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Leaderboard

Scored on public signals; components with none are listed as Unranked · Formula

RankScoreComponentDescriptionEvidenceLast commitInstall
10196.7197token-optimizermcp · otherIntelligent token optimization achieving 95%+ reduction through caching and compression536 stars · 65 forksNo one-command install · Source
10296.6958hvkshetry-autocad-lt-autolispmcp · otherEnables natural language control of AutoCAD LT through AutoLISP code generation and execution for creating engineering drawings, process equipment…476 stars · 75 forksNo one-command install · Source
10396.6562zhongweili-nanobananamcp · otherAI-powered image generation and editing using Google's Gemini models393 stars · 117 forksNo one-command install · Source
10496.6408tevonsb-homeassistant-mcpmcp · otherConnect to the Home Assistant platform, enabling smart home control.575 stars · 54 forksNo one-command install · Source
10596.6165rhnvrm-zerodha-kitemcp · otherIntegrates with Zerodha Kite trading platform to enable algorithmic trading and portfolio management for Indian stock markets.308 stars · 130 forksNo one-command install · Source
10696.6016cyanheads-atlasmcp · otherATLAS enables AI assistants to manage complex projects by breaking them down into hierarchical tasks with rich content support.477 stars · 65 forksNo one-command install · Source
10796.5344todoistmcp · otherOfficial task management integration for organizing work and life539 stars · 52 forksNo one-command install · Source
10896.5111mcpdotdirect-evm-blockchainmcp · otherIntegrates with EVM-compatible blockchains to enable querying data, transferring tokens, reading smart contracts, and resolving ENS names across…379 stars · 103 forksNo one-command install · Source
10996.47228beeeaaat-touchdesignermcp · otherProvides a bridge between TouchDesigner visual programming environment and natural language commands, enabling real-time control of nodes, properties…512 stars · 51 forksNo one-command install · Source
11096.4257koreal6803-finlab-aimcp · otherQuantitative trading toolkit with extensive data access, backtesting, and strategy development tools.413 stars · 67 forksNo one-command install · Source
11196.4136storybloqmcp · otherEnables AI coding assistants to persist and manage project context across sessions, including tickets, roadmap, handovers, and lessons learned, via a…699 stars · 35 forksNo one-command install · Source
11296.3897sec-edgarmcp · otherProvides access to SEC EDGAR financial data through tools for retrieving company submissions, financial concepts, standardized facts, and XBRL frames…355 stars · 95 forksNo one-command install · Source
11396.3155aahl-aktoolsmcp · otherIntegrates with Chinese financial markets through akshare library to provide real-time and historical stock and cryptocurrency data with caching…393 stars · 64 forksNo one-command install · Source
11496.3151dnakov-fridamcp · otherEnables dynamic instrumentation of mobile and desktop applications through Frida toolkit, providing capabilities for process management, device…428 stars · 56 forksNo one-command install · Source
11596.2968joshrutkowski-applescriptmcp · otherIntegrates AppleScript to enable natural language control of macOS applications and system functions.393 stars · 63 forksNo one-command install · Source
11696.2880daniel-steigman-software-planning-toolmcp · otherGuides developers through a structured, question-based approach to break down software goals into actionable implementation plans with detailed task…396 stars · 61 forksNo one-command install · Source
11796.2435adhikasp-redditmcp · otherIntegrates with Reddit to fetch and analyze posts, comments, and trends across subreddits for content curation and social media insights.423 stars · 53 forksNo one-command install · Source
11896.1713sysprog21-zhtw-lintingmcp · otherEnforces Taiwan Ministry of Education standards for Traditional Chinese text, catching Mainland Chinese regional drift in vocabulary, punctuation, and…467 stars · 42 forksNo one-command install · Source
11996.1626ebook-mcpmcp · otherEnables natural language interaction with e-books, extracting metadata, table of contents, and chapter content from EPUB and PDF files.394 stars · 53 forksNo one-command install · Source
12096.1570isaacphi-gdrivemcp · otherIntegrates Google Drive and Sheets functionality for file operations and spreadsheet data manipulation.283 stars · 105 forksNo one-command install · Source
12196.1037mordavid-bloodhoundmcp · otherIntegrates with BloodHound security tool to analyze Active Directory and Azure environments for attack paths, privilege escalation opportunities, and…375 stars · 56 forksNo one-command install · Source
12296.0408ai-dashboad-flutter-skillmcp · otherAI E2E testing bridge for apps across 8 platforms with 40+ tools.363 stars · 54 forksNo one-command install · Source
12395.9841open-accountantsmcp · otherAI tax computation skills for financial transaction classification and tax documentation across 134 countries.358 stars · 51 forksNo one-command install · Source
12495.9515joshuarileydev-app-store-connectmcp · otherManage iOS app distribution and testing workflows.331 stars · 58 forksNo one-command install · Source
12595.9196maamcpmcp · 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 forksNo one-command install · Source
12695.9009jlcases-paelladocmcp · otherGenerates structured documentation for software projects through code analysis, template management, and specialized commands for consistent…337 stars · 54 forksNo one-command install · Source
12795.8600ankimcp-ankimcp · otherComprehensive Anki flashcard integration with card review, note management, deck operations, and media handling461 stars · 33 forksNo one-command install · Source
12895.8479gh-alisaitteke-photoshopmcp · otherAutomate Adobe Photoshop operations including layer management, filters, and image manipulation.375 stars · 42 forksNo one-command install · Source
12995.8287sunriseapps-imagesorcerymcp · otherProvides powerful image manipulation capabilities including resizing, cropping, object detection, OCR text extraction, and finding objects based on…329 stars · 51 forksNo one-command install · Source
13095.8193cheffromspace-windows-remote-controlmcp · otherEnables remote automation of Windows systems for controlling mouse, keyboard, and screen capture via nut.js.330 stars · 50 forksNo one-command install · Source
13195.8022barckley75-davinci-resolvemcp · otherControl DaVinci Resolve Studio via natural language with 48 tools covering timelines, color grading, AI features, and rendering.346 stars · 45 forksNo one-command install · Source
13295.7775renderdoc-jiabolimcp · otherGPU frame capture analysis and graphics pipeline debugging using RenderDoc, supporting D3D11, D3D12, OpenGL, and Vulkan captures on Windows.329 stars · 48 forksNo one-command install · Source
13395.7550nkarasiak-qgismcp · otherConnects to QGIS for managing layers, editing features, running processing algorithms, rendering maps, and controlling projects through 50 specialized…273 stars · 71 forksNo one-command install · Source
13495.7465linux-adminmcp · otherPerforms read-only Linux system administration, diagnostics, and troubleshooting on RHEL-based systems via SSH.291 stars · 62 forksNo one-command install · Source
13595.7368ue-mcpmcp · otherGives 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 forksNo one-command install · Source
13595.7368nckgnd-tmuxmcp · otherInteract with and view tmux session content.300 stars · 55 forksNo one-command install · Source
13795.6974recursechat-apple-shortcuts-macosmcp · otherControl Apple Shortcuts automations on macOS.344 stars · 41 forksNo one-command install · Source
13895.6957gh-smart-mcp-proxy-mcpproxymcp · otherSmart proxy with BM25 tool discovery, quarantine security, and token savings.330 stars · 44 forksNo one-command install · Source
13995.6064kevinwatt-yt-dlpmcp · otherIntegrates with YouTube using yt-dlp to enable downloading of videos and subtitles for content analysis and processing tasks.277 stars · 58 forksNo one-command install · Source
14095.5640tsmztech-salesforcemcp · otherIntegrates with Salesforce CRM for natural language-driven data management, querying, and administration tasks.167 stars · 93 forksNo one-command install · Source
14195.5632maxanatsko-powerbi-enginemcp · otherNatural language Power BI model interaction including DAX queries, measure creation, and relationship management.255 stars · 65 forksNo one-command install · Source
14295.5263wrale-tree-sittermcp · otherProvides code analysis capabilities through tree-sitter parsing, enabling structured understanding and manipulation of source code across multiple…310 stars · 40 forksNo one-command install · Source
14395.5038mikrotik-mcpmcp · otherProvides a bridge between AI assistants and MikroTik RouterOS devices, enabling natural language management of VLANs, firewall rules, DNS settings…262 stars · 57 forksNo one-command install · Source
14495.5001dnakov-radare2mcp · otherProvides direct access to radare2's binary analysis framework for reverse engineering, malware analysis, and debugging through a simple stdin/stdout…311 stars · 39 forksNo one-command install · Source
14595.4731actual-budgetmcp · otherIntegrates with Actual Budget to provide transaction filtering, spending breakdowns by category, monthly summaries with savings rates, and account…215 stars · 80 forksNo one-command install · Source
14695.3433hypothesi-taurimcp · otherIntegrates with Tauri v2 applications during development296 stars · 38 forksNo one-command install · Source
14795.3145mfydev-ghostmcp · otherInteract with the Ghost CMS to control your blog through natural language. Manage posts, tags, users, members, and more with secure access.232 stars · 65 forksNo one-command install · Source
14895.3102open-strategy-partners-marketing-toolsmcp · otherContent and product marketing tools, including a standardized editing code system, writing guidelines, web metadata generator, and product…272 stars · 43 forksNo one-command install · Source
14995.2981r-huijts-xcodemcp · otherIntegrates with Xcode to streamline iOS development workflows, automate build processes, and facilitate code generation for efficient app creation.385 stars · 27 forksNo one-command install · Source
15095.2384bhavsec-autopentest-aimcp · otherAutomated web application penetration testing framework implementing OWASP WSTG methodology.231 stars · 60 forksNo one-command install · Source
15195.2185baranwang-trends-hubmcp · otherProvides real-time access to trending topics and content from major Chinese platforms including Weibo, Zhihu, Douyin, Bilibili, Douban, Toutiao, and…269 stars · 40 forksNo one-command install · Source
15295.1877filescopemcp · otherAnalyzes codebases to identify important files based on dependency relationships, providing structural understanding of projects with importance…302 stars · 32 forksNo one-command install · Source
15395.1720cnych-backlinks-ahrefsmcp · otherRetrieves detailed backlink data from Ahrefs including anchor text, domain rating, and URL information for SEO analysis and link building strategies.257 stars · 41 forksNo one-command install · Source
15495.1670jinzcdev-markmapmcp · otherTransforms Markdown documents into interactive mind maps with zooming, node expansion/collapse, and multi-format export capabilities for visualizing…288 stars · 35 forksNo one-command install · Source
15595.1457hustcc-echartsmcp · otherGenerates interactive charts and visualizations by accepting ECharts configuration JSON with customizable dimensions, themes, and output formats…263 stars · 39 forksNo one-command install · Source
15695.0722gh-heizaheiza-charles-proxymcp · otherIntegrates Charles Proxy with MCP clients for real-time network traffic inspection, structured analysis, and historical recording review.303 stars · 29 forksNo one-command install · Source
15795.0337erickwendel-contributionsmcp · otherProvides access to Erick Wendel's technical content contributions across platforms through specialized tools for filtering and querying talks, posts…339 stars · 26 forksNo one-command install · Source
15894.9929burthecoder-maigretmcp · otherOSINT Maigret integration to gather user info across social networks.260 stars · 35 forksNo one-command install · Source
15994.9814dmontgomery40-3d-printermcp · otherIntegrates with multiple 3D printer management systems to enable remote control, file handling, and advanced STL manipulation for automated print job…230 stars · 45 forksNo one-command install · Source
16094.9618sepinetam-statamcp · otherPerform regression anlayses with Stata.255 stars · 35 forksNo one-command install · Source
16194.9273typescript-refactoringmcp · otherProvides TypeScript/JavaScript code analysis and refactoring capabilities using ts-morph, enabling intelligent code transformations with symbol…453 stars · 19 forksNo one-command install · Source
16294.9138adhikasp-mcp-twikitmcp · otherIntegrate with X (Twitter) for social media data analysis.235 stars · 40 forksNo one-command install · Source
16394.9092zhizhuodemao-android-proxymcp · otherCaptures and analyzes Android device network traffic through mitmproxy integration for HTTP/HTTPS interception and mobile app debugging.224 stars · 44 forksNo one-command install · Source
16494.9057kazuph-taskmanagermcp · otherImplements a structured task management system resulting in step-by-step workflows requiring explicit user approval.215 stars · 47 forksNo one-command install · Source
16594.8930narumiruna-yahoo-financemcp · otherProvides real-time financial data from Yahoo Finance through specialized tools for retrieving stock information, market trends, and news for…188 stars · 66 forksNo one-command install · Source
16694.8850rlabs-inc-geminimcp · otherIntegrates Google Gemini 3 models for image generation, video creation, text-to-speech, code execution, and deep research.217 stars · 45 forksNo one-command install · Source
16794.8697mario-andreschak-abap-adtmcp · otherIntegrates with SAP ABAP systems via ADT, enabling AI models to perform ABAP development tasks like code generation and system analysis.180 stars · 66 forksNo one-command install · Source
16894.7817bazinga012-code-executormcp · otherExecutes Python code within isolated Conda environments, enabling secure and flexible code generation and execution for tasks like data analysis and…212 stars · 44 forksNo one-command install · Source
16994.7774formulahendry-code-runnermcp · otherExecutes code snippets in over 30 programming languages by creating temporary files and running them with appropriate interpreters, enabling direct…245 stars · 32 forksNo one-command install · Source
17094.7649bx33661-wiresharkmcp · otherTShark network packet analysis with capture, protocol stats, field extraction, and security analysis.272 stars · 28 forksNo one-command install · Source
17194.6577smart-treemcp · otherRust-based directory visualization and analysis tool that provides quantum compression, semantic analysis, and streaming modes with over 20…265 stars · 27 forksNo one-command install · Source
17294.6507g0t4-system-commandsmcp · otherExecute system commands and scripts on the host machine.233 stars · 33 forksNo one-command install · Source
17394.6318mahdin75-gis-operationsmcp · otherIntegrates with geospatial libraries to perform geometric transformations, coordinate system conversions, and spatial analyses using WKT geometry…190 stars · 51 forksNo one-command install · Source
17494.5823biegehydra-bifrostmcp · otherVS Code extension that exposes semantic tools like Find Usages and Rename224 stars · 33 forksNo one-command install · Source
17594.5507king-of-the-grackles-redditmcp · otherTurn Reddit into structured insights with full citations235 stars · 30 forksNo one-command install · Source
17694.5237smn2gnt-salesforcemcp · otherIntegrates with Salesforce to enable natural language interactions for executing queries, managing records, and automating CRM workflows.178 stars · 54 forksNo one-command install · Source
17794.4823fengin-image-genmcp · otherAccepts text descriptions, generates corresponding images, and offers image download and save functions.229 stars · 30 forksNo one-command install · Source
17894.4821word-mcp-livemcp · otherEnables 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 forksNo one-command install · Source
17994.4813gh-saidutt46-domain-checkmcp · otherUniversal domain availability checker with RDAP/WHOIS, batch checks, TLD presets, and name generation.309 stars · 20 forksNo one-command install · Source
18094.3546xiaojiou176-cortexpilotmcp · otherRead-only MCP for CortexPilot workflows, queue state, proof, replay, and incident summaries.207 stars · 32 forksNo one-command install · Source
18194.3092harbor-framework-terminal-bench-2-1eval · otherContributed by SentinelTerminal-Bench 2.1119 stars · 62 forks · 3 mentionsNo one-command install · Source
18294.2557buryhuang-hubspotmcp · otherIntegrates with HubSpot CRM to enable AI-driven contact and company management, lead processing, and automated data analysis.128 stars · 60 forksNo one-command install · Source
18394.2084gh-kggzs-apk-reverse-engineeringmcp · otherAndroid reverse engineering toolkit with JADX, APKTool, ADB, and Frida integration.195 stars · 32 forksNo one-command install · Source
18494.1916aaronjmars-web3-research-mcpmcp · otherDeep Research for crypto - free & fully local161 stars · 53 forksNo one-command install · Source
18594.1714taida957789-ida-promcp · otherEnables direct interaction with IDA Pro for binary analysis tasks including disassembly, decompilation, and function querying for malware analysis and…188 stars · 34 forksNo one-command install · Source
18694.1692makemcp · otherConnects AI systems to Make automation workflows, enabling assistants to trigger scenarios with parameters and receive structured JSON output from…170 stars · 42 forksNo one-command install · Source
18794.1118content-coremcp · otherExtracts content from diverse media sources including URLs, documents, videos, audio files, and images using intelligent auto-detection and multiple…170 stars · 40 forksNo one-command install · Source
18894.0750depylermcp · otherPython-to-Rust transpiler with analysis and verification tools357 stars · 15 forksNo one-command install · Source
18994.0565markdown-mindmapmcp · otherTransforms Markdown content into interactive HTML-based mind maps using markmap-cli, enabling visual organization of structured information and…236 stars · 22 forksNo one-command install · Source
19094.0223jhacksman-openscadmcp · otherTransforms natural language descriptions into parametric 3D models through a pipeline of image generation, object segmentation, 3D modeling, and…186 stars · 31 forksNo one-command install · Source
19194.0087estruyf-demo-timemcp · otherInteract with Demo Time documentation and automate presentation demos245 stars · 20 forksNo one-command install · Source
19293.9621mrphrazer-binary-ninja-headlessmcp · otherExposes Binary Ninja's disassembly, decompilation, and analysis capabilities through 181 tools for headless reverse engineering workflows.242 stars · 20 forksNo one-command install · Source
19393.9547gongrzhe-quickchartmcp · otherIntegrates with QuickChart to enable dynamic generation of charts and graphs for data visualization tasks.159 stars · 43 forksNo one-command install · Source
19493.8773rectalogic-langchainmcp · otherUse MCP tools within LangChain-powered applications.206 stars · 24 forksNo one-command install · Source
19593.7747tumf-mcp-text-editormcp · otherPerform efficient line-oriented operations on text files.199 stars · 24 forksNo one-command install · Source
19693.7623postrv-narsilmcp · otherDeep code intelligence with tree-sitter parsing, call graphs, and security vulnerability scanning182 stars · 27 forksNo one-command install · Source
19793.7499adeze-raindropmcp · otherIntegrates with Raindrop.io bookmarking service to provide direct access for managing collections, bookmarks, tags, highlights, and user data without…181 stars · 27 forksNo one-command install · Source
19893.6287rust-mcp-stack-filesystemmcp · otherProvides secure, high-performance access to local filesystem operations with strict path validation, enabling read/write file manipulation while…174 stars · 27 forksNo one-command install · Source
19993.5912wopal-chinese-social-media-trendsmcp · otherAggregates real-time trending topics from major Chinese social platforms and news sites.201 stars · 21 forksNo one-command install · Source
20093.5867ayeletstudioindia-unreal-analyzermcp · otherAnalyzes Unreal Engine codebases, enabling deep insights into class hierarchies, subsystems, and game patterns.158 stars · 32 forksNo 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.

Leaderboard · Armory