Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 601 | 82.7905 | swayingleaves-uml-diagrammingmcp · other | Integrates with UML diagramming tools to generate visual representations of system architecture, class relationships, and process flows directly from… | 28 stars · 13 forks | No one-command install · Source | |
| 602 | 82.7834 | johancodinha-nreplmcp · other | Integrates with Clojure nREPL instances to enable code evaluation, namespace listing, and public var inspection for AI-assisted Clojure development. | 37 stars · 7 forks | No one-command install · Source | |
| 603 | 82.7391 | polarvista-xcodemcp · other | Integrates with Xcode to automate iOS development workflows including building projects, running tests, and analyzing results. | 53 stars · 4 forks | No one-command install · Source | |
| 604 | 82.7072 | auto-mobilemcp · other | Mobile device interaction automation via MCP. | 45 stars · 5 forks | No one-command install · Source | |
| 605 | 82.6927 | linxule-lotus-wisdommcp · other | Problem-solving framework inspired by Buddhist philosophy | 32 stars · 9 forks | No one-command install · Source | |
| 606 | 82.6093 | yellow-hammer-1c-platformmcp · other | Bridge between AI assistants and 1C:Enterprise platform via the 1c-platform-tools VS Code extension. | 36 stars · 7 forks | No one-command install · Source | |
| 606 | 82.6093 | quasi-common-lisp-replmcp · other | Provides persistent Common Lisp REPL environment with comprehensive error handling, session state management, and Quicklisp system loading. | 36 stars · 7 forks | No one-command install · Source | |
| 608 | 82.5857 | rlopez133-ansible-automation-platformmcp · other | Integrates with Ansible Automation Platform, OpenShift, and Event-Driven Ansible to enable advanced automation workflows, inventory management, and… | 20 stars · 14 forks | No one-command install · Source | |
| 609 | 82.5646 | edubasemcp · other | Integrates AI assistants with the EduBase e-learning platform for quiz and exam management. | 28 stars · 12 forks | No one-command install · Source | |
| 610 | 82.5611 | capetlevrai-clipboard-visionmcp · other | Clipboard image analysis and OCR for text-only AI models using Groq Llama-4 Scout vision. | 44 stars · 5 forks | No one-command install · Source | |
| 611 | 82.5449 | mrdainami-kiemcp · other | Connects to the KIE.ai platform for AI-powered image generation, video, and music creation. | 27 stars · 13 forks | No one-command install · Source | |
| 611 | 82.5449 | exoticknight-file-mergermcp · other | Merge multiple files into one. | 27 stars · 13 forks | No one-command install · Source | |
| 613 | 82.4564 | sarthaksiddha-wiresharkmcp · other | Extracts, structures, and transmits network packet data from Wireshark for security analysis, anomaly detection, and network troubleshooting without… | 31 stars · 9 forks | No one-command install · Source | |
| 614 | 82.4478 | localstackmcp · other | Provides tools to manage your LocalStack container and other assorted related tasks, to simplify local cloud development and testing. | 26 stars · 13 forks | No one-command install · Source | |
| 615 | 82.4103 | gh-n24q02m-better-godotmcp · other | Composite tools for Godot Engine development with scene control, GDScript, and shader support. | 35 stars · 7 forks | No one-command install · Source | |
| 615 | 82.4103 | wireshark-network-analysismcp · other | Integrates with Wireshark's tshark tool to capture and analyze network packets with configurable filters, SSL decryption support, and multiple output… | 35 stars · 7 forks | No one-command install · Source | |
| 617 | 82.3771 | eu-regulationsmcp · other | Query 61 EU regulations (GDPR, NIS2, DORA, AI Act +57) via Ansvar Gateway. 50 free queries/day. | 25 stars · 13 forks | No one-command install · Source | |
| 618 | 82.3247 | lingfan-tdxquantmcp · other | MCP wrapper for TdxQuant providing Chinese stock market data and trading via the 通达信 platform. | 29 stars · 10 forks | No one-command install · Source | |
| 618 | 82.3247 | marketplaceadpros-amazon-adsmcp · other | Integrates with MarketplaceAdPros' Amazon Advertising platform to access Sponsored Products, Sponsored Brands, and Sponsored Display campaign data, ad… | 29 stars · 10 forks | No one-command install · Source | |
| 620 | 82.2909 | mrserzhan-albert-heijnmcp · other | Retrieves product information, prices, and store data from the Albert Heijn Dutch supermarket. | 24 stars · 13 forks | No one-command install · Source | |
| 621 | 82.2510 | arvindand-maven-tools-mcpmcp · other | Universal Maven Central dependency intelligence for JVM build tools (Maven, Gradle, SBT, Mill). Features bulk operations, version comparison… | 32 stars · 8 forks | No one-command install · Source | |
| 621 | 82.2510 | pzalutski-sharplensmcp · other | 62 semantic C# and .NET analysis tools via Roslyn for navigation, refactoring, and code generation. | 32 stars · 8 forks | No one-command install · Source | |
| 621 | 82.2510 | actor-critic-thinkingmcp · other | Provides dual-perspective analysis through alternating actor and critic viewpoints for evaluating creative works, strategic decisions, and complex… | 32 stars · 8 forks | No one-command install · Source | |
| 624 | 82.2295 | sushegaad-iso27001mcp · other | ISO 27001 compliance workspace with risk management, policies, Statement of Applicability, evidence tracking, and audit workflows. | 30 stars · 9 forks | No one-command install · Source | |
| 624 | 82.2295 | wavespeedmcpmcp · other | Provides a standardized interface for accessing WaveSpeed's image and video generation capabilities through the MCP protocol. | 30 stars · 9 forks | No one-command install · Source | |
| 626 | 82.1545 | reeeeemo-gedcom-ancestry-filesmcp · other | Analyze family tree data from GEDCOM genealogy files. | 37 stars · 6 forks | No one-command install · Source | |
| 626 | 82.1545 | vivekhaldar-emacs-lisp-generatormcp · other | Enables AI to interact with Emacs by generating and executing Elisp code for buffer manipulation, text editing, and configuration changes without… | 37 stars · 6 forks | No one-command install · Source | |
| 628 | 82.1259 | keminghe-python-dependency-manager-companionmcp · other | Streamlines Python package management workflows by providing tools for dependency installation, virtual environment management, and project setup… | 41 stars · 5 forks | No one-command install · Source | |
| 629 | 82.0894 | yuiseki-gyazomcp · other | Integrates with Gyazo to retrieve Gyazo images and metadata, enabling image analysis and content processing. | 27 stars · 11 forks | No one-command install · Source | |
| 630 | 82.0356 | szowesgad-semgrepmcp · other | Integrates Semgrep for static code analysis, enabling AI-driven security scanning, vulnerability detection, and code quality improvement across… | 28 stars · 10 forks | No one-command install · Source | |
| 630 | 82.0356 | rpgmaker-mz-mcpmcp · other | Provides tools for managing RPG Maker MZ game data, maps, events, and system settings through natural language, enabling AI-assisted game development. | 28 stars · 10 forks | No one-command install · Source | |
| 630 | 82.0356 | camdenclark-jiramcp · other | Integrates Jira for natural language querying and manipulation of project management data. | 28 stars · 10 forks | No one-command install · Source | |
| 633 | 82.0147 | openstudio-mcpmcp · other | Enables natural language interaction with OpenStudio building energy simulation, allowing creation, querying, and modification of models, running… | 31 stars · 8 forks | No one-command install · Source | |
| 633 | 82.0147 | cybersamuraix-hermes-n8nmcp · other | Local stdio MCP bridge for managing self-hosted n8n workflows including listing, inspecting, activating, and checking execution status. | 31 stars · 8 forks | No one-command install · Source | |
| 633 | 82.0147 | adaptive-graph-of-thoughtsmcp · other | Processes complex scientific queries through an 8-stage Graph-of-Thoughts pipeline that decomposes questions into hypotheses, gathers evidence, builds… | 31 stars · 8 forks | No one-command install · Source | |
| 636 | 81.9990 | mybuddymichael-youtube-transcriptmcp · other | Fetches and analyzes YouTube video transcripts by accepting URLs or video IDs and returning formatted transcript data with timestamps for video… | 59 stars · 3 forks | No one-command install · Source | |
| 637 | 81.9804 | robotarm-mcp-p340mcp · other | Enables natural language control of ElephantRobotics MyCobot series robotic arms (especially ultraArmP340) through MCP protocol, with simulation mode… | 36 stars · 6 forks | No one-command install · Source | |
| 638 | 81.9720 | infobipmcp · other | Integration with the Infobip communication platform that allows you to reach your customers globally across any channel. | 33 stars · 7 forks | No one-command install · Source | |
| 638 | 81.9720 | larsenweigle-langextractmcp · other | Extracts structured information from unstructured text and URLs using Google's LangExtract library and Gemini models, maintaining precise source… | 33 stars · 7 forks | No one-command install · Source | |
| 640 | 81.9466 | onlyoffice-docspacemcp · other | Manage documents, rooms, and users in ONLYOFFICE collaborative workspace | 29 stars · 9 forks | No one-command install · Source | |
| 640 | 81.9466 | vgiri2015-spark-optimizermcp · other | Optimizes Apache Spark code by analyzing PySpark queries and applying performance enhancements for resource management, execution tuning, and query… | 29 stars · 9 forks | No one-command install · Source | |
| 640 | 81.9466 | marissamarym-imessagemcp · other | Integrates with Apple's iMessage and Contacts services to enable messaging and contact management operations for automated communication workflows on… | 29 stars · 9 forks | No one-command install · Source | |
| 643 | 81.9269 | kashuncheng-dapmcp · other | Bridges debugging tools with AI systems through the Debug Adapter Protocol, enabling debugger control, breakpoint management, and program state… | 40 stars · 5 forks | No one-command install · Source | |
| 644 | 81.7907 | dcpmcp · other | Bridges the Device Context Protocol (DCP) for IoT microcontrollers to the MCP standard, enabling AI control of ESP32 devices. | 57 stars · 3 forks | No one-command install · Source | |
| 645 | 81.7878 | cpkt9762-ida-promcp · other | Exposes IDA Pro 9.2+ reverse engineering capabilities headlessly through 73 tools for decompilation, disassembly, cross-references, call graphs, and… | 30 stars · 8 forks | No one-command install · Source | |
| 645 | 81.7878 | neuzhou-stratevomcp · other | Quantitative trading framework using genetic algorithms to evolve strategies from 484 factors across crypto and equities. | 30 stars · 8 forks | No one-command install · Source | |
| 645 | 81.7878 | ferdousbhai-wsb-analyst-mcpmcp · other | Reddit integration to analyze content on WallStreetBets community | 30 stars · 8 forks | No one-command install · Source | |
| 648 | 81.7817 | hugohow-music-analysismcp · other | Integrates librosa's audio processing capabilities to provide detailed music and audio analysis tools for extracting features like tempo, spectral… | 26 stars · 11 forks | No one-command install · Source | |
| 648 | 81.7817 | devonmojito-ton-blockchainmcp · other | Integrates with the TON blockchain to analyze wallet addresses, track transactions, detect trading patterns, and identify market trends for… | 26 stars · 11 forks | No one-command install · Source | |
| 650 | 81.7814 | elcukro-bankmcp · other | Unified banking integration across EnableBanking, Teller, Plaid, Tink, and mock providers for account management, transactions, and spending analysis. | 35 stars · 6 forks | No one-command install · Source | |
| 651 | 81.7544 | marcelmarais-obsidian-notesmcp · other | Enables direct filesystem access to Obsidian vaults for retrieving file lists, reading content, managing todos, and creating or updating markdown… | 32 stars · 7 forks | No one-command install · Source | |
| 652 | 81.6575 | pinkpixel-taskflowmcp · other | Task management system that breaks down user requests into structured tasks with subtasks, dependencies, and notes, requiring explicit approval before… | 28 stars · 9 forks | No one-command install · Source | |
| 652 | 81.6575 | skills-mcp-skillsmcp · other | Provides a registry system for organizing and accessing specialized expertise packages as reusable skills with automatic discovery, validation, and… | 28 stars · 9 forks | No one-command install · Source | |
| 654 | 81.5911 | zhaoyouj-slicermcp · other | Bridges medical professionals with 3D Slicer's medical imaging platform, enabling MRML node listing and direct Python code execution for advanced… | 38 stars · 5 forks | No one-command install · Source | |
| 655 | 81.5607 | smartaec-ifc-bimmcp · other | Integrates with IFC (Industry Foundation Classes) building information modeling files to extract entities, properties, spatial relationships, and… | 34 stars · 6 forks | No one-command install · Source | |
| 655 | 81.5607 | oakenai-edit-file-linesmcp · other | Provides precise line-based editing tools for text files within allowed directories, enabling safe and controlled bulk modifications across multiple… | 34 stars · 6 forks | No one-command install · Source | |
| 657 | 81.5049 | masdevid-mt5-quantmcp · other | Compile, backtest, and analyze MetaTrader 5 Expert Advisors on macOS and Linux via MCP. | 29 stars · 8 forks | No one-command install · Source | |
| 657 | 81.5049 | spences10-sequentialthinking-tools46bamcp · other | Provides a structured thinking framework for breaking down complex problems into sequential steps while recommending appropriate tools for each stage… | 29 stars · 8 forks | No one-command install · Source | |
| 659 | 81.4883 | lkm1developer-hubspotmcp · other | Integrates with HubSpot CRM to enable contact creation, company management, and activity tracking directly from conversational interfaces | 13 stars · 14 forks | No one-command install · Source | |
| 660 | 81.3874 | wowyuarm-file-convertermcp · other | Provides file conversion capabilities for transforming documents and images between formats like DOCX, PDF, Excel, CSV, and HTML without external… | 24 stars · 12 forks | No one-command install · Source | |
| 660 | 81.3874 | amazon-bedrock-nova-canvasmcp · other | Integrates with Amazon Bedrock's Nova Canvas model to generate images from text descriptions with customizable parameters like dimensions and seed… | 24 stars · 12 forks | No one-command install · Source | |
| 662 | 81.3520 | agencyenterprise-fathommcp · other | Provides AI-driven meeting analysis and summarization through the Fathom platform. | 16 stars · 13 forks | No one-command install · Source | |
| 663 | 81.3431 | sniperrich-recafmcp · other | Bridges Recaf 4.x Java bytecode editor with decompilation, bytecode analysis, call graph exploration, JASM assembly, and workspace management. | 33 stars · 6 forks | No one-command install · Source | |
| 663 | 81.3431 | kuon-dev-advanced-reasonmcp · other | Leverages the deepseek-r1 model to provide structured reasoning capabilities through specialized tools for analytical thinking, reflection with… | 33 stars · 6 forks | No one-command install · Source | |
| 665 | 81.2911 | stagsz-unconventional-thinkingmcp · other | Integrates unconventional ideation techniques to facilitate structured brainstorming and creative problem-solving sessions. | 30 stars · 7 forks | No one-command install · Source | |
| 666 | 81.2492 | pagemapmcp · other | Compresses web pages into structured, actionable maps at 97% fewer tokens while preserving interactive elements for browsing automation. | 36 stars · 5 forks | No one-command install · Source | |
| 666 | 81.2492 | sinco-lab-youtube-transcriptmcp · other | Extracts and formats YouTube video transcripts with language selection, paragraph formatting, and metadata enrichment for content analysis and… | 36 stars · 5 forks | No one-command install · Source | |
| 666 | 81.2492 | yevanchen-difyappmcp · other | Integrates Dify's AI application development platform with MCP-compatible tools and services, enabling seamless extension of Dify applications with… | 36 stars · 5 forks | No one-command install · Source | |
| 669 | 81.1993 | l33tdawg-strapi-cmsmcp · other | Integrates with Strapi CMS to enable creating, reading, updating, and deleting content entries with support for filtering, pagination, sorting, and… | 25 stars · 10 forks | No one-command install · Source | |
| 670 | 81.1537 | octomind-e2e-test-automationmcp · other | Enables AI-driven test automation through the Octomind platform for creating, executing, and analyzing end-to-end tests without leaving your… | 24 stars · 11 forks | No one-command install · Source | |
| 671 | 81.1255 | mustafacagri-ai-quality-gatemcp · other | Automates code quality checks for AI-generated code through ESLint, Prettier, and optional SonarQube analysis. | 32 stars · 6 forks | No one-command install · Source | |
| 671 | 81.1255 | willibrandon-netcontextmcp · other | Enables AI assistants to explore and understand .NET codebases. | 32 stars · 6 forks | No one-command install · Source | |
| 671 | 81.1255 | d2-diagrammingmcp · other | Integrates with Terrastruct's D2 diagramming language to generate technical diagrams, flowcharts, and architectural visualizations in SVG, PNG, and… | 32 stars · 6 forks | No one-command install · Source | |
| 674 | 81.1041 | olgasafonova-miromcp · other | Integrates with Miro collaborative whiteboards for creating and managing boards, shapes, diagrams, and visual content. | 26 stars · 9 forks | No one-command install · Source | |
| 675 | 81.0968 | justinbeckwith-gongmcp · other | Integrates with Gong conversation intelligence platform to query call recordings, retrieve transcripts with speaker attribution, access call summaries… | 21 stars · 12 forks | No one-command install · Source | |
| 676 | 81.0914 | antibanana-mcpmcp · other | 封装了 Google Antigravity 的 Nano Banana 图像生成能力，使 AI 客户端可通过 MCP 调用生成或编辑图片。 | 41 stars · 4 forks | No one-command install · Source | |
| 677 | 81.0082 | macrocosmos-mcpmcp · other | Enables real-time queries and large-scale data collection from X (Twitter) and Reddit via the Model Context Protocol, powered by Bittensor's Data… | 29 stars · 7 forks | No one-command install · Source | |
| 677 | 81.0082 | archimdescrypto-excel-readermcp · other | Integrates with Excel files to enable efficient processing and analysis of large spreadsheet datasets through automatic chunking and pagination. | 29 stars · 7 forks | No one-command install · Source | |
| 677 | 81.0082 | feishu-markdown-mcpmcp · otheralso listed as huandu-feishu-markdown | Converts Markdown to Feishu/Lark document format and provides an MCP service for integration with the Model Context Protocol. | 29 stars · 7 forks | No one-command install · Source | |
| 677 | 81.0082 | r-lz-video-digestmcp · other | Transcribes and analyzes video content from sources like YouTube using multiple transcription services with automatic fallback for reliable text… | 29 stars · 7 forks | No one-command install · Source | |
| 677 | 81.0082 | jenstangen1-powerpointmcp · other | Enables creation and manipulation of Microsoft PowerPoint presentations through natural language, offering tools for managing slides, shapes, charts… | 29 stars · 7 forks | No one-command install · Source | |
| 683 | 80.9781 | tldvmcp · other | Interact with your meeting data (to list, ask, summarize, extract - virtually anything about your meetings) across Zoom, Google Meet and MS Teams via… | 14 stars · 13 forks | No one-command install · Source | |
| 684 | 80.9701 | gh-bruno-portfolio-agrobrmcp · other | Brazilian agricultural data — commodity prices, crop statistics, climate data, and deforestation tracking. | 27 stars · 8 forks | No one-command install · Source | |
| 684 | 80.9701 | dify-tools-bridgemcp · other | Bridges Dify's tool ecosystem with MCP-compatible assistants, enabling organizations to extend their existing Dify tool configurations without… | 27 stars · 8 forks | No one-command install · Source | |
| 686 | 80.8892 | mcp-appium-gesturesmcp · other | Provides resources and tools for generating Appium mobile gesture code (tap, swipe, scroll, etc.) in JavaScript and Java. | 31 stars · 6 forks | No one-command install · Source | |
| 687 | 80.8542 | mattydsmith-things-cloudmcp · other | Full read/write access to Things 3 task manager via reverse-engineered cloud SDK. | 24 stars · 10 forks | No one-command install · Source | |
| 687 | 80.8542 | aldrin-labs-solanamcp · other | Integrates with Solana blockchain to enable natural language querying of account data, transactions, and network status. | 24 stars · 10 forks | No one-command install · Source | |
| 689 | 80.8295 | tampermonkeymcp · other | Manage Tampermonkey userscripts from AI assistants — list, read, write, patch, and delete scripts via the Tampermonkey Editors extension. | 34 stars · 5 forks | No one-command install · Source | |
| 689 | 80.8295 | dh1011-auto-faviconmcp · other | Automatically generates complete favicon sets from PNG images or URLs, creating multiple sizes, ICO files, Apple touch icons, and web app manifests… | 34 stars · 5 forks | No one-command install · Source | |
| 691 | 80.8212 | shouldnotappearcalm-a-share-stock-marketmcp · other | Access Chinese A-share market data including real-time quotes, K-lines, and technical indicators. | 25 stars · 9 forks | No one-command install · Source | |
| 692 | 80.7557 | cwvedvik-tripletexmcp · other | Access to Tripletex accounting software for time tracking, invoicing, and financial management. | 23 stars · 11 forks | No one-command install · Source | |
| 693 | 80.7401 | tsuchijo-matlabmcp · other | Integrates MATLAB's numerical computing capabilities, enabling execution of MATLAB scripts and functions for data analysis, signal processing, and… | 39 stars · 4 forks | No one-command install · Source | |
| 694 | 80.7191 | gzuuus-dvmcp-bridgemcp · other | Decentralizes computational tool discovery and execution by bridging Nostr's Data Vending Machine ecosystem, enabling distributed service interactions… | 28 stars · 7 forks | No one-command install · Source | |
| 695 | 80.6624 | gh-mphinance-momentum-tradingmcp · other | Quantitative trading analysis with stock screening, technicals, and candlestick charts. | 26 stars · 8 forks | No one-command install · Source | |
| 696 | 80.6622 | mcp-koiimcp · other | Enables controlling a Teenage Engineering EP-133 K.O. II sampler via MIDI through natural language, allowing note playback, pattern creation, and drum… | 30 stars · 6 forks | No one-command install · Source | |
| 697 | 80.5567 | adrian803-lingximcp · other | Autonomous penetration testing framework with MCP tool bridges for Kali Linux container management and CTF workflows. | 38 stars · 4 forks | No one-command install · Source | |
| 698 | 80.4761 | norrietaylor-distillerymcp · other | Team knowledge base that captures, organizes, and retrieves collaborative knowledge from working sessions, meetings, bookmarks, and conversations. | 24 stars · 9 forks | No one-command install · Source | |
| 698 | 80.4761 | mfukushim-map-travelermcp · other | Integrates with Google Maps to create virtual travel experiences where users can navigate real-world routes with customizable avatars, discover nearby… | 24 stars · 9 forks | No one-command install · Source | |
| 698 | 80.4761 | jiayao-chessmcp · other | Enables playing chess against language models through a visual interface with tools for board visualization, move execution, game initialization, and… | 24 stars · 9 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.