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 | 92.937 | 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 | |
| 202 | 92.934 | 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 | |
| 203 | 92.914 | supercurses-powerpointmcp · other | Create PowerPoint presentations leveraging TogetherAI image generation | 144 stars · 25 forks | No one-command install · Source | |
| 204 | 92.878 | 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 | |
| 205 | 92.813 | 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 | |
| 206 | 92.810 | 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 | |
| 207 | 92.803 | 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 | |
| 208 | 92.769 | 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 | |
| 209 | 92.720 | 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 | |
| 210 | 92.711 | 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 | |
| 211 | 92.708 | toleno-networkmcp · other | Manage Toleno mining accounts with natural language commands. | 202 stars · 14 forks | No one-command install · Source | |
| 212 | 92.671 | 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 | |
| 213 | 92.664 | 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 | |
| 214 | 92.619 | 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 | |
| 215 | 92.584 | 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 | |
| 216 | 92.554 | evalstate-miromcp · other | Create and manage content on Miro whiteboards. | 112 stars · 32 forks | No one-command install · Source | |
| 217 | 92.548 | 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 | |
| 218 | 92.530 | 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 | |
| 219 | 92.505 | 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 | |
| 220 | 92.490 | 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 | |
| 221 | 92.464 | 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 | |
| 222 | 92.461 | dmontgomery40-canvas-lmsmcp · other | Manage courses and assignments in Canvas learning system. | 103 stars · 38 forks | No one-command install · Source | |
| 223 | 92.410 | 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 | |
| 224 | 92.399 | 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 | |
| 225 | 92.372 | runreal-unreal-enginemcp · other | Integrates with Unreal Engine to assist with game development workflows. | 115 stars · 27 forks | No one-command install · Source | |
| 226 | 92.364 | 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 | |
| 227 | 92.347 | 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 | |
| 228 | 92.323 | 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 | |
| 229 | 92.296 | 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 | |
| 230 | 92.259 | 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 | |
| 231 | 92.239 | 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 | |
| 232 | 92.226 | 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 | |
| 233 | 92.213 | 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 | |
| 234 | 92.192 | 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 | |
| 235 | 92.185 | my-mcpmcp · other | TO DO microsoft | 99 stars · 35 forks | No one-command install · Source | |
| 236 | 92.057 | 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 | |
| 237 | 92.047 | 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 | |
| 238 | 92.036 | 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 | |
| 239 | 91.938 | 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 | |
| 239 | 91.938 | 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 | |
| 241 | 91.927 | hummingbotmcp · other | Automated multi-exchange cryptocurrency trading framework | 59 stars · 40 forks | No one-command install · Source | |
| 242 | 91.918 | 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 | |
| 243 | 91.880 | 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 | |
| 244 | 91.862 | 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 | |
| 245 | 91.838 | 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 | |
| 246 | 91.790 | 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 | |
| 246 | 91.790 | 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 | |
| 248 | 91.756 | mrjoshuak-godoc-mcpmcp · other | Access Go package documentation and project structures. | 124 stars · 17 forks | No one-command install · Source | |
| 249 | 91.752 | 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 | |
| 250 | 91.735 | 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 | |
| 251 | 91.670 | sudowealth-schwabmcp · other | Access Charles Schwab accounts, trading data, and real-time market information. | 72 stars · 36 forks | No one-command install · Source | |
| 252 | 91.563 | 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 | |
| 253 | 91.515 | 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 | |
| 254 | 91.511 | 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 | |
| 255 | 91.490 | 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 | |
| 256 | 91.462 | gh-clemensv-avrotizemcp · other | Schema conversion and schema-driven code generation across formats. | 131 stars · 14 forks | No one-command install · Source | |
| 257 | 91.339 | 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 | |
| 258 | 91.321 | 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 | |
| 259 | 91.295 | 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 | |
| 260 | 91.294 | 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 | |
| 261 | 91.282 | 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 | |
| 262 | 91.262 | epistates-turbomcpmcp · other | TurboMCP SDK: Enterprise MCP SDK in Rust | 96 stars · 21 forks | No one-command install · Source | |
| 263 | 91.259 | 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 | |
| 264 | 91.252 | benzsevern-goldenmatchmcp · other | Entity resolution toolkit for deduplication, record matching, golden records, and PPRL. | 130 stars · 13 forks | No one-command install · Source | |
| 265 | 91.231 | 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 | |
| 266 | 91.216 | 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 | |
| 267 | 91.206 | 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 | |
| 268 | 91.194 | 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 | |
| 269 | 91.165 | rgarcia-ynabmcp · other | Read-only access to YNAB budgets, accounts, categories, payees, and transactions. | 92 stars · 22 forks | No one-command install · Source | |
| 270 | 91.162 | 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 | |
| 271 | 91.142 | 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 | |
| 272 | 91.105 | 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 | |
| 273 | 91.086 | 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 | |
| 274 | 91.042 | armmcp · other | Code migration, optimization, and architecture guidance for Arm development | 93 stars · 20 forks | No one-command install · Source | |
| 275 | 91.035 | 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 | |
| 276 | 90.997 | 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 | |
| 277 | 90.928 | 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 | |
| 278 | 90.927 | 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 | |
| 279 | 90.870 | 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 | |
| 280 | 90.860 | xiaolaa2-ableton-copilotmcp · other | AI assistant for Ableton Live music production. | 91 stars · 19 forks | No one-command install · Source | |
| 281 | 90.859 | 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 | |
| 282 | 90.812 | rishijatia-fantasy-premier-leaguemcp · other | Integrates with Fantasy Premier League data to provide player statistics, team information, and analytical tools for making informed fantasy football… | 80 stars · 25 forks | No one-command install · Source | |
| 283 | 90.810 | jztan-redminemcp · other | Integrates with Redmine project management systems for issue tracking, project coordination, and file management | 75 stars · 30 forks | No one-command install · Source | |
| 284 | 90.801 | deepfates-replicatemcp · other | Bridges Replicate's AI model hosting platform, enabling seamless interaction with diverse machine learning models for tasks like image generation and… | 95 stars · 17 forks | No one-command install · Source | |
| 285 | 90.737 | griches-apple-appsmcp · other | Integrates with macOS native Apple applications including Notes, Messages, Contacts, Mail, Reminders, Calendar, and Maps through AppleScript… | 118 stars · 12 forks | No one-command install · Source | |
| 286 | 90.532 | stefans71-wordpressmcp · other | Integrates WordPress with AI systems to enable automated content creation, site management, and data analysis for WordPress-based websites. | 80 stars · 21 forks | No one-command install · Source | |
| 287 | 90.514 | zig-docs-mcpmcp · other | Provides up-to-date Zig standard library and builtin function documentation via MCP tools, using local Zig installation or remote ziglang.org sources. | 170 stars · 8 forks | No one-command install · Source | |
| 288 | 90.425 | ricky-hacker-newsmcp · other | Integrates with Hacker News to fetch stories, comments, and user data, enabling tech news aggregation, trend analysis, and community engagement… | 76 stars · 23 forks | No one-command install · Source | |
| 289 | 90.422 | niklauslee-frame0-diagrammingmcp · other | Provides a bridge to the Frame0 diagramming application for creating and manipulating visual elements like shapes, text, and connectors with… | 89 stars · 16 forks | No one-command install · Source | |
| 290 | 90.417 | transloaditmcp · other | Cloud media processing with 86+ robots for video, audio, images, and documents. | 73 stars · 26 forks | No one-command install · Source | |
| 291 | 90.391 | pantheon-security-notebooklm-securemcp · other | Security-hardened fork with post-quantum encryption, secrets scanning, and enterprise-grade protections | 81 stars · 19 forks | No one-command install · Source | |
| 292 | 90.372 | julia-mcpmcp · other | Enables AI assistants to execute Julia code efficiently with persistent sessions, avoiding startup costs and maintaining state across calls. | 85 stars · 17 forks | No one-command install · Source | |
| 293 | 90.335 | hhopke-intervals-icumcp · other | Access Intervals.icu training, wellness, and performance data from AI assistants. | 61 stars · 29 forks | No one-command install · Source | |
| 294 | 90.325 | adspirermcp · other | Campaign planning, research, and cross-platform ad creation | 87 stars · 16 forks | No one-command install · Source | |
| 294 | 90.325 | korigamik-markitdownmcp · other | Converts diverse file formats to Markdown using MarkItDown utility, enabling unified text-based workflows for content migration, documentation, and… | 87 stars · 16 forks | No one-command install · Source | |
| 296 | 90.282 | bschauer-strapimcp · other | Integrates Strapi CMS content into workflows, enabling manipulation of data for content management and querying in Strapi-powered applications. | 75 stars · 22 forks | No one-command install · Source | |
| 297 | 90.276 | kokoro-ttsmcp · other | Converts text to speech using the Kokoro TTS engine with configurable voices, speeds, and languages, supporting both local storage and S3 cloud… | 81 stars · 18 forks | No one-command install · Source | |
| 298 | 90.234 | ilikepizza2-ground-ng-qamcp · other | Automates web testing by putting the client in a feedback loop. Test recording, execution, and discovery with robust element identification and… | 67 stars · 28 forks | No one-command install · Source | |
| 299 | 90.233 | openmf-mcp-mifosxmcp · other | A core banking integration for managing clients, loans, savings, shares, financial transactions and generating financial reports. | 25 stars · 38 forks | No one-command install · Source | |
| 300 | 90.204 | kukapay-cryptopanicmcp · other | Integrates with CryptoPanic to provide real-time cryptocurrency news, analysis, and video content with configurable pagination for financial analysis… | 74 stars · 22 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.