329 | supermemorymcp · other | Personal knowledge platform that helps collect, organize, and recall information from various sources with end-to-end encryption and optional… | 1,722 stars · 176 forks | No one-command install · Source | |
| 188 | 98.2319 | g-mcp-godot-studiomcp · other | Control a live Godot editor with 120+ tools for creating scenes, editing scripts, wiring signals, and managing game assets. | 2,077 stars · 127 forks | No one-command install · Source | |
| 189 | 98.2317 | mcp-adaptermcp · ai-agents | The official WordPress package for MCP integration that exposes WordPress abilities as Model Context Protocol (MCP) tools, resources, and prompts for… | 1,647 stars · 190 forks | No one-command install · Source | |
| 190 | 98.2251 | openosintmcp · ai-agents | AI-powered OSINT framework exposing 10 tools (email, username, breach, WHOIS, IP, subdomain, phone, Shodan, dorks, Pastebin) as an MCP server for… | 1,512 stars · 242 forks | No one-command install · Source | |
| 191 | 98.2108 | boostedtravelmcp · search | Flight search and booking for AI agents across 400+ airlines. | 1,965 stars · 132 forks | No one-command install · Source | |
| 192 | 98.1987 | testkubemcp · devops | Kubernetes-native continuous testing platform providing test orchestration, execution, and analysis | 1,652 stars · 172 forks | No one-command install · Source | |
| 193 | 98.1965 | nx-consolemcp · github-vcs | Exposes monorepo workspace architecture, generators, tasks, and documentation to language models | 1,412 stars · 245 forks | No one-command install · Source | |
| 194 | 98.1935 | designcomputer-mysql-mcp-servermcp · database | Explore schemas and execute read-only SQL queries on MySQL databases. | 1,378 stars · 257 forks | No one-command install · Source | |
| 195 | 98.1835 | io-github-bergside-typeuimcp · front-end | Provides design systems, UI prompts, and layout variation guidance to AI coding tools for generating better user interfaces. | 1,855 stars · 136 forks | No one-command install · Source | |
| 196 | 98.1833 | anaisbetts-mcp-installermcp · back-end | Install and configure additional MCP servers dynamically. | 1,533 stars · 193 forks | No one-command install · Source | |
| 197 | 98.1808 | hashicorp-terraform-registrymcp · devops | Integrates with HashiCorp's Terraform Registry APIs to enable provider documentation retrieval, module search, and infrastructure configuration… | 1,518 stars · 195 forks | No one-command install · Source | |
| 198 | 98.1728 | lpigeon-ros-robot-controlmcp · other | Provides a bridge between natural language commands and Robot Operating System (ROS) for controlling robot movement through WebSocket communication… | 1,429 stars · 206 forks | No one-command install · Source | |
| 199 | 98.1727 | aminforou-gscmcp · observability | Integrates with Google Search Console API to provide website search performance analytics, indexing status monitoring, and sitemap management for SEO… | 1,470 stars · 200 forks | No one-command install · Source | |
| 200 | 98.1626 | azure-cloud-managermcp · observability | Enables AI to manage Azure cloud resources through a .NET-based command-line interface, providing operations for Cosmos DB, Storage, App… | 1,223 stars · 354 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.