Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 201 | 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 | |
| 202 | 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 | |
| 203 | 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 | |
| 204 | 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 | |
| 205 | 93.4647 | indragiek-uniprofmcp · other | Universal CPU profiler for multiple languages and runtimes | 407 stars · 11 forks | No one-command install · Source | |
| 206 | 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 | |
| 207 | 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 | |
| 208 | 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 | |
| 209 | 93.3473 | ergut-bigquerymcp · other | Securely query and analyze Google BigQuery datasets via natural language. | 147 stars · 32 forks | No one-command install · Source | |
| 210 | 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 | |
| 211 | 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 | |
| 212 | 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 | |
| 213 | 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 | |
| 214 | 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 | |
| 215 | 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 | |
| 216 | 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 | |
| 217 | 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 | |
| 218 | 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 | |
| 219 | 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 | |
| 220 | 92.9373 | anandb71-arbormcp · other | Graph-native code intelligence that builds complete dependency graphs for impact analysis and code understanding. | 156 stars · 22 forks | No one-command install · Source | |
| 221 | 92.9344 | nirholas-pump-fun-sdkmcp · other | Solana token operations on Pump.fun including creation, buying, selling, and migration. | 119 stars · 37 forks | No one-command install · Source | |
| 222 | 92.9144 | supercurses-powerpointmcp · other | Create PowerPoint presentations leveraging TogetherAI image generation | 144 stars · 25 forks | No one-command install · Source | |
| 223 | 92.8781 | johannespettersson80-codesysmcp · other | Integrates with CODESYS V3 automation programming environments through Python scripting to enable project management, POU creation and editing, code… | 121 stars · 34 forks | No one-command install · Source | |
| 224 | 92.8132 | octagon-investment-researchmcp · other | Provides specialized investment research tools for analyzing SEC filings, earnings calls, financial data, stock market information, private company… | 147 stars · 23 forks | No one-command install · Source | |
| 225 | 92.8109 | opendatamcp-opendatamcpmcp · other | Connect to open data from millions of open government, NGO, and company datasets. | 154 stars · 21 forks | No one-command install · Source | |
| 226 | 92.8038 | atlassian-data-center-mcpmcp · other | Provides MCP integration for Atlassian Data Center products including Jira, Confluence, and Bitbucket. | 100 stars · 42 forks | No one-command install · Source | |
| 227 | 92.7690 | dart-project-managementmcp · other | Integrates with Dart's project management platform, enabling direct task and document management through a set of tools for creating, retrieving… | 128 stars · 28 forks | No one-command install · Source | |
| 228 | 92.7207 | jordyzomer-codeqlmcp · other | Bridges to the CodeQL static analysis engine for identifying security vulnerabilities and quality issues in codebases through structured query… | 149 stars · 21 forks | No one-command install · Source | |
| 229 | 92.7116 | pnp-sharepoint-listsmcp · other | Enables AI to interact with SharePoint lists through the CLI for Microsoft 365, allowing natural language management of content without requiring… | 129 stars · 27 forks | No one-command install · Source | |
| 230 | 92.7089 | toleno-networkmcp · other | Manage Toleno mining accounts with natural language commands. | 202 stars · 14 forks | No one-command install · Source | |
| 231 | 92.6711 | itsuzef-reapermcp · other | Bridges REAPER digital audio workstation with external tools, enabling comprehensive control for music production tasks including project management… | 127 stars · 27 forks | No one-command install · Source | |
| 232 | 92.6641 | horw-esp-idfmcp · other | Streamlines ESP-IDF project building with automatic environment setup and error handling for ESP32 microcontroller development. | 156 stars · 19 forks | No one-command install · Source | |
| 233 | 92.6193 | termix-bsc-blockchainmcp · other | Provides a robust blockchain interaction layer for Binance Smart Chain, enabling secure wallet management, token transfers, and smart contract… | 105 stars · 40 forks | No one-command install · Source | |
| 234 | 92.5840 | mingpanmcp · other | Provides traditional Chinese astrology (Bazi, Ziwei) and divination (Liuyao, Meihua, Qimen, etc.) calculations as MCP tools for AI assistants. | 106 stars · 39 forks | No one-command install · Source | |
| 235 | 92.5545 | evalstate-miromcp · other | Create and manage content on Miro whiteboards. | 112 stars · 32 forks | No one-command install · Source | |
| 236 | 92.5486 | liqiongyu-xueqiumcp · other | Integrates with Xueqiu (雪球) financial platform to provide real-time Chinese stock market data, company financials, and investor sentiment analysis for… | 115 stars · 30 forks | No one-command install · Source | |
| 237 | 92.5301 | alan-thegentleman-gentleman-bookmcp · other | Conversational access to technical content on software architecture and clean code principles | 135 stars · 22 forks | No one-command install · Source | |
| 238 | 92.5051 | gh-mapleleavessssssss-wq-vivado-edamcp · other | Controls Xilinx Vivado for FPGA development with synthesis, implementation, bitstream generation, and automated diagnostic tools. | 113 stars · 30 forks | No one-command install · Source | |
| 239 | 92.4901 | cml-mcpmcp · other | Enables AI assistants to interact with Cisco Modeling Labs (CML) using natural language, allowing creation, management, and automation of network… | 71 stars · 43 forks | No one-command install · Source | |
| 240 | 92.4647 | dhakalnirajan-blendermcp · other | Integrates Blender with local AI models via Ollama, enabling natural language control of 3D modeling tasks including object creation, modification… | 112 stars · 30 forks | No one-command install · Source | |
| 241 | 92.4614 | dmontgomery40-canvas-lmsmcp · other | Manage courses and assignments in Canvas learning system. | 103 stars · 38 forks | No one-command install · Source | |
| 242 | 92.4101 | opentakeoff-mcpmcp · other | Drive the OpenTakeoff construction takeoff engine from any MCP client: open plan PDFs, set and verify drawing scale, one-click room areas, measure… | 104 stars · 36 forks | armory install opentakeoff-mcp --cli claude | |
| 243 | 92.3998 | dottedsign-mcpmcp · other | Enables AI assistants to manage eSignature workflows, including creating signing tasks, tracking document status, and managing templates via natural… | 142 stars · 19 forks | No one-command install · Source | |
| 244 | 92.3727 | runreal-unreal-enginemcp · other | Integrates with Unreal Engine to assist with game development workflows. | 115 stars · 27 forks | No one-command install · Source | |
| 245 | 92.3642 | organicmoron-super-productivitymcp · other | Bridges Super Productivity task management with natural language commands, automatically converting conversational scheduling syntax like 'tomorrow'… | 119 stars · 25 forks | No one-command install · Source | |
| 246 | 92.3477 | royshil-obsmcp · other | Enables control of OBS Studio through WebSocket protocol, allowing scene management, source control, streaming operations, and transitions for… | 122 stars · 24 forks | No one-command install · Source | |
| 247 | 92.3235 | ethanhenrickson-mathmcp · other | Provides basic mathematical and statistical functions for accurate numerical computations within AI-assisted applications. | 174 stars · 14 forks | No one-command install · Source | |
| 248 | 92.2968 | yzfly-python-interpretermcp · other | Provides a secure Python execution environment with isolated working directories, enabling code execution, file operations, and package management for… | 102 stars · 34 forks | No one-command install · Source | |
| 249 | 92.2597 | sky-pc-mcp-companionmcp · other | 本地MCP工具，通过截图、OCR、键盘和聊天输入与PC游戏《光遇》交互，支持AI客户端陪聊和实验。 | 148 stars · 17 forks | No one-command install · Source | |
| 250 | 92.2398 | bschoepke-ableton-livemcp · other | AI-driven control of Ableton Live DAW via natural language commands and direct Python execution. | 214 stars · 11 forks | No one-command install · Source | |
| 251 | 92.2264 | skyworkai-mureka-music-generationmcp · other | Provides a bridge to Mureka.ai's music generation capabilities, enabling on-demand creation of lyrics, complete songs, and instrumental tracks without… | 112 stars · 26 forks | No one-command install · Source | |
| 252 | 92.2130 | sammcj-package-versionmcp · other | Get package version data from npm and PyPI registries to assist with dependency management. | 122 stars · 22 forks | No one-command install · Source | |
| 253 | 92.1926 | vortiago-azure-devopsmcp · other | Integrates with Azure DevOps services to enable natural language interactions for querying work items, retrieving project information, and managing… | 79 stars · 39 forks | No one-command install · Source | |
| 254 | 92.1856 | my-mcpmcp · other | TO DO microsoft | 99 stars · 35 forks | No one-command install · Source | |
| 255 | 92.0572 | behivemcp · other | Open-source research engine that extracts structured knowledge from any topic via MCP, enabling AI assistants to get verified, scored claims and… | 143 stars · 16 forks | No one-command install · Source | |
| 256 | 92.0474 | licinexus-pncpmcp · other | Brazilian public procurement MCP providing access to PNCP tenders, contracts, and CNPJ company data. | 76 stars · 38 forks | No one-command install · Source | |
| 257 | 92.0361 | chanmeng666-google-newsmcp · other | Integrates with Google News via SerpAPI to enable querying and retrieving current news articles, headlines, and related information for applications… | 126 stars · 19 forks | No one-command install · Source | |
| 258 | 91.9385 | christianhinge-dicommcp · other | Enables interaction with medical imaging systems through DICOM networking protocols for querying patient information, studies, series, and instances… | 99 stars · 29 forks | No one-command install · Source | |
| 258 | 91.9385 | gongrzhe-travel-plannermcp · other | Integrates with Google Maps to enable AI-driven travel planning, itinerary optimization, and location-based services for automated trip management. | 99 stars · 29 forks | No one-command install · Source | |
| 260 | 91.9276 | hummingbotmcp · other | Automated multi-exchange cryptocurrency trading framework | 59 stars · 40 forks | No one-command install · Source | |
| 261 | 91.9186 | cyberchitta-scrapling-fetchmcp · other | Enables AI to access text content from websites protected by bot detection mechanisms through three protection levels (basic, stealth, max-stealth)… | 113 stars · 21 forks | No one-command install · Source | |
| 262 | 91.8803 | fnewscrawlermcp · other | 已废弃的财经信息MCP服务，提供实时财经资讯，建议转向新项目OmniData。 | 110 stars · 22 forks | No one-command install · Source | |
| 263 | 91.8628 | isaacwasserman-vega-lite-data-visualizationmcp · other | Create data visualizations using Vega-Lite syntax by saving data tables and generating charts. | 100 stars · 27 forks | No one-command install · Source | |
| 264 | 91.8384 | effytech-freshservicemcp · other | Enable AI assistants to manage IT service tickets and operations by integrating directly with Freshservice. Automate ticket creation, updates, and… | 36 stars · 47 forks | No one-command install · Source | |
| 265 | 91.7906 | gh-crisnahine-rails-ai-contextmcp · other | Auto-expose Rails app structure to AI assistants via MCP with zero-config introspection. | 156 stars · 13 forks | No one-command install · Source | |
| 265 | 91.7906 | egoist-fetchmcp · other | Fetches web content and YouTube video transcripts, converting HTML to Markdown and extracting timestamps for reference in conversations. | 156 stars · 13 forks | No one-command install · Source | |
| 267 | 91.7561 | mrjoshuak-godoc-mcpmcp · other | Access Go package documentation and project structures. | 124 stars · 17 forks | No one-command install · Source | |
| 268 | 91.7529 | 1c-metacode-mcpmcp · other | MCP сервер с встроенным AI агентом для поиска по графу метаданных и кода конфигураций 1С | 93 stars · 31 forks | No one-command install · Source | |
| 269 | 91.7357 | gh-yusong652-itasca-pfcmcp · other | Browse documentation, run simulations, and capture plots in ITASCA PFC discrete element software. | 164 stars · 12 forks | No one-command install · Source | |
| 270 | 91.6706 | sudowealth-schwabmcp · other | Access Charles Schwab accounts, trading data, and real-time market information. | 72 stars · 36 forks | No one-command install · Source | |
| 271 | 91.5638 | deepl-translatormcp · other | Integrates with DeepL to provide high-quality text translation and rephrasing between numerous languages with formality controls for supported… | 112 stars · 18 forks | No one-command install · Source | |
| 272 | 91.5154 | strangelove-ventures-web3-blockchain-interfacemcp · other | Unifies interactions with multiple blockchains like Solana and Ethereum, enabling cross-chain operations such as balance checks and token transfers. | 95 stars · 25 forks | No one-command install · Source | |
| 273 | 91.5119 | mcptube-visionmcp · other | Transforms YouTube videos into a persistent, structured knowledge base using transcripts and visual frame analysis, enabling knowledge compounding and… | 154 stars · 12 forks | No one-command install · Source | |
| 274 | 91.4903 | elleryfamilia-terminalmcp · other | Provides direct access to a headless terminal emulator with tools for typing text, sending special keys, reading output, and capturing terminal state… | 132 stars · 14 forks | No one-command install · Source | |
| 275 | 91.4623 | gh-clemensv-avrotizemcp · other | Schema conversion and schema-driven code generation across formats. | 131 stars · 14 forks | No one-command install · Source | |
| 276 | 91.3396 | kentaroajisaka-japanese-tax-lawmcp · other | Retrieves Japanese tax laws, administrative circulars, and tribunal rulings from e-Gov and National Tax Agency sources to prevent hallucination. | 94 stars · 23 forks | No one-command install · Source | |
| 277 | 91.3211 | chinawsb-delphi-compilermcp · other | Compiles Delphi projects and Pascal files using locally installed compilers with multi-version support and build history tracking. | 101 stars · 19 forks | No one-command install · Source | |
| 278 | 91.2950 | tadasant-stability-aimcp · other | Integrates Stability AI's image generation and manipulation capabilities for editing, upscaling, and more via Stable Diffusion models. | 84 stars · 29 forks | No one-command install · Source | |
| 279 | 91.2947 | gongrzhe-jsonmcp · other | Provides a JSON manipulation interface using JSONPath syntax for querying, transforming, and analyzing structured data across diverse datasets. | 90 stars · 25 forks | No one-command install · Source | |
| 280 | 91.2820 | mikeyny-image-generation-replicate-flux-schnellmcp · other | Enables text-to-image generation using Replicate's flux-schnell model, offering configurable parameters for on-demand image creation in various… | 123 stars · 14 forks | No one-command install · Source | |
| 281 | 91.2627 | epistates-turbomcpmcp · other | TurboMCP SDK: Enterprise MCP SDK in Rust | 96 stars · 21 forks | No one-command install · Source | |
| 282 | 91.2591 | orellazri-codamcp · other | Provides a bridge between AI and Coda documents, enabling listing, creating, reading, updating, and duplicating pages for collaborative document… | 64 stars · 34 forks | No one-command install · Source | |
| 283 | 91.2528 | benzsevern-goldenmatchmcp · other | Entity resolution toolkit for deduplication, record matching, golden records, and PPRL. | 130 stars · 13 forks | No one-command install · Source | |
| 284 | 91.2311 | ying-dao-rpamcp · other | Bridges AI with Yingdao RPA platform to automate business processes through local and cloud-based robotic process automation applications. | 102 stars · 18 forks | No one-command install · Source | |
| 285 | 91.2162 | stabgan-openrouter-multimodalmcp · other | Provides seamless access to OpenRouter's diverse AI models, enabling multimodal interactions across vision and language models with intelligent model… | 85 stars · 27 forks | No one-command install · Source | |
| 286 | 91.2063 | sonirico-shellmcp · other | Provides a secure interface for executing controlled shell commands with comprehensive security features including allowlists, pattern-based blocking… | 101 stars · 18 forks | No one-command install · Source | |
| 287 | 91.1944 | adancurusul-serial-portmcp · other | Enables serial port communication with embedded devices and hardware through configurable connection parameters, multiple data encodings, and session… | 89 stars · 24 forks | No one-command install · Source | |
| 288 | 91.1653 | rgarcia-ynabmcp · other | Read-only access to YNAB budgets, accounts, categories, payees, and transactions. | 92 stars · 22 forks | No one-command install · Source | |
| 289 | 91.1620 | stass-lldbmcp · other | Enable disassembly, debugging and analysis of native apps via LLDB on macOS and Linux. | 112 stars · 15 forks | No one-command install · Source | |
| 290 | 91.1421 | dschuler36-reaper-project-analyzermcp · other | Integrates with Reaper digital audio workstation to extract structured data from project files, enabling analysis and interaction with audio… | 118 stars · 14 forks | No one-command install · Source | |
| 291 | 91.1050 | excel-data-managermcp · other | Enables Excel file operations and data analysis with tools for statistical analysis, data filtering, pivot table creation, and visualization through… | 94 stars · 20 forks | No one-command install · Source | |
| 292 | 91.0864 | optunamcp · other | Provides automated hyperparameter optimization and analysis using Optuna framework with support for multiple samplers, multi-objective optimization… | 85 stars · 25 forks | No one-command install · Source | |
| 293 | 91.0429 | armmcp · other | Code migration, optimization, and architecture guidance for Arm development | 93 stars · 20 forks | No one-command install · Source | |
| 294 | 91.0350 | dreamending-siemens-nxmcp · other | Controls Siemens NX CAD software through 47 tools covering 3D modeling, sketching, assembly, drawing creation, and measurement operations. | 95 stars · 19 forks | No one-command install · Source | |
| 295 | 90.9977 | multicad-mcpmcp · other | Controls CAD applications (AutoCAD, ZWCAD, etc.) via AI assistants through the Model Context Protocol, enabling drawing, layer management, and… | 94 stars · 19 forks | No one-command install · Source | |
| 296 | 90.9289 | ignacioh-copilot-moneymcp · other | Query and manage Copilot Money personal finance data including accounts, transactions, and budgets. | 77 stars · 30 forks | No one-command install · Source | |
| 297 | 90.9279 | ghchen99-musescoremcp · other | Provides control of MuseScore music notation software through WebSocket communication, enabling composition, editing, and analysis of musical scores… | 82 stars · 25 forks | No one-command install · Source | |
| 298 | 90.8701 | gongrzhe-terminal-controllermcp · other | Enables secure terminal command execution, directory navigation, and file system operations across Windows and UNIX-based systems, with built-in… | 97 stars · 17 forks | No one-command install · Source | |
| 299 | 90.8609 | xiaolaa2-ableton-copilotmcp · other | AI assistant for Ableton Live music production. | 91 stars · 19 forks | No one-command install · Source | |
| 300 | 90.8594 | jqlts1-omnifocus-enhancedmcp · other | Integrates with OmniFocus on macOS using AppleScript to provide complete task and project management capabilities including CRUD operations… | 60 stars · 32 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.