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Scored on public signals; components with none are listed as Unranked · Formula

RankScoreComponentDescriptionEvidenceLast commitInstall
60183.2994mwhesse-dataversemcp · otherIntegrates with Microsoft Dataverse to enable schema operations, data management, and configuration tasks across Power Platform environments through…20 stars · 15 forksNo one-command install · Source
60283.2923kridaydave-file-organizermcp · otherSecurity-hardened file organizer with smart categorization, duplicate detection, and rollback support.44 stars · 6 forksNo one-command install · Source
60383.2870bingal-fastdomaincheckmcp · otherProvides bulk domain registration status checking through WHOIS and DNS queries, supporting up to 50 domains simultaneously with dual verification…40 stars · 7 forksNo one-command install · Source
60383.2870pskill9-hacker-news-storiesmcp · otherFetches and parses Hacker News stories using Cheerio, enabling tech news aggregation and trend analysis.40 stars · 7 forksNo one-command install · Source
60583.1456himanshusanecha-osint-toolkitmcp · otherProvides a unified interface for network reconnaissance with parallel execution of OSINT tools including WHOIS, Nmap, DNS lookups, and typosquatting…48 stars · 5 forksNo one-command install · Source
60683.1367erebusnz-rigol-ds1000zmcp · otherControls Rigol DS1000Z series oscilloscopes over LAN for measurements, waveform capture, and instrument configuration.30 stars · 12 forksNo one-command install · Source
60783.1280jordanlyall-wc26mcp · otherFIFA World Cup 2026 data and information.34 stars · 9 forksNo one-command install · Source
60883.0708graqlemcp · otherArchitecture-aware knowledge graph that enables AI assistants to understand codebase structure and dependencies.32 stars · 10 forksNo one-command install · Source
60983.0046cfdude-mac-shellmcp · otherEnables secure execution of macOS terminal commands through a ZSH shell with a whitelist system that categorizes operations as safe, requiring…24 stars · 14 forksNo one-command install · Source
61082.9513helenkwok-openbimmcp · otherConverts IFC building files to efficient fragment format and enables querying of BIM elements by category with configurable attributes and relations…38 stars · 7 forksNo one-command install · Source
61182.9410mcp-all-in-onemcp · otherAggregates multiple MCP services into a single unified interface with self-configuration capabilities, enabling dynamic addition and removal of tools…70 stars · 3 forksNo one-command install · Source
61282.9103gh-chrisgleissner-c64bridgemcp · otherControl and program Commodore 64 Ultimate hardware and VICE emulator via MCP.33 stars · 9 forksNo one-command install · Source
61382.9070kiki830621-che-icalmcp · otherManages macOS Calendar events and Reminders using native Swift EventKit, supporting iCloud, Google, Exchange, and CalDAV accounts.35 stars · 8 forksNo one-command install · Source
61382.9070dida365mcp · otherIntegrates with Dida365 task management platform to enable creating, updating, and organizing tasks and projects through conversational interfaces.35 stars · 8 forksNo one-command install · Source
61382.9070samos123-pptxmcp · otherEnables creation and manipulation of PowerPoint presentations with tools for adding text, shapes, images, and rendering slides to PNG using…35 stars · 8 forksNo one-command install · Source
61682.8345qasemcp · otherManage test cases, runs, suites, and defects in Qase test management platform.31 stars · 10 forksNo one-command install · Source
61682.8345jalpp-chessaginemcp · otherIntegrates with Stockfish chess engine to provide deep positional analysis, strategic theme evaluation across material/mobility/space/king safety…31 stars · 10 forksNo one-command install · Source
61682.8345zeparhyfar-mcp-datetimemcp · otherProvides flexible, timezone-aware date and time formatting across various locales.31 stars · 10 forksNo one-command install · Source
61982.8017opensvm-dexscreenermcp · otherIntegrates with decentralized exchanges across multiple blockchains to provide real-time crypto market data, focusing on Solana memecoin markets.22 stars · 14 forksNo one-command install · Source
62082.7905swayingleaves-uml-diagrammingmcp · otherIntegrates with UML diagramming tools to generate visual representations of system architecture, class relationships, and process flows directly from…28 stars · 13 forksNo one-command install · Source
62182.7834johancodinha-nreplmcp · otherIntegrates with Clojure nREPL instances to enable code evaluation, namespace listing, and public var inspection for AI-assisted Clojure development.37 stars · 7 forksNo one-command install · Source
62282.7391polarvista-xcodemcp · otherIntegrates with Xcode to automate iOS development workflows including building projects, running tests, and analyzing results.53 stars · 4 forksNo one-command install · Source
62382.7072auto-mobilemcp · otherMobile device interaction automation via MCP.45 stars · 5 forksNo one-command install · Source
62482.6927linxule-lotus-wisdommcp · otherProblem-solving framework inspired by Buddhist philosophy32 stars · 9 forksNo one-command install · Source
62582.6093yellow-hammer-1c-platformmcp · otherBridge between AI assistants and 1C:Enterprise platform via the 1c-platform-tools VS Code extension.36 stars · 7 forksNo one-command install · Source
62582.6093quasi-common-lisp-replmcp · otherProvides persistent Common Lisp REPL environment with comprehensive error handling, session state management, and Quicklisp system loading.36 stars · 7 forksNo one-command install · Source
62782.5857rlopez133-ansible-automation-platformmcp · otherIntegrates with Ansible Automation Platform, OpenShift, and Event-Driven Ansible to enable advanced automation workflows, inventory management, and…20 stars · 14 forksNo one-command install · Source
62882.5646edubasemcp · otherIntegrates AI assistants with the EduBase e-learning platform for quiz and exam management.28 stars · 12 forksNo one-command install · Source
62982.5611capetlevrai-clipboard-visionmcp · otherClipboard image analysis and OCR for text-only AI models using Groq Llama-4 Scout vision.44 stars · 5 forksNo one-command install · Source
63082.5449mrdainami-kiemcp · otherConnects to the KIE.ai platform for AI-powered image generation, video, and music creation.27 stars · 13 forksNo one-command install · Source
63082.5449exoticknight-file-mergermcp · otherMerge multiple files into one.27 stars · 13 forksNo one-command install · Source
63282.4564sarthaksiddha-wiresharkmcp · otherExtracts, structures, and transmits network packet data from Wireshark for security analysis, anomaly detection, and network troubleshooting without…31 stars · 9 forksNo one-command install · Source
63382.4478localstackmcp · otherProvides tools to manage your LocalStack container and other assorted related tasks, to simplify local cloud development and testing.26 stars · 13 forksNo one-command install · Source
63482.4103gh-n24q02m-better-godotmcp · otherComposite tools for Godot Engine development with scene control, GDScript, and shader support.35 stars · 7 forksNo one-command install · Source
63482.4103wireshark-network-analysismcp · otherIntegrates with Wireshark's tshark tool to capture and analyze network packets with configurable filters, SSL decryption support, and multiple output…35 stars · 7 forksNo one-command install · Source
63682.3771eu-regulationsmcp · otherQuery 61 EU regulations (GDPR, NIS2, DORA, AI Act +57) via Ansvar Gateway. 50 free queries/day.25 stars · 13 forksNo one-command install · Source
63782.3247lingfan-tdxquantmcp · otherMCP wrapper for TdxQuant providing Chinese stock market data and trading via the 通达信 platform.29 stars · 10 forksNo one-command install · Source
63782.3247marketplaceadpros-amazon-adsmcp · otherIntegrates with MarketplaceAdPros' Amazon Advertising platform to access Sponsored Products, Sponsored Brands, and Sponsored Display campaign data, ad…29 stars · 10 forksNo one-command install · Source
63982.2909mrserzhan-albert-heijnmcp · otherRetrieves product information, prices, and store data from the Albert Heijn Dutch supermarket.24 stars · 13 forksNo one-command install · Source
64082.2510arvindand-maven-tools-mcpmcp · otherUniversal Maven Central dependency intelligence for JVM build tools (Maven, Gradle, SBT, Mill). Features bulk operations, version comparison…32 stars · 8 forksNo one-command install · Source
64082.2510pzalutski-sharplensmcp · other62 semantic C# and .NET analysis tools via Roslyn for navigation, refactoring, and code generation.32 stars · 8 forksNo one-command install · Source
64082.2510actor-critic-thinkingmcp · otherProvides dual-perspective analysis through alternating actor and critic viewpoints for evaluating creative works, strategic decisions, and complex…32 stars · 8 forksNo one-command install · Source
64382.2295sushegaad-iso27001mcp · otherISO 27001 compliance workspace with risk management, policies, Statement of Applicability, evidence tracking, and audit workflows.30 stars · 9 forksNo one-command install · Source
64382.2295wavespeedmcpmcp · otherProvides a standardized interface for accessing WaveSpeed's image and video generation capabilities through the MCP protocol.30 stars · 9 forksNo one-command install · Source
64582.1545reeeeemo-gedcom-ancestry-filesmcp · otherAnalyze family tree data from GEDCOM genealogy files.37 stars · 6 forksNo one-command install · Source
64582.1545vivekhaldar-emacs-lisp-generatormcp · otherEnables AI to interact with Emacs by generating and executing Elisp code for buffer manipulation, text editing, and configuration changes without…37 stars · 6 forksNo one-command install · Source
64782.1259keminghe-python-dependency-manager-companionmcp · otherStreamlines Python package management workflows by providing tools for dependency installation, virtual environment management, and project setup…41 stars · 5 forksNo one-command install · Source
64882.0894yuiseki-gyazomcp · otherIntegrates with Gyazo to retrieve Gyazo images and metadata, enabling image analysis and content processing.27 stars · 11 forksNo one-command install · Source
64982.0356szowesgad-semgrepmcp · otherIntegrates Semgrep for static code analysis, enabling AI-driven security scanning, vulnerability detection, and code quality improvement across…28 stars · 10 forksNo one-command install · Source
64982.0356rpgmaker-mz-mcpmcp · otherProvides tools for managing RPG Maker MZ game data, maps, events, and system settings through natural language, enabling AI-assisted game development.28 stars · 10 forksNo one-command install · Source
64982.0356camdenclark-jiramcp · otherIntegrates Jira for natural language querying and manipulation of project management data.28 stars · 10 forksNo one-command install · Source
65282.0147openstudio-mcpmcp · otherEnables natural language interaction with OpenStudio building energy simulation, allowing creation, querying, and modification of models, running…31 stars · 8 forksNo one-command install · Source
65282.0147cybersamuraix-hermes-n8nmcp · otherLocal stdio MCP bridge for managing self-hosted n8n workflows including listing, inspecting, activating, and checking execution status.31 stars · 8 forksNo one-command install · Source
65282.0147adaptive-graph-of-thoughtsmcp · otherProcesses complex scientific queries through an 8-stage Graph-of-Thoughts pipeline that decomposes questions into hypotheses, gathers evidence, builds…31 stars · 8 forksNo one-command install · Source
65581.9990mybuddymichael-youtube-transcriptmcp · otherFetches and analyzes YouTube video transcripts by accepting URLs or video IDs and returning formatted transcript data with timestamps for video…59 stars · 3 forksNo one-command install · Source
65681.9804robotarm-mcp-p340mcp · otherEnables natural language control of ElephantRobotics MyCobot series robotic arms (especially ultraArmP340) through MCP protocol, with simulation mode…36 stars · 6 forksNo one-command install · Source
65781.9720infobipmcp · otherIntegration with the Infobip communication platform that allows you to reach your customers globally across any channel.33 stars · 7 forksNo one-command install · Source
65781.9720larsenweigle-langextractmcp · otherExtracts structured information from unstructured text and URLs using Google's LangExtract library and Gemini models, maintaining precise source…33 stars · 7 forksNo one-command install · Source
65981.9466onlyoffice-docspacemcp · otherManage documents, rooms, and users in ONLYOFFICE collaborative workspace29 stars · 9 forksNo one-command install · Source
65981.9466vgiri2015-spark-optimizermcp · otherOptimizes Apache Spark code by analyzing PySpark queries and applying performance enhancements for resource management, execution tuning, and query…29 stars · 9 forksNo one-command install · Source
65981.9466marissamarym-imessagemcp · otherIntegrates with Apple's iMessage and Contacts services to enable messaging and contact management operations for automated communication workflows on…29 stars · 9 forksNo one-command install · Source
66281.9269kashuncheng-dapmcp · otherBridges debugging tools with AI systems through the Debug Adapter Protocol, enabling debugger control, breakpoint management, and program state…40 stars · 5 forksNo one-command install · Source
66381.7907dcpmcp · otherBridges the Device Context Protocol (DCP) for IoT microcontrollers to the MCP standard, enabling AI control of ESP32 devices.57 stars · 3 forksNo one-command install · Source
66481.7878cpkt9762-ida-promcp · otherExposes IDA Pro 9.2+ reverse engineering capabilities headlessly through 73 tools for decompilation, disassembly, cross-references, call graphs, and…30 stars · 8 forksNo one-command install · Source
66481.7878neuzhou-stratevomcp · otherQuantitative trading framework using genetic algorithms to evolve strategies from 484 factors across crypto and equities.30 stars · 8 forksNo one-command install · Source
66481.7878ferdousbhai-wsb-analyst-mcpmcp · otherReddit integration to analyze content on WallStreetBets community30 stars · 8 forksNo one-command install · Source
66781.7817hugohow-music-analysismcp · otherIntegrates librosa's audio processing capabilities to provide detailed music and audio analysis tools for extracting features like tempo, spectral…26 stars · 11 forksNo one-command install · Source
66781.7817devonmojito-ton-blockchainmcp · otherIntegrates with the TON blockchain to analyze wallet addresses, track transactions, detect trading patterns, and identify market trends for…26 stars · 11 forksNo one-command install · Source
66981.7814elcukro-bankmcp · otherUnified banking integration across EnableBanking, Teller, Plaid, Tink, and mock providers for account management, transactions, and spending analysis.35 stars · 6 forksNo one-command install · Source
67081.7544marcelmarais-obsidian-notesmcp · otherEnables direct filesystem access to Obsidian vaults for retrieving file lists, reading content, managing todos, and creating or updating markdown…32 stars · 7 forksNo one-command install · Source
67181.6575pinkpixel-taskflowmcp · otherTask management system that breaks down user requests into structured tasks with subtasks, dependencies, and notes, requiring explicit approval before…28 stars · 9 forksNo one-command install · Source
67181.6575skills-mcp-skillsmcp · otherProvides a registry system for organizing and accessing specialized expertise packages as reusable skills with automatic discovery, validation, and…28 stars · 9 forksNo one-command install · Source
67381.5911zhaoyouj-slicermcp · otherBridges medical professionals with 3D Slicer's medical imaging platform, enabling MRML node listing and direct Python code execution for advanced…38 stars · 5 forksNo one-command install · Source
67481.5607smartaec-ifc-bimmcp · otherIntegrates with IFC (Industry Foundation Classes) building information modeling files to extract entities, properties, spatial relationships, and…34 stars · 6 forksNo one-command install · Source
67481.5607oakenai-edit-file-linesmcp · otherProvides precise line-based editing tools for text files within allowed directories, enabling safe and controlled bulk modifications across multiple…34 stars · 6 forksNo one-command install · Source
67681.5049masdevid-mt5-quantmcp · otherCompile, backtest, and analyze MetaTrader 5 Expert Advisors on macOS and Linux via MCP.29 stars · 8 forksNo one-command install · Source
67681.5049spences10-sequentialthinking-tools46bamcp · otherProvides a structured thinking framework for breaking down complex problems into sequential steps while recommending appropriate tools for each stage…29 stars · 8 forksNo one-command install · Source
67881.4883lkm1developer-hubspotmcp · otherIntegrates with HubSpot CRM to enable contact creation, company management, and activity tracking directly from conversational interfaces13 stars · 14 forksNo one-command install · Source
67981.3874wowyuarm-file-convertermcp · otherProvides file conversion capabilities for transforming documents and images between formats like DOCX, PDF, Excel, CSV, and HTML without external…24 stars · 12 forksNo one-command install · Source
67981.3874amazon-bedrock-nova-canvasmcp · otherIntegrates with Amazon Bedrock's Nova Canvas model to generate images from text descriptions with customizable parameters like dimensions and seed…24 stars · 12 forksNo one-command install · Source
68181.3520agencyenterprise-fathommcp · otherProvides AI-driven meeting analysis and summarization through the Fathom platform.16 stars · 13 forksNo one-command install · Source
68281.3431sniperrich-recafmcp · otherBridges Recaf 4.x Java bytecode editor with decompilation, bytecode analysis, call graph exploration, JASM assembly, and workspace management.33 stars · 6 forksNo one-command install · Source
68281.3431kuon-dev-advanced-reasonmcp · otherLeverages the deepseek-r1 model to provide structured reasoning capabilities through specialized tools for analytical thinking, reflection with…33 stars · 6 forksNo one-command install · Source
68481.2911stagsz-unconventional-thinkingmcp · otherIntegrates unconventional ideation techniques to facilitate structured brainstorming and creative problem-solving sessions.30 stars · 7 forksNo one-command install · Source
68581.2492pagemapmcp · otherCompresses web pages into structured, actionable maps at 97% fewer tokens while preserving interactive elements for browsing automation.36 stars · 5 forksNo one-command install · Source
68581.2492sinco-lab-youtube-transcriptmcp · otherExtracts and formats YouTube video transcripts with language selection, paragraph formatting, and metadata enrichment for content analysis and…36 stars · 5 forksNo one-command install · Source
68581.2492yevanchen-difyappmcp · otherIntegrates Dify's AI application development platform with MCP-compatible tools and services, enabling seamless extension of Dify applications with…36 stars · 5 forksNo one-command install · Source
68881.1993l33tdawg-strapi-cmsmcp · otherIntegrates with Strapi CMS to enable creating, reading, updating, and deleting content entries with support for filtering, pagination, sorting, and…25 stars · 10 forksNo one-command install · Source
68981.1537octomind-e2e-test-automationmcp · otherEnables AI-driven test automation through the Octomind platform for creating, executing, and analyzing end-to-end tests without leaving your…24 stars · 11 forksNo one-command install · Source
69081.1255mustafacagri-ai-quality-gatemcp · otherAutomates code quality checks for AI-generated code through ESLint, Prettier, and optional SonarQube analysis.32 stars · 6 forksNo one-command install · Source
69081.1255willibrandon-netcontextmcp · otherEnables AI assistants to explore and understand .NET codebases.32 stars · 6 forksNo one-command install · Source
69081.1255d2-diagrammingmcp · otherIntegrates with Terrastruct's D2 diagramming language to generate technical diagrams, flowcharts, and architectural visualizations in SVG, PNG, and…32 stars · 6 forksNo one-command install · Source
69381.1041olgasafonova-miromcp · otherIntegrates with Miro collaborative whiteboards for creating and managing boards, shapes, diagrams, and visual content.26 stars · 9 forksNo one-command install · Source
69481.0968justinbeckwith-gongmcp · otherIntegrates with Gong conversation intelligence platform to query call recordings, retrieve transcripts with speaker attribution, access call summaries…21 stars · 12 forksNo one-command install · Source
69581.0914antibanana-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 forksNo one-command install · Source
69681.0082macrocosmos-mcpmcp · otherEnables 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 forksNo one-command install · Source
69681.0082archimdescrypto-excel-readermcp · otherIntegrates with Excel files to enable efficient processing and analysis of large spreadsheet datasets through automatic chunking and pagination.29 stars · 7 forksNo one-command install · Source
69681.0082feishu-markdown-mcpmcp · otheralso listed as huandu-feishu-markdownConverts Markdown to Feishu/Lark document format and provides an MCP service for integration with the Model Context Protocol.29 stars · 7 forksNo one-command install · Source
69681.0082r-lz-video-digestmcp · otherTranscribes and analyzes video content from sources like YouTube using multiple transcription services with automatic fallback for reliable text…29 stars · 7 forksNo 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.

Leaderboard · Armory