Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 401 | 87.6930 | adhikasp-youtube-transcriptmcp · other | Fetch and analyze YouTube video transcripts. | 50 stars · 19 forks | No one-command install · Source | |
| 402 | 87.6792 | jasperket-clankimcp · other | Integrates with Anki flashcards to provide card creation and deck management capabilities. | 44 stars · 21 forks | No one-command install · Source | |
| 403 | 87.6612 | origin-mcpmcp · other | Enables AI assistants to control Origin/OriginPro on Windows, including data import, worksheet editing, graphing, analysis, and figure export. | 85 stars · 7 forks | No one-command install · Source | |
| 404 | 87.6294 | codescenemcp · other | Code Health analysis and technical debt management | 62 stars · 11 forks | No one-command install · Source | |
| 405 | 87.5382 | archhub-mcpmcp · other | Enables natural language access to 11 Korean building data tools including building registers, permits, comprehensive profiles with zoning, floor… | 64 stars · 10 forks | No one-command install · Source | |
| 406 | 87.4624 | alejandroballesteros-document-operationsmcp · other | Enables document operations on Microsoft Word, Excel, and PDF files through FastMCP and Python tools for creating, editing, converting, and… | 52 stars · 15 forks | No one-command install · Source | |
| 406 | 87.4624 | dynamo-mcpmcp · other | Exposes cookiecutter templates through MCP, enabling discovery, registration, management, and project generation from templates. | 52 stars · 15 forks | No one-command install · Source | |
| 406 | 87.4624 | based-h-10-deepseek-reasonermcp · other | Integrates DeepSeek's R1 reasoning engine to enhance problem-solving, research assistance, and decision support capabilities. | 52 stars · 15 forks | No one-command install · Source | |
| 409 | 87.4617 | allenporter-home-assistantmcp · other | Interact with Home Assistant for querying and controlling smart home devices. | 68 stars · 9 forks | No one-command install · Source | |
| 410 | 87.3372 | blpapi-mcpmcp · other | Enables access to Bloomberg financial data via MCP, requiring a Bloomberg Terminal. | 59 stars · 11 forks | No one-command install · Source | |
| 411 | 87.3357 | antonytm-sitecoremcp · other | Enables AI interaction with Sitecore CMS instances | 48 stars · 18 forks | No one-command install · Source | |
| 412 | 87.2408 | uuuuzz-unreal-engine-bridgemcp · other | Native C++ Unreal Engine 5.6+ plugin exposing the Unreal Editor to AI clients over Streamable HTTP. | 58 stars · 11 forks | No one-command install · Source | |
| 412 | 87.2408 | hugoduncan-clojure-replmcp · other | Exposes Clojure REPL functionality over SSE transport, enabling remote code execution and interactive data analysis. | 58 stars · 11 forks | No one-command install · Source | |
| 414 | 87.2406 | ilyagusev-academiamcp · other | Integrates with ArXiv, ACL Anthology, Semantic Scholar, and Hugging Face datasets to enable scientific literature discovery, citation analysis, LaTeX… | 90 stars · 6 forks | No one-command install · Source | |
| 415 | 87.2010 | kazuph-fetchmcp · other | Integrates web scraping and image processing capabilities to fetch, extract, and optimize web content. | 41 stars · 20 forks | No one-command install · Source | |
| 416 | 87.1101 | linxule-music-studiomcp · other | Creative music composition tool with multi-instrument playback, style presets, visual sheet music, and ABC notation support. | 69 stars · 8 forks | No one-command install · Source | |
| 417 | 87.1056 | bggmcp · other | Access BoardGameGeek game data, user collections, and profiles | 52 stars · 13 forks | No one-command install · Source | |
| 417 | 87.1056 | atomicchonk-roadrecon-analyzermcp · other | Exposes Azure AD security data collected by ROADrecon for analyzing tenant security posture, identifying privileged users, evaluating MFA status… | 52 stars · 13 forks | No one-command install · Source | |
| 419 | 87.0862 | mcp-workspacemcp · other | Enables AI assistants to perform file system operations within a specified project directory, including reading, writing, editing, and managing files… | 48 stars · 16 forks | No one-command install · Source | |
| 420 | 86.9792 | mrexodia-user-feedbackmcp · other | Enable a human-in-the-loop workflow in tools like Cline and Cursor. | 53 stars · 12 forks | No one-command install · Source | |
| 421 | 86.9518 | esamcp · other | Manage posts, comments, categories, tags, and team members on the esa.io documentation sharing platform. | 62 stars · 9 forks | No one-command install · Source | |
| 421 | 86.9518 | byungsookang-atom-of-thoughtsmcp · other | Enables structured problem-solving by breaking down complex tasks into atomic thought units for step-by-step reasoning and solution development | 62 stars · 9 forks | No one-command install · Source | |
| 423 | 86.9339 | d-d-knowledge-navigatormcp · other | Connects AI assistants to Dungeons & Dragons 5e game information via the Model Context Protocol, enabling queries for spells, monsters, equipment, and… | 48 stars · 15 forks | No one-command install · Source | |
| 424 | 86.8974 | i-tozer-excalidrawmcp · other | Enables creation and management of Excalidraw drawings with tools for creating, updating, exporting, and storing visual content directly within… | 45 stars · 18 forks | No one-command install · Source | |
| 425 | 86.8196 | kush36agrawal-video-editormcp · other | Integrates FFmpeg for video editing operations, enabling tasks like trimming, merging, and format conversion through natural language commands. | 50 stars · 13 forks | No one-command install · Source | |
| 426 | 86.8086 | hzacode-onecitemcp · other | Generate academic citations from DOI, arXiv, titles, or URLs in BibTeX, APA, MLA formats | 65 stars · 8 forks | No one-command install · Source | |
| 426 | 86.8086 | sdiehl-universal-solvermcp · other | Integrates Z3, CVXPY, and Google OR-Tools to solve constraint satisfaction, convex optimization, and scheduling problems with support for solver… | 65 stars · 8 forks | No one-command install · Source | |
| 428 | 86.7815 | lalanikarim-comfymcp · other | Integrates with ComfyUI to enable text-to-image generation using customizable Stable Diffusion workflows. | 46 stars · 16 forks | No one-command install · Source | |
| 429 | 86.7718 | saju-insightsmcp · other | Discover personalized Four Pillars (Saju) readings, from daily to yearly fortunes and 10-year luck cycles, based on your birth data. Check… | 41 stars · 19 forks | No one-command install · Source | |
| 430 | 86.7555 | marcelroozekrans-roslyn-codelensmcp · other | Roslyn-based semantic code intelligence for .NET codebases with type hierarchy, call graph, and dependency injection analysis. | 48 stars · 14 forks | No one-command install · Source | |
| 431 | 86.7392 | kopplamcp · other | Enables managing Active Directory users, groups, and computers using natural language, with support for queries and updates. | 56 stars · 10 forks | No one-command install · Source | |
| 432 | 86.7336 | burtthecoder-dnstwistmcp · other | Integrates with dnstwist to automate DNS fuzzing for detecting typosquatting, phishing, and corporate espionage threats. | 51 stars · 12 forks | No one-command install · Source | |
| 433 | 86.6672 | zenml-io-zenmlmcp · other | Integrates with ZenML to enable querying pipeline metadata, triggering new runs, and analyzing ML workflow history through Python-based tools for… | 49 stars · 13 forks | No one-command install · Source | |
| 434 | 86.6327 | gabrielserrao-pyrestoolboxmcp · other | Provides reservoir engineering calculations through the pyResToolbox library, exposing 47 tools for oil and gas PVT properties, inflow performance… | 44 stars · 17 forks | No one-command install · Source | |
| 435 | 86.6293 | console-automationmcp · other | Enables interactive console sessions across multiple shell types (cmd, PowerShell, bash, zsh) with real-time output streaming, automatic error… | 46 stars · 15 forks | No one-command install · Source | |
| 436 | 86.6219 | eversinc33-triage-pe-file-analysismcp · other | Integrates with multiple security tools to perform static analysis of PE files, extracting critical information like import tables, metadata, strings… | 78 stars · 6 forks | No one-command install · Source | |
| 437 | 86.5879 | codex-control-plane-mcpmcp · other | Reliable Codex Desktop automation for long tasks with durable async operations, Plan Mode workflows, and retry-safe task submission. | 121 stars · 4 forks | No one-command install · Source | |
| 438 | 86.5632 | lishengyang-yiyi-yiui-unitymcp · other | AI-driven Unity Editor automation with CLI-first workflows and compilation control. | 58 stars · 9 forks | No one-command install · Source | |
| 439 | 86.5017 | casperjuel-aulamcp · other | Access Denmark's Aula school platform to retrieve student profiles, calendars, messages, assignments, and attendance data. | 44 stars · 16 forks | No one-command install · Source | |
| 440 | 86.4549 | ktol1-redteam-toolkitmcp · other | Wraps 15+ offensive security tools including gogo, fscan, httpx, nuclei, and Impacket for AI-driven penetration testing, Active Directory attacks, and… | 67 stars · 7 forks | No one-command install · Source | |
| 441 | 86.4501 | waldzellai-clear-thoughtmcp · other | Provides 38 structured reasoning operations across core thinking patterns, collaborative reasoning, and advanced patterns like tree-of-thought and… | 53 stars · 10 forks | No one-command install · Source | |
| 442 | 86.4414 | mcp2serialmcp · other | Bridges with physical hardware devices (e.g. Raspberry Pi) via serial communication, enabling real-world control and interaction for IoT and robotics… | 49 stars · 12 forks | No one-command install · Source | |
| 443 | 86.3933 | mcp-bashmcp · other | Enables execution of bash commands via MCP, allowing clients to run shell commands and set a working directory. | 33 stars · 19 forks | No one-command install · Source | |
| 444 | 86.3495 | mektigboy-hyperliquidmcp · other | Integrates with the Hyperliquid SDK to provide real-time cryptocurrency market data, including mid prices, historical candlesticks, and L2 order book… | 44 stars · 15 forks | No one-command install · Source | |
| 445 | 86.3374 | terminalman-timeservermcp · other | Provides access to current date and time information across timezones through a custom datetime:// URI scheme and local system time tool. | 42 stars · 17 forks | No one-command install · Source | |
| 446 | 86.3245 | m-siles-branch-thinkingmcp · other | Organizes and connects related ideas across multiple branches of reasoning to facilitate complex problem-solving and strategic analysis. | 43 stars · 16 forks | No one-command install · Source | |
| 447 | 86.2629 | spathodea-network-openctimcp · other | Integrates with OpenCTI to query and manipulate threat intelligence data, enabling automated analysis and enrichment of cyber threat information. | 40 stars · 18 forks | No one-command install · Source | |
| 448 | 86.2118 | datawrapper-mcpmcp · otheralso listed as palewire-datawrapper | Enables AI assistants to create, update, publish, and manage Datawrapper charts via the Model Context Protocol. | 49 stars · 11 forks | No one-command install · Source | |
| 448 | 86.2118 | zhiweixu-excelmcp · other | Enables direct interaction with Excel files for reading sheet names, extracting data, and managing workbook caching to improve performance with large… | 49 stars · 11 forks | No one-command install · Source | |
| 451 | 86.2045 | awwaiid-taskwarriormcp · other | Integrates with TaskWarrior to enable viewing, adding, and completing tasks, facilitating automated task management for productivity and project… | 51 stars · 10 forks | No one-command install · Source | |
| 452 | 86.1653 | mtehabsim-screenpilotmcp · other | enables AI to fully control and access GUI interactions by providing tools for mouse and keyboard, ideal for general automation, education, and… | 54 stars · 9 forks | No one-command install · Source | |
| 453 | 86.1524 | amgadabdelhafez-dropboxmcp · other | Integrates with Dropbox to enable file management operations like listing, uploading, downloading, and sharing files for cloud storage workflows. | 29 stars · 19 forks | No one-command install · Source | |
| 454 | 86.1216 | yoelbassin-gnuradiomcp · other | Enables direct access to GNU Radio's signal processing capabilities for creating, manipulating, and validating radio flowgraphs without leaving your… | 48 stars · 11 forks | No one-command install · Source | |
| 455 | 86.0720 | open-agreements-open-agreementsmcp · other | Fill standard legal agreement templates (NDAs, SAFEs, NVCA docs, employment, cloud terms) and produce signable DOCX files. | 53 stars · 9 forks | No one-command install · Source | |
| 456 | 86.0541 | tynan-daly-python-replmcp · other | Provides a persistent Python execution environment for interactive code development, data analysis, and rapid prototyping. | 42 stars · 15 forks | No one-command install · Source | |
| 456 | 86.0541 | aistormcp · other | Interact with MinIO AIStor object stores. | 42 stars · 15 forks | No one-command install · Source | |
| 458 | 85.9726 | srijanshukla18-xraymcp · other | Progressive code intelligence and navigation capabilities for AI assistants through structural code analysis using ast-grep | 52 stars · 9 forks | No one-command install · Source | |
| 458 | 85.9726 | henilcalagiya-apple-notesmcp · other | Full CRUD operations for Apple Notes using AppleScript automation | 52 stars · 9 forks | No one-command install · Source | |
| 460 | 85.9600 | ravenwits-arangodbmcp · other | Integrates with ArangoDB to enable querying, insertion, updating, and deletion of documents using parameterized AQL queries for flexible data… | 47 stars · 11 forks | No one-command install · Source | |
| 460 | 85.9600 | xinkuang-china-stockmcp · other | Integrates with Chinese stock markets through akshare library to provide real-time quotes, historical prices, financial statements, and market… | 47 stars · 11 forks | No one-command install · Source | |
| 462 | 85.9417 | deciduus-google-calendarmcp · other | Integrates with Google Calendar to enable direct calendar management, event operations, and advanced scheduling features like free/busy queries and… | 26 stars · 19 forks | No one-command install · Source | |
| 463 | 85.9202 | nakaokarei-swift-autoguimcp · other | Enables precise control of macOS through mouse movements, clicks, and scrolling via SwiftAutoGUI, allowing direct manipulation of the macOS interface… | 61 stars · 7 forks | No one-command install · Source | |
| 464 | 85.9133 | gh-mrmike-android-source-explorermcp · other | Explore AOSP framework internals and Jetpack library source code with on-demand access to actual Android source files. | 100 stars · 4 forks | No one-command install · Source | |
| 465 | 85.9129 | joern-code-analysismcp · other | Integrates with Joern's code analysis capabilities to enable static code analysis, vulnerability identification, and code structure understanding… | 45 stars · 12 forks | No one-command install · Source | |
| 466 | 85.9123 | phialsbasement-nmap-scannermcp · other | Integrates NMAP to enable network scanning, security assessments, and automated penetration testing on Windows systems. | 49 stars · 10 forks | No one-command install · Source | |
| 467 | 85.8264 | opensvm-zigmcp · other | Integrates with Zig tooling to provide code optimization, analysis, and generation capabilities for efficient Zig development. | 51 stars · 9 forks | No one-command install · Source | |
| 468 | 85.8207 | depwiremcp · other | Builds compiler-accurate dependency graphs at the symbol level, enabling impact analysis, architecture health scoring, dead code detection, security… | 60 stars · 7 forks | No one-command install · Source | |
| 468 | 85.8207 | personalizationmcpmcp · other | Enables AI assistants to access and interact with personal data from platforms like Steam, YouTube, Bilibili, Spotify, and Reddit for personalized… | 60 stars · 7 forks | No one-command install · Source | |
| 470 | 85.8154 | jonaolden-pbixraymcp · other | Provides a bridge to analyze Power BI (.pbix) files through a Python-based interface, enabling data model exploration, language querying, and… | 43 stars · 13 forks | No one-command install · Source | |
| 471 | 85.7732 | jane-xiaoer-skill-vision-controlmcp · other | Provides safe version management for MCP skills with automatic update detection and three-way merging. | 66 stars · 6 forks | No one-command install · Source | |
| 472 | 85.7358 | ai-fe-difymcp · other | Integrates Dify capabilities, enabling text generation and other AI services. | 41 stars · 14 forks | No one-command install · Source | |
| 473 | 85.7236 | powerpointmcp · other | Enables creation and editing of PowerPoint presentations with tools for slides, content, tables, charts and AI-generated images via Stable Diffusion | 54 stars · 8 forks | No one-command install · Source | |
| 474 | 85.7153 | kelvin6365-planemcp · other | Integrates with Plane.so project management platform, enabling listing projects, creating and updating issues, filtering by priority, and managing… | 40 stars · 15 forks | No one-command install · Source | |
| 475 | 85.7152 | mafzaal-d365fomcp · other | Python client library for Microsoft Dynamics 365 Finance & Operations | 39 stars · 16 forks | No one-command install · Source | |
| 475 | 85.7152 | buga-luga-cursor-idemcp · other | Capable of controlling and pulling from Cursor IDE, powering development workflows. | 39 stars · 16 forks | No one-command install · Source | |
| 477 | 85.7047 | gongrzhe-yolo-computer-visionmcp · other | Enables computer vision capabilities using YOLO models for object detection, segmentation, classification, and pose estimation on images and camera… | 38 stars · 17 forks | No one-command install · Source | |
| 478 | 85.6973 | peancor-moodlemcp · other | Streamlines Moodle educational workflows by providing automated tools for retrieving student information, managing assignments, and generating… | 42 stars · 13 forks | No one-command install · Source | |
| 479 | 85.6853 | peikuo-china-stockmcp · other | Provides real-time Chinese stock market data through AKShare, offering tools for market overviews, individual stock information, sector analysis, fund… | 23 stars · 19 forks | No one-command install · Source | |
| 480 | 85.6303 | gulp-ai-osmosis-applymcp · other | Provides intelligent code merging capabilities through the Osmosis-Apply-1.7B model via Ollama, enabling targeted edits to existing code while… | 53 stars · 8 forks | No one-command install · Source | |
| 481 | 85.5651 | sumvia-end-conversationmcp · other | Provides AI models with an end_conversation tool to signal conversation termination, optimized for Chinese-language models like DeepSeek. | 14 stars · 22 forks | No one-command install · Source | |
| 482 | 85.5629 | qiniu-cloud-storagemcp · other | Integrates with Qiniu Cloud to provide object storage management, CDN operations, and image processing capabilities for applications that need to… | 39 stars · 15 forks | No one-command install · Source | |
| 483 | 85.5317 | kukapay-uniswap-tradermcp · other | Enables AI-driven cryptocurrency trading on Uniswap across multiple blockchains, providing tools for price quotes, optimal routing, and transaction… | 38 stars · 16 forks | No one-command install · Source | |
| 484 | 85.5130 | badchars-osint-reconmcp · other | Unified OSINT and reconnaissance intelligence aggregating 12 data sources into 37 tools. | 57 stars · 7 forks | No one-command install · Source | |
| 485 | 85.4440 | mark3labs-nucleimcp · other | Integrates with Nuclei vulnerability scanner to automate security assessments through configurable scanning operations with comprehensive reporting… | 48 stars · 9 forks | No one-command install · Source | |
| 486 | 85.4228 | coolver-home-assistantmcp · other | IDE-integrated development environment for creating and managing Home Assistant automations, dashboards, themes, and configurations through natural… | 56 stars · 7 forks | No one-command install · Source | |
| 486 | 85.4228 | mcp-wiresharkmcp · other | Enables AI assistants to analyze, filter, and capture network traffic using Wireshark/tshark, allowing natural language interaction with packet… | 56 stars · 7 forks | No one-command install · Source | |
| 486 | 85.4228 | gyger-zoteromcp · other | Integrates local Zotero libraries, enabling natural language interactions for exploring and analyzing personal research collections. | 56 stars · 7 forks | No one-command install · Source | |
| 489 | 85.3933 | kuberstar-qartezmcp · other | Code intelligence with 21 tools for symbol navigation, impact analysis, refactoring, and architecture enforcement. | 71 stars · 5 forks | No one-command install · Source | |
| 490 | 85.3847 | ledgermcp · other | Integrates with Ledger CLI to enable natural language queries for financial data analysis, report generation, and budget tracking through nine… | 51 stars · 8 forks | No one-command install · Source | |
| 491 | 85.3845 | twolven-optionsflowmcp · other | Integrates with Yahoo Finance to provide options analysis and strategy evaluation tools for risk assessment and portfolio management. | 39 stars · 14 forks | No one-command install · Source | |
| 492 | 85.2824 | binaryninja-mcpmcp · other | Enables interaction with Binary Ninja for binary analysis and reverse engineering, providing tools and resources to examine binaries, decompile… | 47 stars · 9 forks | No one-command install · Source | |
| 493 | 85.2061 | zedmoster-revitmcp · other | Bridges Autodesk Revit with external tools for finding, creating, updating, and deleting model elements including walls, floors, levels, grids, and… | 39 stars · 13 forks | No one-command install · Source | |
| 494 | 85.2011 | codelogicmcp · other | Analyze software dependencies and assess impact of code changes | 38 stars · 14 forks | No one-command install · Source | |
| 494 | 85.2011 | easytouchmcp · other | Cross-platform system automation tool enabling AI to control mouse, keyboard, screen, windows, and query system info via MCP. | 38 stars · 14 forks | No one-command install · Source | |
| 496 | 85.1325 | famano-officemcp · other | Integrates with Microsoft Word documents to enable reading, writing, and editing of text, tables, and images for automated document processing and… | 40 stars · 12 forks | No one-command install · Source | |
| 497 | 85.1088 | korea-stats-mcpmcp · other | Enables natural language querying of Korean statistical data from KOSIS, including population, employment, GDP, housing prices, and more, with support… | 15 stars · 20 forks | No one-command install · Source | |
| 498 | 85.1019 | verygoodplugins-streamdeckmcp · other | Control Elgato Stream Deck devices with natural language to configure buttons, manage pages, and wire actions. | 41 stars · 11 forks | No one-command install · Source | |
| 499 | 85.0925 | jtang613-binassistmcp · other | Integrates with Binary Ninja to expose decompilation, IL analysis, symbol management, type system manipulation, and cross-reference analysis tools for… | 49 stars · 8 forks | No one-command install · Source | |
| 499 | 85.0925 | anonimus124-fusion-360mcp · other | Controls Autodesk Fusion 360 CAD operations including sketching, 3D modeling, assemblies, and file export through a local bridge add-in. | 49 stars · 8 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.