Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 901 | 95.9758 | juspay-neurolinkmcp · ai-agents | Making enterprise AI infrastructure universally accessible. Edge-first platform unifying 12 providers and 100+ models with multi-agent orchestration… | 129 stars · 125 forks | No one-command install · Source | |
| 902 | 95.9581 | alfanousmcp · search | Search and explore the Holy Qur'an with Arabic text, transliteration, and advanced search support. | 288 stars · 89 forks | No one-command install · Source | |
| 903 | 95.9515 | joshuarileydev-app-store-connectmcp · other | Manage iOS app distribution and testing workflows. | 331 stars · 58 forks | No one-command install · Source | |
| 904 | 95.9497 | duriantaco-skylosmcp · ai-agents | Privacy-first SAST tool for Python, TypeScript, and Go that detects dead code, security vulnerabilities, and code quality issues with hybrid AST and… | 546 stars · 30 forks | No one-command install · Source | |
| 905 | 95.9481 | spences10-omnisearchmcp · search | Unifies search and content processing by dynamically selecting optimal providers like Tavily, Brave, and Perplexity to enable flexible information… | 347 stars · 53 forks | No one-command install · Source | |
| 906 | 95.9353 | mzxrai-web-researchmcp · search | Research topics using Google search and web scraping. | 298 stars · 72 forks | No one-command install · Source | |
| 907 | 95.9315 | fortress-mcp-servermcp · back-end | Provides 29 stealth-browsing tools for AI agents, enabling undetected web automation and scraping through a patched Chromium engine. | 477 stars · 33 forks | No one-command install · Source | |
| 908 | 95.9291 | automation-mcpmcp · front-end | Enables AI assistants to automate macOS desktop tasks including mouse control, keyboard input, screenshots, window management, and UI interaction. | 414 stars · 39 forks | No one-command install · Source | |
| 909 | 95.9287 | chemiguel23-memorymeshmcp · ai-agents | Store and query structured data in local knowledge graphs. | 353 stars · 49 forks | No one-command install · Source | |
| 910 | 95.9262 | open-skillsmcp · devops | Enables running Claude Skills locally on your Mac with sandboxed execution, supporting document processing and integration with MCP-compatible AI… | 449 stars · 36 forks | No one-command install · Source | |
| 911 | 95.9219 | superpowers-chromemcp · browser | Enables direct browser control via Chrome DevTools Protocol, supporting navigation, interaction, content extraction, and screenshots through a single… | 347 stars · 51 forks | No one-command install · Source | |
| 912 | 95.9196 | maamcpmcp · other | 基于 MaaFramework 的 MCP 服务器，为 AI 助手提供 Android 设备和 Windows 桌面自动化能力。 | 381 stars · 44 forks | No one-command install · Source | |
| 913 | 95.9083 | cr7258-elasticsearchmcp · devops | Enables natural language interaction with Elasticsearch clusters for querying, indexing, and management operations via Docker-deployed infrastructure. | 303 stars · 64 forks | No one-command install · Source | |
| 914 | 95.9009 | jlcases-paelladocmcp · other | Generates structured documentation for software projects through code analysis, template management, and specialized commands for consistent… | 337 stars · 54 forks | No one-command install · Source | |
| 915 | 95.8759 | livecontextmcp · back-end | LiveContext is a self-hosted AI automation platform that exposes its whole surface over MCP: build and run workflows, manage agents and skills, read… | 380 stars · 42 forks | No one-command install · Source | |
| 916 | 95.8726 | disler-aidermcp · back-end | Aider MCP Server offloads AI coding tasks to Aider's specialized implementation, reducing costs and enhancing development efficiency through natural… | 307 stars · 60 forks | No one-command install · Source | |
| 917 | 95.8634 | phosphoobservability · observability | Phospho is a text analytics and evaluation platform for LLM apps. It logs sessions, runs clustering, detects failures, and surfaces actionable… | 439 stars · 35 forks | No one-command install · Source | |
| 918 | 95.8631 | v-3-discordmcp · back-end | Integrates with the Discord API to enable direct interaction with channels, supporting automated messaging and conversation management within servers. | 227 stars · 97 forks | No one-command install · Source | |
| 919 | 95.8600 | ankimcp-ankimcp · other | Comprehensive Anki flashcard integration with card review, note management, deck operations, and media handling | 461 stars · 33 forks | No one-command install · Source | |
| 920 | 95.8532 | h1-brainmcp · database | Connects AI assistants to HackerOne to pull bug bounty history, program scopes, and report details into a local SQLite database, exposing tools for… | 351 stars · 46 forks | No one-command install · Source | |
| 921 | 95.8504 | voska-home-assistantmcp · back-end | Integrates with Home Assistant to enable natural language control of smart home devices, querying device states, troubleshooting automations, and… | 338 stars · 50 forks | No one-command install · Source | |
| 922 | 95.8497 | learn-faster-kitworkflow · ai-agents | An educational framework for Claude Code based on the "FASTER" approach to self-teaching, with agents, slash commands and tools for learning at your… | 380 stars · 41 forks | No one-command install · Source | |
| 923 | 95.8479 | gh-alisaitteke-photoshopmcp · other | Automate Adobe Photoshop operations including layer management, filters, and image manipulation. | 375 stars · 42 forks | No one-command install · Source | |
| 924 | 95.8475 | hey-jian-wei-jianyingmcp · front-end | Integrates with JianYing desktop video editor using UI automation to enable draft management, media handling, track operations, and export… | 295 stars · 67 forks | No one-command install · Source | |
| 925 | 95.8391 | matanyemini-bitbucketmcp · back-end | Integrates with Bitbucket Cloud and Server APIs for repository and pull request management | 165 stars · 105 forks | No one-command install · Source | |
| 926 | 95.8314 | blockrunai-blockrun-mcpmcp · payments | Access 30+ AI models (GPT-5, Claude, Gemini, Grok, DeepSeek) without API keys. Pay-per-use via x402 micropayments with USDC on Base. | 393 stars · 38 forks | No one-command install · Source | |
| 927 | 95.8287 | sunriseapps-imagesorcerymcp · other | Provides powerful image manipulation capabilities including resizing, cropping, object detection, OCR text extraction, and finding objects based on… | 329 stars · 51 forks | No one-command install · Source | |
| 928 | 95.8246 | canvrno-proxmoxmcp · back-end | Integrates with Proxmox virtualization environments to enable monitoring and management of virtual machines, containers, storage pools, and cluster… | 288 stars · 69 forks | No one-command install · Source | |
| 929 | 95.8204 | mcp-server-for-revit-pythonmcp · back-end | Enables Large Language Models to access and manipulate Autodesk Revit models through a pyRevit-based bridge and the Model Context Protocol. | 175 stars · 102 forks | No one-command install · Source | |
| 930 | 95.8193 | cheffromspace-windows-remote-controlmcp · other | Enables remote automation of Windows systems for controlling mouse, keyboard, and screen capture via nut.js. | 330 stars · 50 forks | No one-command install · Source | |
| 931 | 95.8140 | marmotmcp · search | Open-source data catalog with asset search, lineage exploration, and ownership tracking. | 607 stars · 26 forks | No one-command install · Source | |
| 932 | 95.8082 | nim-langservermcp · back-end | Official Nim language server with MCP support for symbol navigation, diagnostics, and type resolution in Nim projects. | 314 stars · 53 forks | No one-command install · Source | |
| 933 | 95.8033 | hotricenoodles-crosslinkmcp · ai-agents | Open-source LLM proxy gateway with integrated MCP gateway, supporting multi-provider routing, load balancing, rate limiting, caching, and HTTP/SSE… | 453 stars · 32 forks | No one-command install · Source | |
| 934 | 95.8022 | barckley75-davinci-resolvemcp · other | Control DaVinci Resolve Studio via natural language with 48 tools covering timelines, color grading, AI features, and rendering. | 346 stars · 45 forks | No one-command install · Source | |
| 935 | 95.8008 | inditextech-teamsmcp · auth | Integrates with Microsoft Teams to enable reading messages, creating threads, replying to messages, and mentioning team members through Azure bot… | 394 stars · 37 forks | No one-command install · Source | |
| 936 | 95.7906 | ivo-toby-openapimcp · back-end | Integrates with OpenAPI specifications to expose REST API endpoints as MCP resources, enabling dynamic discovery and utilization of many web services. | 297 stars · 61 forks | No one-command install · Source | |
| 937 | 95.7892 | 1c-mcp-toolkitmcp · back-end | Integrates AI agents with 1C:Enterprise databases via MCP and REST API, supporting a built-in HTTP server (no Python required) or a Python proxy mode. | 279 stars · 72 forks | No one-command install · Source | |
| 938 | 95.7863 | intellectronica-skillzmcp · devops | Executes local Anthropic-style skills through directory-based discovery where each skill contains YAML metadata and Markdown instructions, enabling… | 399 stars · 36 forks | No one-command install · Source | |
| 939 | 95.7824 | agntcy-oasfidentity · auth | Use when agents must describe themselves to other systems in a common schema so they can be catalogued, discovered and verified. | 332 stars · 47 forks | No one-command install · Source | |
| 940 | 95.7775 | renderdoc-jiabolimcp · other | GPU frame capture analysis and graphics pipeline debugging using RenderDoc, supporting D3D11, D3D12, OpenGL, and Vulkan captures on Windows. | 329 stars · 48 forks | No one-command install · Source | |
| 941 | 95.7763 | carterlasalle-mac-messagesmcp · database | Bridges Claude Desktop with macOS Messages app, enabling reading and sending iMessages through direct database access with contact lookup and group… | 322 stars · 49 forks | No one-command install · Source | |
| 942 | 95.7756 | tidewave-railsmcp · ai-agents | Better agentic Rails development, runtime-level tools for your agent to talk to your running app. | 474 stars · 30 forks | No one-command install · Source | |
| 943 | 95.7601 | symbol-delta-ledgermcp · ai-agents | Enables AI coding agents to efficiently query code context via a symbol graph, reducing token usage by up to 20x. | 469 stars · 30 forks | No one-command install · Source | |
| 944 | 95.7595 | yeuxuan-ace-codebase-indexermcp · search | Codebase indexing and semantic search with file traversal, gitignore support, and real-time monitoring | 360 stars · 40 forks | No one-command install · Source | |
| 945 | 95.7590 | conechoai-nano-bananamcp · ai-agents | Integrates with Google's Gemini 2.5 Flash to generate and edit images from text prompts, supporting iterative workflows with reference images and… | 228 stars · 93 forks | No one-command install · Source | |
| 946 | 95.7565 | mapboxmcp · search | Geospatial intelligence with geocoding, POI search, routing, and isochrones | 353 stars · 41 forks | No one-command install · Source | |
| 947 | 95.7550 | nkarasiak-qgismcp · other | Connects to QGIS for managing layers, editing features, running processing algorithms, rendering maps, and controlling projects through 50 specialized… | 273 stars · 71 forks | No one-command install · Source | |
| 948 | 95.7513 | ergut-logseqmcp · back-end | Integrates with LogSeq API to enable automated note-taking, content searching, and knowledge management tasks. | 324 stars · 47 forks | No one-command install · Source | |
| 949 | 95.7487 | linear-mcpmcp · ai-agents | Enables AI agents to manage Linear issues, projects, teams, and more via the Model Context Protocol. | 10 forks · passed install test | No one-command install · Source | |
| 950 | 95.7465 | linux-adminmcp · other | Performs read-only Linux system administration, diagnostics, and troubleshooting on RHEL-based systems via SSH. | 291 stars · 62 forks | No one-command install · Source | |
| 951 | 95.7450 | netbox-mcp-servermcp · ai-agents | Read-only MCP server for NetBox that enables LLMs to query NetBox objects (devices, IPAM, etc.) and change logs through natural language, with field… | 221 stars · 93 forks | No one-command install · Source | |
| 952 | 95.7421 | newtype-01-obsidianmcp · search | Bridges Claude with Obsidian note-taking application, enabling direct interaction with markdown notes through tools for listing, reading, creating… | 312 stars · 49 forks | No one-command install · Source | |
| 953 | 95.7418 | claude-composercli · ai-agents | A tool that adds small enhancements to Claude Code. | 670 stars · 23 forks | No one-command install · Source | |
| 954 | 95.7368 | ue-mcpmcp · other | Gives AI assistants deep read/write access to the Unreal Editor through 21 category tools covering 525+ actions, plus a YAML flow engine for… | 300 stars · 55 forks | No one-command install · Source | |
| 954 | 95.7368 | nckgnd-tmuxmcp · other | Interact with and view tmux session content. | 300 stars · 55 forks | No one-command install · Source | |
| 956 | 95.7346 | mcp-server-macos-usemcp · back-end | Enables controlling macOS applications via accessibility APIs, supporting actions like clicking, typing, and keyboard input through MCP commands. | 355 stars · 40 forks | No one-command install · Source | |
| 957 | 95.7332 | mamertofabian-mcp-everything-searchmcp · search | Fast Windows file search using Everything SDK | 364 stars · 39 forks | No one-command install · Source | |
| 958 | 95.7330 | mcp-documentation-servermcp · back-end | Local-first document management and semantic search for AI coding agents, with a built-in web dashboard and REST API. | 342 stars · 43 forks | No one-command install · Source | |
| 959 | 95.7299 | docker-hub-mcpmcp · back-end | Official MCP server to interact with Docker Hub, providing access to repositories, hub search and Docker Hardened Images | 162 stars · 101 forks | No one-command install · Source | |
| 960 | 95.7265 | codex-storyboardmcp · front-end | MCP server for managing video storyboard tasks, enabling Codex to automatically generate and populate images/videos based on shot descriptions and… | 318 stars · 47 forks | No one-command install · Source | |
| 961 | 95.7226 | dawncr0w-affinemcp · back-end | Integrates with AFFiNE workspaces through GraphQL and WebSocket connections to enable document operations, real-time collaboration, version control… | 269 stars · 70 forks | No one-command install · Source | |
| 962 | 95.7115 | supabase-mcpmcp · database | An MCP server enabling AI assistants to perform CRUD operations on a Supabase database via a standardized interface. | 194 stars · 95 forks · 1 mention | No one-command install · Source | |
| 963 | 95.6989 | opensearch-mcp-server-pymcp · search | MCP server for OpenSearch that enables AI assistants to interact with OpenSearch clusters through a standardized interface for search, index… | 147 stars · 103 forks | No one-command install · Source | |
| 964 | 95.6974 | recursechat-apple-shortcuts-macosmcp · other | Control Apple Shortcuts automations on macOS. | 344 stars · 41 forks | No one-command install · Source | |
| 965 | 95.6957 | gh-smart-mcp-proxy-mcpproxymcp · other | Smart proxy with BM25 tool discovery, quarantine security, and token savings. | 330 stars · 44 forks | No one-command install · Source | |
| 966 | 95.6814 | hobson-stock-analyzermcp · back-end | Integrates with Tiingo API to perform technical analysis on stocks, providing key indicators for trading decisions. | 273 stars · 65 forks | No one-command install · Source | |
| 967 | 95.6701 | mcp-server-playwrightmcp · browser | A Model Context Protocol server that provides browser automation capabilities using Playwright, enabling LLMs to interact with web pages, take… | 299 stars · 51 forks | No one-command install · Source | |
| 968 | 95.6613 | mpeirone-zabbix-mcp-servermcp · back-end | Zabbix integration for hosts, items, triggers, templates, problems, data and more. | 251 stars · 78 forks | No one-command install · Source | |
| 969 | 95.6574 | jsonallen-perplexitymcp · search | Integrates with Perplexity AI API to enable web search capabilities for retrieving up-to-date information across domains. | 308 stars · 46 forks | No one-command install · Source | |
| 970 | 95.6509 | ast-grepmcp · search | Bridges to the ast-grep code search tool for finding code patterns in projects using abstract syntax tree matching, enabling efficient code analysis… | 468 stars · 28 forks | No one-command install · Source | |
| 971 | 95.6480 | daily-news-mcp-servermcp · back-end | Enables AI assistants to fetch news categories and hot news/tweets across various topics like crypto, DeFi, and AI. | 350 stars · 38 forks | No one-command install · Source | |
| 971 | 95.6480 | benjaminr-chrome-devtoolsmcp · browser | Connects to Chrome's remote debugging interface via WebSocket to enable browser automation, network monitoring, DOM inspection, JavaScript execution… | 307 stars · 46 forks | No one-command install · Source | |
| 973 | 95.6379 | atomic-mail-agenticmcp · auth | Read and write email through the Atomic Mail from an AI agent. Handles proof-of-work authentication and JMAP so the agent thinks in JMAP method calls… | 264 stars · 66 forks | No one-command install · Source | |
| 974 | 95.6320 | gojue-molingmcp · back-end | Enables AI to interact with local system resources through a secure, configurable server that provides browser automation, file operations, and… | 338 stars · 40 forks | No one-command install · Source | |
| 975 | 95.6285 | jkf87-hwpmcp · back-end | Enables direct creation, editing, and formatting of Korean documents in Hangul Word Processor (HWP) format through Python or Node.js interfaces that… | 266 stars · 64 forks | No one-command install · Source | |
| 976 | 95.6156 | fradser-mas-sequential-thinkingmcp · ai-agents | Orchestrates a team of specialized agents working in parallel to break down complex problems through structured thinking steps, enabling… | 305 stars · 45 forks | No one-command install · Source | |
| 977 | 95.6148 | adhikasp-mcp-git-ingestmcp · github-vcs | Fetch and analyze git repository structures and contents. | 312 stars · 43 forks | No one-command install · Source | |
| 978 | 95.6140 | biboyqg-wechatmcp · back-end | Integrates with WeChat on macOS through accessibility APIs to enable automated message reading, sending, and contact management for customer service… | 247 stars · 76 forks | No one-command install · Source | |
| 979 | 95.6064 | kevinwatt-yt-dlpmcp · other | Integrates with YouTube using yt-dlp to enable downloading of videos and subtitles for content analysis and processing tasks. | 277 stars · 58 forks | No one-command install · Source | |
| 980 | 95.6053 | dashclawmcp · ai-agents | Governance runtime for AI agents: a guard tool evaluates risky actions against policy before they execute (block / warn / require human approval)… | 296 stars · 49 forks | No one-command install · Source | |
| 981 | 95.6018 | rudra-ravi-wikipediamcp · search | Provides a bridge to Wikipedia's knowledge base, enabling search, retrieval, and analysis of articles through the Wikipedia API for research and… | 291 stars · 52 forks | No one-command install · Source | |
| 982 | 95.6016 | crowdstrike-falconmcp · auth | Connect with the CrowdStrike Falcon platform for intelligent security analysis, providing programmatic access to detections, incidents, behaviors… | 243 stars · 80 forks | No one-command install · Source | |
| 983 | 95.5957 | sonpiaz-watch-climcp · back-end | MCP server that downloads social video frames and transcripts from YouTube, X, LinkedIn, TikTok, and other platforms. | 253 stars · 68 forks | No one-command install · Source | |
| 984 | 95.5938 | mcp-fiscal-brasilmcp · ai-agents | Connects AI agents to Brazilian tax compliance data (CNPJ, CPF, NFe, SPED, eSocial) and provides tools for due diligence, risk scoring, and tax regime… | 284 stars · 55 forks | No one-command install · Source | |
| 984 | 95.5938 | kiliczsh-mcp-mongo-servermcp · database | Query and analyze MongoDB databases. | 284 stars · 55 forks | No one-command install · Source | |
| 986 | 95.5917 | memorygraphmcp · ai-agents | Graph-based MCP memory server for AI coding agents to store patterns, track relationships, and retrieve knowledge across sessions. | 242 stars · 81 forks | No one-command install · Source | |
| 987 | 95.5898 | alexgladkov-claude-mobilemcp · front-end | Provides unified mobile device automation for Android devices via ADB and iOS simulators via simctl, enabling screenshots, UI interactions, touch… | 359 stars · 35 forks | No one-command install · Source | |
| 988 | 95.5806 | rabbitholemcp · back-end | Rabbithole provides an infinite canvas for learning by allowing users to open documents, select text, ask questions, and receive answers that open as… | 309 stars · 42 forks | No one-command install · Source | |
| 989 | 95.5673 | agnixcli · ai-agents | A comprehensive linter for Claude Code agent files. Validate CLAUDE.md, AGENTS.md, SKILL.md, hooks, MCP, and more. Plugin for all major IDEs included… | 401 stars · 30 forks | No one-command install · Source | |
| 990 | 95.5640 | tsmztech-salesforcemcp · other | Integrates with Salesforce CRM for natural language-driven data management, querying, and administration tasks. | 167 stars · 93 forks | No one-command install · Source | |
| 991 | 95.5632 | maxanatsko-powerbi-enginemcp · other | Natural language Power BI model interaction including DAX queries, measure creation, and relationship management. | 255 stars · 65 forks | No one-command install · Source | |
| 992 | 95.5590 | public-ui-kolibrimcp · back-end | Streaming KoliBri MCP server (NPM: `@public-ui/mcp`) delivering 200+ guaranteed accessible web component samples, specs, docs, and scenarios via… | 280 stars · 54 forks | No one-command install · Source | |
| 993 | 95.5474 | shuotao-revitmcp · front-end | Educational implementation bridging Autodesk Revit with AI assistants through dual-component architecture for model control and building information… | 102 stars · 110 forks | No one-command install · Source | |
| 994 | 95.5459 | neiltron-apple-healthmcp · database | Reads directly from Apple Health's SQLite database to provide access to personal health metrics including steps, heart rate, sleep patterns, and… | 568 stars · 23 forks | No one-command install · Source | |
| 995 | 95.5456 | bagelmcp · database | MCP server for chatting with physical-world data from robotics, drones, automotive, and IoT sources using natural language. It generates auditable SQL… | 396 stars · 30 forks | No one-command install · Source | |
| 996 | 95.5423 | hqbasemcp · devops | Provides a self-hosted shared email workspace with team access controls, multi-domain support, drafts, audit history, and an OAuth-protected MCP… | 330 stars · 38 forks | No one-command install · Source | |
| 997 | 95.5395 | reamcp · ai-agents | MCP server that enables agents to reverse engineer applications, from high-level behavior down to native binaries, using tools like Hopper and Ghidra. | 389 stars · 31 forks | No one-command install · Source | |
| 998 | 95.5382 | aliargun-geminimcp · ai-agents | Integrates Google's Gemini AI models enabling real-time response streaming and LLM processing capabilities. | 258 stars · 62 forks | No one-command install · Source | |
| 999 | 95.5311 | sosumi-aimcp · back-end | Converts Apple Developer documentation, HIG, WWDC transcripts, and external Swift-DocC pages into Markdown for AI consumption via MCP tools and HTTP… | 470 stars · 26 forks | No one-command install · Source | |
| 1000 | 95.5302 | mastergo-design-dslmcp · front-end | Extracts design file metadata from MasterGo files using a personal access token, enabling direct retrieval of design element details for analysis and… | 283 stars · 51 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.