Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3001 | 79.9415 | portviewmcp · other | See what's on your ports, then act on it. Diagnostic-first port viewer for Linux, MacOS and Windows. | 57 stars · 2 forks | No one-command install · Source | |
| 3002 | 79.9436 | r-huijts-firstcyclingmcp · other | Provides a bridge to FirstCycling.com for retrieving professional cycling statistics, race results, rider profiles, and rankings with robust error… | 19 stars · 11 forks | No one-command install · Source | |
| 3003 | 79.9436 | panbanda-omenmcp · other | Code analysis tool that helps identify complexity, technical debt, and defect risks | 19 stars · 11 forks | No one-command install · Source | |
| 3004 | 80.0000 | notion-mcpmcp · other | Listed on mcp.so; Armory has only its name so far. | passed install test | No commit datelisted | No one-command install · Source |
| 3005 | 80.0000 | klavis-ai-youtubemcp · other | Extract and convert YouTube video information. | passed install test | No commit datelisted | No one-command install · Source |
| 3006 | 80.0218 | counterpoint-studio-audio-filemcp · other | Inspect local audio files with playback controls, metadata extraction, loudness analysis, and spectrograms. | 43 stars · 3 forks | No one-command install · Source | |
| 3007 | 80.0428 | spences10-wsl-execmcp · other | Provides secure command execution in WSL with built-in safety features like path validation, timeouts, and error handling. | 22 stars · 10 forks | No one-command install · Source | |
| 3008 | 80.0782 | michalnaka-substackmcp · other | Enables downloading and parsing of Substack posts, facilitating content analysis and research workflows. | 23 stars · 9 forks | No one-command install · Source | |
| 3009 | 80.0782 | datastrato-gravitinomcp · other | Integrates with Apache Gravitino to provide direct access to metadata services for exploring, tagging, and managing catalogs, schemas, tables, and… | 23 stars · 9 forks | No one-command install · Source | |
| 3010 | 80.0902 | roovet-custom-behavioral-modesmcp · other | Enables custom behavioral mode management for defining, loading, and applying tailored AI behaviors through configuration files in Roo Code | 28 stars · 6 forks | No one-command install · Source | |
| 3011 | 80.1580 | gh-vikrantsingh01-adaptive-cardsmcp · other | Generates valid, accessible Adaptive Cards for Teams, Outlook, and Copilot. | 31 stars · 5 forks | No one-command install · Source | |
| 3012 | 80.1657 | qainsights-k6-load-testingmcp · other | Enables natural language-driven k6 load testing with configurable parameters for duration and virtual user count, bridging conversational interfaces… | 26 stars · 7 forks | No one-command install · Source | |
| 3013 | 80.1657 | homelycarlos-nexusremcp · other | AI bridge for reverse engineering tools including IDA Pro, Ghidra, x64dbg, Cheat Engine, and Frida. | 26 stars · 7 forks | No one-command install · Source | |
| 3014 | 80.1784 | gh-dimitar-grigorov-file-toolsmcp · other | File operations with non-UTF-8 encoding support for 22 character sets including Cyrillic, Windows-125x, and ISO-8859. | 21 stars · 11 forks | No one-command install · Source | |
| 3015 | 80.2147 | mybolide-probe-kitmcp · other | Development toolkit providing 23 specialized tools for software development workflows including code generation, project management, code quality… | 36 stars · 4 forks | No one-command install · Source | |
| 3016 | 80.3424 | quickbooks-mcpmcp · other | Enables financial professionals to interact with QuickBooks Online using natural language for reports, journal entries, bills, expenses, and more. | 11 stars · 13 forks | No one-command install · Source | |
| 3017 | 80.3793 | spences10-jinaai-readermcp · other | Extracts and processes web content for efficient parsing and analysis of online information | 29 stars · 6 forks | No one-command install · Source | |
| 3018 | 80.3793 | carrot-ai-pmmcp · other | Spec-driven development tool for AI coding assistants that generates specs, validates code compliance, and provides actionable feedback. | 29 stars · 6 forks | No one-command install · Source | |
| 3019 | 80.3793 | mikusnuz-app-publishmcp · other | Manage iOS and Android app publishing across App Store Connect and Google Play Console. | 29 stars · 6 forks | No one-command install · Source | |
| 3020 | 80.3795 | kpanuragh-xdebugmcp · other | PHP debugging with breakpoints, stepping, and variable inspection | 25 stars · 8 forks | No one-command install · Source | |
| 3021 | 80.3888 | li-vien-feishumcp · other | Integrates with Feishu (Lark) to retrieve document content from collaborative workspaces, enabling direct access to stored information without manual… | 37 stars · 4 forks | No one-command install · Source | |
| 3022 | 80.3942 | fannon-u-he-preset-randomizermcp · other | Generate and randomize u-he synthesizer presets through AI-assisted workflows | 32 stars · 5 forks | No one-command install · Source | |
| 3023 | 80.3942 | debridgemcp · other | Execute cross-chain and same-chain token swaps, fee estimation, and trade execution across major blockchain networks. | 32 stars · 5 forks | No one-command install · Source | |
| 3024 | 80.4735 | buhe-rss-feed-managermcp · other | Enables AI to access and manage RSS feed content by parsing OPML files, fetching articles, and filtering content from subscribed sources | 27 stars · 7 forks | No one-command install · Source | |
| 3025 | 80.4735 | deal-locator-mcpmcp · other | 상업용 부동산 실거래가와 건축물대장을 역매칭하여 정확한 건물 정보를 조회하고, 시세·이력·데이터카드를 제공하는 MCP 서버입니다. | 27 stars · 7 forks | No one-command install · Source | |
| 3026 | 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 | |
| 3027 | 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 | |
| 3028 | 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 | |
| 3029 | 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 | |
| 3030 | 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 | |
| 3031 | 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 | |
| 3032 | 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 | |
| 3033 | 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 | |
| 3034 | 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 | |
| 3035 | 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 | |
| 3036 | 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 | |
| 3037 | 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 | |
| 3038 | 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 | |
| 3039 | 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 | |
| 3040 | 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 | |
| 3041 | 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 | |
| 3042 | 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 | |
| 3043 | 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 | |
| 3044 | 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 | |
| 3045 | 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 | |
| 3046 | 81.0082 | huandu-feishu-markdownmcp · other | Converts Markdown content into Feishu/Lark document format with support for images and Mermaid flowcharts. | 29 stars · 7 forks | No one-command install · Source | |
| 3047 | 81.0082 | feishu-markdown-mcpmcp · other | 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 | |
| 3048 | 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 | |
| 3049 | 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 | |
| 3050 | 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 | |
| 3051 | 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 | |
| 3052 | 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 | |
| 3053 | 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 | |
| 3054 | 81.1255 | willibrandon-netcontextmcp · other | Enables AI assistants to explore and understand .NET codebases. | 32 stars · 6 forks | No one-command install · Source | |
| 3055 | 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 | |
| 3056 | 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 | |
| 3057 | 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 | |
| 3058 | 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 | |
| 3059 | 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 | |
| 3060 | 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 | |
| 3061 | 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 | |
| 3062 | 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 | |
| 3063 | 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 | |
| 3064 | 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 | |
| 3065 | 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 | |
| 3066 | 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 | |
| 3067 | 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 | |
| 3068 | 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 | |
| 3069 | 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 | |
| 3070 | 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 | |
| 3071 | 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 | |
| 3072 | 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 | |
| 3073 | 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 | |
| 3074 | 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 | |
| 3075 | 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 | |
| 3076 | 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 | |
| 3077 | 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 | |
| 3078 | 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 | |
| 3079 | 81.7878 | ferdousbhai-wsb-analyst-mcpmcp · other | Reddit integration to analyze content on WallStreetBets community | 30 stars · 8 forks | No one-command install · Source | |
| 3080 | 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 | |
| 3081 | 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 | |
| 3082 | 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 | |
| 3083 | 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 | |
| 3084 | 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 | |
| 3085 | 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 | |
| 3086 | 81.9466 | onlyoffice-docspacemcp · other | Manage documents, rooms, and users in ONLYOFFICE collaborative workspace | 29 stars · 9 forks | No one-command install · Source | |
| 3087 | 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 | |
| 3088 | 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 | |
| 3089 | 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 | |
| 3090 | 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 | |
| 3091 | 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 | |
| 3092 | 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 | |
| 3093 | 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 | |
| 3094 | 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 | |
| 3095 | 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 | |
| 3096 | 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 | |
| 3097 | 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 | |
| 3098 | 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 | |
| 3099 | 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 | |
| 3100 | 82.1545 | reeeeemo-gedcom-ancestry-filesmcp · other | Analyze family tree data from GEDCOM genealogy files. | 37 stars · 6 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.