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 | 96.1626 | ebook-mcpmcp · other | Enables natural language interaction with e-books, extracting metadata, table of contents, and chapter content from EPUB and PDF files. | 394 stars · 53 forks | No one-command install · Source | |
| 102 | 96.1570 | isaacphi-gdrivemcp · other | Integrates Google Drive and Sheets functionality for file operations and spreadsheet data manipulation. | 283 stars · 105 forks | No one-command install · Source | |
| 103 | 96.1037 | mordavid-bloodhoundmcp · other | Integrates with BloodHound security tool to analyze Active Directory and Azure environments for attack paths, privilege escalation opportunities, and… | 375 stars · 56 forks | No one-command install · Source | |
| 104 | 96.0408 | ai-dashboad-flutter-skillmcp · other | AI E2E testing bridge for apps across 8 platforms with 40+ tools. | 363 stars · 54 forks | No one-command install · Source | |
| 105 | 95.9841 | open-accountantsmcp · other | AI tax computation skills for financial transaction classification and tax documentation across 134 countries. | 358 stars · 51 forks | No one-command install · Source | |
| 106 | 95.9515 | joshuarileydev-app-store-connectmcp · other | Manage iOS app distribution and testing workflows. | 331 stars · 58 forks | No one-command install · Source | |
| 107 | 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 | |
| 108 | 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 | |
| 109 | 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 | |
| 110 | 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 | |
| 111 | 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 | |
| 112 | 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 | |
| 113 | 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 | |
| 114 | 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 | |
| 115 | 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 | |
| 116 | 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 | |
| 117 | 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 | |
| 117 | 95.7368 | nckgnd-tmuxmcp · other | Interact with and view tmux session content. | 300 stars · 55 forks | No one-command install · Source | |
| 119 | 95.6974 | recursechat-apple-shortcuts-macosmcp · other | Control Apple Shortcuts automations on macOS. | 344 stars · 41 forks | No one-command install · Source | |
| 120 | 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 | |
| 121 | 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 | |
| 122 | 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 | |
| 123 | 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 | |
| 124 | 95.5263 | wrale-tree-sittermcp · other | Provides code analysis capabilities through tree-sitter parsing, enabling structured understanding and manipulation of source code across multiple… | 310 stars · 40 forks | No one-command install · Source | |
| 125 | 95.5038 | mikrotik-mcpmcp · other | Provides a bridge between AI assistants and MikroTik RouterOS devices, enabling natural language management of VLANs, firewall rules, DNS settings… | 262 stars · 57 forks | No one-command install · Source | |
| 126 | 95.5001 | dnakov-radare2mcp · other | Provides direct access to radare2's binary analysis framework for reverse engineering, malware analysis, and debugging through a simple stdin/stdout… | 311 stars · 39 forks | No one-command install · Source | |
| 127 | 95.4731 | actual-budgetmcp · other | Integrates with Actual Budget to provide transaction filtering, spending breakdowns by category, monthly summaries with savings rates, and account… | 215 stars · 80 forks | No one-command install · Source | |
| 128 | 95.3433 | hypothesi-taurimcp · other | Integrates with Tauri v2 applications during development | 296 stars · 38 forks | No one-command install · Source | |
| 129 | 95.3145 | mfydev-ghostmcp · other | Interact with the Ghost CMS to control your blog through natural language. Manage posts, tags, users, members, and more with secure access. | 232 stars · 65 forks | No one-command install · Source | |
| 130 | 95.3102 | open-strategy-partners-marketing-toolsmcp · other | Content and product marketing tools, including a standardized editing code system, writing guidelines, web metadata generator, and product… | 272 stars · 43 forks | No one-command install · Source | |
| 131 | 95.2981 | r-huijts-xcodemcp · other | Integrates with Xcode to streamline iOS development workflows, automate build processes, and facilitate code generation for efficient app creation. | 385 stars · 27 forks | No one-command install · Source | |
| 132 | 95.2384 | bhavsec-autopentest-aimcp · other | Automated web application penetration testing framework implementing OWASP WSTG methodology. | 231 stars · 60 forks | No one-command install · Source | |
| 133 | 95.2185 | baranwang-trends-hubmcp · other | Provides real-time access to trending topics and content from major Chinese platforms including Weibo, Zhihu, Douyin, Bilibili, Douban, Toutiao, and… | 269 stars · 40 forks | No one-command install · Source | |
| 134 | 95.1877 | filescopemcp · other | Analyzes codebases to identify important files based on dependency relationships, providing structural understanding of projects with importance… | 302 stars · 32 forks | No one-command install · Source | |
| 135 | 95.1720 | cnych-backlinks-ahrefsmcp · other | Retrieves detailed backlink data from Ahrefs including anchor text, domain rating, and URL information for SEO analysis and link building strategies. | 257 stars · 41 forks | No one-command install · Source | |
| 136 | 95.1670 | jinzcdev-markmapmcp · other | Transforms Markdown documents into interactive mind maps with zooming, node expansion/collapse, and multi-format export capabilities for visualizing… | 288 stars · 35 forks | No one-command install · Source | |
| 137 | 95.1457 | hustcc-echartsmcp · other | Generates interactive charts and visualizations by accepting ECharts configuration JSON with customizable dimensions, themes, and output formats… | 263 stars · 39 forks | No one-command install · Source | |
| 138 | 95.0722 | gh-heizaheiza-charles-proxymcp · other | Integrates Charles Proxy with MCP clients for real-time network traffic inspection, structured analysis, and historical recording review. | 303 stars · 29 forks | No one-command install · Source | |
| 139 | 95.0337 | erickwendel-contributionsmcp · other | Provides access to Erick Wendel's technical content contributions across platforms through specialized tools for filtering and querying talks, posts… | 339 stars · 26 forks | No one-command install · Source | |
| 140 | 94.9929 | burthecoder-maigretmcp · other | OSINT Maigret integration to gather user info across social networks. | 260 stars · 35 forks | No one-command install · Source | |
| 141 | 94.9814 | dmontgomery40-3d-printermcp · other | Integrates with multiple 3D printer management systems to enable remote control, file handling, and advanced STL manipulation for automated print job… | 230 stars · 45 forks | No one-command install · Source | |
| 142 | 94.9618 | sepinetam-statamcp · other | Perform regression anlayses with Stata. | 255 stars · 35 forks | No one-command install · Source | |
| 143 | 94.9273 | typescript-refactoringmcp · other | Provides TypeScript/JavaScript code analysis and refactoring capabilities using ts-morph, enabling intelligent code transformations with symbol… | 453 stars · 19 forks | No one-command install · Source | |
| 144 | 94.9138 | adhikasp-mcp-twikitmcp · other | Integrate with X (Twitter) for social media data analysis. | 235 stars · 40 forks | No one-command install · Source | |
| 145 | 94.9092 | zhizhuodemao-android-proxymcp · other | Captures and analyzes Android device network traffic through mitmproxy integration for HTTP/HTTPS interception and mobile app debugging. | 224 stars · 44 forks | No one-command install · Source | |
| 146 | 94.9057 | kazuph-taskmanagermcp · other | Implements a structured task management system resulting in step-by-step workflows requiring explicit user approval. | 215 stars · 47 forks | No one-command install · Source | |
| 147 | 94.8930 | narumiruna-yahoo-financemcp · other | Provides real-time financial data from Yahoo Finance through specialized tools for retrieving stock information, market trends, and news for… | 188 stars · 66 forks | No one-command install · Source | |
| 148 | 94.8850 | rlabs-inc-geminimcp · other | Integrates Google Gemini 3 models for image generation, video creation, text-to-speech, code execution, and deep research. | 217 stars · 45 forks | No one-command install · Source | |
| 149 | 94.8697 | mario-andreschak-abap-adtmcp · other | Integrates with SAP ABAP systems via ADT, enabling AI models to perform ABAP development tasks like code generation and system analysis. | 180 stars · 66 forks | No one-command install · Source | |
| 150 | 94.7817 | bazinga012-code-executormcp · other | Executes Python code within isolated Conda environments, enabling secure and flexible code generation and execution for tasks like data analysis and… | 212 stars · 44 forks | No one-command install · Source | |
| 151 | 94.7774 | formulahendry-code-runnermcp · other | Executes code snippets in over 30 programming languages by creating temporary files and running them with appropriate interpreters, enabling direct… | 245 stars · 32 forks | No one-command install · Source | |
| 152 | 94.7649 | bx33661-wiresharkmcp · other | TShark network packet analysis with capture, protocol stats, field extraction, and security analysis. | 272 stars · 28 forks | No one-command install · Source | |
| 153 | 94.6577 | smart-treemcp · other | Rust-based directory visualization and analysis tool that provides quantum compression, semantic analysis, and streaming modes with over 20… | 265 stars · 27 forks | No one-command install · Source | |
| 154 | 94.6507 | g0t4-system-commandsmcp · other | Execute system commands and scripts on the host machine. | 233 stars · 33 forks | No one-command install · Source | |
| 155 | 94.6318 | mahdin75-gis-operationsmcp · other | Integrates with geospatial libraries to perform geometric transformations, coordinate system conversions, and spatial analyses using WKT geometry… | 190 stars · 51 forks | No one-command install · Source | |
| 156 | 94.5823 | biegehydra-bifrostmcp · other | VS Code extension that exposes semantic tools like Find Usages and Rename | 224 stars · 33 forks | No one-command install · Source | |
| 157 | 94.5507 | king-of-the-grackles-redditmcp · other | Turn Reddit into structured insights with full citations | 235 stars · 30 forks | No one-command install · Source | |
| 158 | 94.5237 | smn2gnt-salesforcemcp · other | Integrates with Salesforce to enable natural language interactions for executing queries, managing records, and automating CRM workflows. | 178 stars · 54 forks | No one-command install · Source | |
| 159 | 94.4823 | fengin-image-genmcp · other | Accepts text descriptions, generates corresponding images, and offers image download and save functions. | 229 stars · 30 forks | No one-command install · Source | |
| 160 | 94.4821 | word-mcp-livemcp · other | Enables AI assistants to edit Microsoft Word documents live while they are open, with full support for tracked changes, comments, formatting, and 124… | 201 stars · 38 forks | No one-command install · Source | |
| 161 | 94.4813 | gh-saidutt46-domain-checkmcp · other | Universal domain availability checker with RDAP/WHOIS, batch checks, TLD presets, and name generation. | 309 stars · 20 forks | No one-command install · Source | |
| 162 | 94.3546 | xiaojiou176-cortexpilotmcp · other | Read-only MCP for CortexPilot workflows, queue state, proof, replay, and incident summaries. | 207 stars · 32 forks | No one-command install · Source | |
| 163 | 94.2557 | buryhuang-hubspotmcp · other | Integrates with HubSpot CRM to enable AI-driven contact and company management, lead processing, and automated data analysis. | 128 stars · 60 forks | No one-command install · Source | |
| 164 | 94.2084 | gh-kggzs-apk-reverse-engineeringmcp · other | Android reverse engineering toolkit with JADX, APKTool, ADB, and Frida integration. | 195 stars · 32 forks | No one-command install · Source | |
| 165 | 94.1916 | aaronjmars-web3-research-mcpmcp · other | Deep Research for crypto - free & fully local | 161 stars · 53 forks | No one-command install · Source | |
| 166 | 94.1714 | taida957789-ida-promcp · other | Enables direct interaction with IDA Pro for binary analysis tasks including disassembly, decompilation, and function querying for malware analysis and… | 188 stars · 34 forks | No one-command install · Source | |
| 167 | 94.1692 | makemcp · other | Connects AI systems to Make automation workflows, enabling assistants to trigger scenarios with parameters and receive structured JSON output from… | 170 stars · 42 forks | No one-command install · Source | |
| 168 | 94.1118 | content-coremcp · other | Extracts content from diverse media sources including URLs, documents, videos, audio files, and images using intelligent auto-detection and multiple… | 170 stars · 40 forks | No one-command install · Source | |
| 169 | 94.0750 | depylermcp · other | Python-to-Rust transpiler with analysis and verification tools | 357 stars · 15 forks | No one-command install · Source | |
| 170 | 94.0565 | markdown-mindmapmcp · other | Transforms Markdown content into interactive HTML-based mind maps using markmap-cli, enabling visual organization of structured information and… | 236 stars · 22 forks | No one-command install · Source | |
| 171 | 94.0223 | jhacksman-openscadmcp · other | Transforms natural language descriptions into parametric 3D models through a pipeline of image generation, object segmentation, 3D modeling, and… | 186 stars · 31 forks | No one-command install · Source | |
| 172 | 94.0087 | estruyf-demo-timemcp · other | Interact with Demo Time documentation and automate presentation demos | 245 stars · 20 forks | No one-command install · Source | |
| 173 | 93.9621 | mrphrazer-binary-ninja-headlessmcp · other | Exposes Binary Ninja's disassembly, decompilation, and analysis capabilities through 181 tools for headless reverse engineering workflows. | 242 stars · 20 forks | No one-command install · Source | |
| 174 | 93.9547 | gongrzhe-quickchartmcp · other | Integrates with QuickChart to enable dynamic generation of charts and graphs for data visualization tasks. | 159 stars · 43 forks | No one-command install · Source | |
| 175 | 93.8773 | rectalogic-langchainmcp · other | Use MCP tools within LangChain-powered applications. | 206 stars · 24 forks | No one-command install · Source | |
| 176 | 93.7747 | tumf-mcp-text-editormcp · other | Perform efficient line-oriented operations on text files. | 199 stars · 24 forks | No one-command install · Source | |
| 177 | 93.7623 | postrv-narsilmcp · other | Deep code intelligence with tree-sitter parsing, call graphs, and security vulnerability scanning | 182 stars · 27 forks | No one-command install · Source | |
| 178 | 93.7499 | adeze-raindropmcp · other | Integrates with Raindrop.io bookmarking service to provide direct access for managing collections, bookmarks, tags, highlights, and user data without… | 181 stars · 27 forks | No one-command install · Source | |
| 179 | 93.6287 | rust-mcp-stack-filesystemmcp · other | Provides secure, high-performance access to local filesystem operations with strict path validation, enabling read/write file manipulation while… | 174 stars · 27 forks | No one-command install · Source | |
| 180 | 93.5912 | wopal-chinese-social-media-trendsmcp · other | Aggregates real-time trending topics from major Chinese social platforms and news sites. | 201 stars · 21 forks | No one-command install · Source | |
| 181 | 93.5867 | ayeletstudioindia-unreal-analyzermcp · other | Analyzes Unreal Engine codebases, enabling deep insights into class hierarchies, subsystems, and game patterns. | 158 stars · 32 forks | No one-command install · Source | |
| 182 | 93.5711 | quazaai-unitymcp · other | Enables real-time interaction with Unity projects through a WebSocket-based system that retrieves scene hierarchies, project settings, and executes C#… | 157 stars · 32 forks | No one-command install · Source | |
| 183 | 93.5695 | freema-openclawmcp · other | Provides tools for interacting with the OpenClaw open-source game engine. | 183 stars · 24 forks | No one-command install · Source | |
| 184 | 93.4814 | pskill9-website-downloadermcp · other | Integrates wget-based website downloading capabilities to enable offline archiving and analysis of web content while preserving site structure. | 156 stars · 31 forks | No one-command install · Source | |
| 185 | 93.4813 | paolobietolini-gtm-editormcp · other | Manage Google Tag Manager containers, tags, triggers, variables, and publishing through natural language. | 157 stars · 30 forks | No one-command install · Source | |
| 186 | 93.4647 | indragiek-uniprofmcp · other | Universal CPU profiler for multiple languages and runtimes | 407 stars · 11 forks | No one-command install · Source | |
| 187 | 93.4384 | tacticlaunch-linearmcp · other | Bridges Linear project management system with natural language interaction, enabling issue tracking, project workflows, and team management without… | 146 stars · 35 forks | No one-command install · Source | |
| 188 | 93.4324 | jetbrains-ide-pluginmcp · other | Integrates Large Language Models with JetBrains IDEs, enabling custom AI-powered tools for code generation, refactoring, and development tasks. | 134 stars · 42 forks | No one-command install · Source | |
| 189 | 93.3796 | shaikhspeare-wanderlogmcp · other | Build and manage Wanderlog trip itineraries with 14 tools for places, hotels, notes, and expenses. | 113 stars · 47 forks | No one-command install · Source | |
| 190 | 93.3473 | ergut-bigquerymcp · other | Securely query and analyze Google BigQuery datasets via natural language. | 147 stars · 32 forks | No one-command install · Source | |
| 191 | 93.2694 | minimax-multimodalmcp · other | Official JavaScript implementation that integrates with MiniMax's multimodal capabilities for image generation, video creation, text-to-speech, and… | 128 stars · 41 forks | No one-command install · Source | |
| 192 | 93.1770 | homeclawmcp · other | Enables AI assistants to control Apple HomeKit smart home accessories, scenes, and automations via MCP tools. | 164 stars · 23 forks | No one-command install · Source | |
| 193 | 93.1742 | dvcrn-siri-shortcutsmcp · other | Integrates with macOS Shortcuts to dynamically expose and execute user-defined automation workflows through generated tools. | 192 stars · 18 forks | No one-command install · Source | |
| 194 | 93.1686 | gh-dmontgomery40-bambu-printermcp · other | Control Bambu Lab 3D printers with STL manipulation, BambuStudio slicing, and direct printer control via MQTT and FTPS. | 151 stars · 27 forks | No one-command install · Source | |
| 195 | 93.0917 | mrgoonie-vnstockmcp · other | Vietnamese stock market data with 21 tools via the vnstock library. | 102 stars · 45 forks | No one-command install · Source | |
| 196 | 93.0721 | vnshmcp · other | Ephemeral encrypted file sharing for AI with AES-256 encryption and 24-hour auto-deletion. | 156 stars · 24 forks | No one-command install · Source | |
| 197 | 93.0683 | suthio-redashmcp · other | Integrates with Redash data visualization platform to enable natural language querying, dashboard creation, and data source management for analyzing… | 100 stars · 45 forks | No one-command install · Source | |
| 198 | 93.0524 | agiflow-scaffold-generatormcp · other | Generates code scaffolding for modern web applications using template-based boilerplate creation and feature addition with variable substitution… | 161 stars · 22 forks | No one-command install · Source | |
| 199 | 93.0428 | gojiplus-r-econometricsmcp · other | Enables advanced econometric analysis by providing R-based statistical modeling capabilities for researchers and data scientists, supporting complex… | 213 stars · 15 forks | No one-command install · Source | |
| 200 | 93.0318 | fancyboi999-xianyumcp · other | Automate Xianyu secondhand marketplace workflows including listing items, messaging, and order management. | 143 stars · 27 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.