Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2501 | 67.900 | ra1nyxin-allcanusemcp · other | Control local machines on Windows and Linux with 90+ tools for file operations, process management, network diagnostics, and desktop observation. | 13 stars · 2 forks | No one-command install · Source | |
| 2502 | 67.900 | yidhar-slay-the-spire-2mcp · other | Controls Slay the Spire 2 gameplay through a native C# bridge mod with precise game state extraction and legal action execution. | 13 stars · 2 forks | No one-command install · Source | |
| 2503 | 67.906 | sammcj-data-extractormcp · other | Extracts data from TypeScript/JavaScript code into JSON configuration files, facilitating code refactoring and improved maintainability. | 9 stars · 5 forks | No one-command install · Source | |
| 2504 | 67.906 | jbchouinard-document-readermcp · other | Enables interaction with PDF and EPUB documents for reading, analyzing content, and extracting information from document files. | 9 stars · 5 forks | No one-command install · Source | |
| 2505 | 67.906 | tofunori-data-explorermcp · other | Enables data analysis and visualization by integrating with pandas, scikit-learn, matplotlib, and seaborn libraries for dataset exploration… | 9 stars · 5 forks | No one-command install · Source | |
| 2506 | 67.906 | tuckerschreiber-needmcp · other | Semantic CLI tool discovery and installation with community-driven ranking from usage feedback. | 9 stars · 5 forks | No one-command install · Source | |
| 2507 | 67.906 | gh-johnbreault-xlightsmcp · other | Generate music-driven light show sequences for xLights with audio analysis. | 9 stars · 5 forks | No one-command install · Source | |
| 2508 | 67.906 | najemwehbe-unreal-enginemcp · other | Drives Unreal Engine 5 editor automation with 105 tools for asset management, blueprint inspection, actor spawning, and more. | 9 stars · 5 forks | No one-command install · Source | |
| 2509 | 67.906 | gh-dizzlkheinz-ynabmcp · other | You Need A Budget integration for budgets, accounts, transactions, and categories. | 9 stars · 5 forks | No one-command install · Source | |
| 2510 | 67.936 | sg-finance-data-mcpmcp · other | sg-finance-data-mcp | 4,692 installs | No commit datelisted | No one-command install · Source |
| 2511 | 68.021 | mouhamadalmounayar-confluencemcp · other | Integrates Atlassian Confluence content for retrieving page and blog post data, enabling knowledge base querying and content analysis. | 11 stars · 3 forks | No one-command install · Source | |
| 2512 | 68.021 | damus-nostrdbmcp · other | Integrates with nostrdb to enable local Nostr data querying and analysis. | 11 stars · 3 forks | No one-command install · Source | |
| 2513 | 68.021 | flrngel-paintermcp · other | Provides a drawing interface for creating and manipulating canvas elements with basic shape rendering and PNG export capabilities | 11 stars · 3 forks | No one-command install · Source | |
| 2514 | 68.021 | betancur-keynotemcp · other | Provides direct control over Apple Keynote presentations through AppleScript automation on macOS, enabling slide management, content creation, layout… | 11 stars · 3 forks | No one-command install · Source | |
| 2515 | 68.021 | winninghealth-medical-calculatormcp · other | Provides access to over 50 clinical calculation tools including cardiovascular risk assessment, kidney function evaluation, critical care scoring, and… | 11 stars · 3 forks | No one-command install · Source | |
| 2516 | 68.021 | gunnargrosch-doommcp · other | Embeds the DOOM game engine via FFI, enabling AI clients to play DOOM with real-time game state, enemy detection, and frame rendering. | 11 stars · 3 forks | No one-command install · Source | |
| 2517 | 68.021 | xinthink-readermcp · other | Integrates with Readwise Reader to retrieve saved documents from different locations (new, feed, archive, or library) based on time parameters using… | 11 stars · 3 forks | No one-command install · Source | |
| 2518 | 68.021 | macrat-kintonef33bmcp · other | Enables interaction with Kintone's low/no code platform for listing apps, reading app info, and performing CRUD operations. | 11 stars · 3 forks | No one-command install · Source | |
| 2519 | 68.021 | lzmw-aurai-advisormcp · other | Provides advisory capabilities through specialized AI-powered consultation and guidance functions with enterprise-grade operational support. | 11 stars · 3 forks | No one-command install · Source | |
| 2520 | 68.021 | n2n-nexusmcp · other | A local digital asset hub for multi-AI assistant collaboration, offering real-time meeting rooms and structured project vaults with zero-configuration… | 11 stars · 3 forks | No one-command install · Source | |
| 2521 | 68.021 | davidmosiah-whoopmcp · other | Unofficial WHOOP integration for AI health, sleep, recovery, and performance data access. | 11 stars · 3 forks | No one-command install · Source | |
| 2522 | 68.063 | delorenj-super-windows-climcp · other | Provides unrestricted Windows system access and command execution across multiple shells for remote administration and complex task automation. | 7 stars · 6 forks | No one-command install · Source | |
| 2523 | 68.063 | ejb503-interview-roleplaymcp · other | Provides an AI-powered interview roleplay system for dynamic simulation of customizable interview scenarios, enabling practice and skill improvement… | 7 stars · 6 forks | No one-command install · Source | |
| 2524 | 68.063 | adarshp14-google-formmcp · other | Enables creation and management of Google Forms through natural language requests, converting conversational inputs into structured form elements for… | 7 stars · 6 forks | No one-command install · Source | |
| 2525 | 68.063 | carterlasalle-system-informationmcp · other | Gathers detailed development environment data to enhance context-aware assistance in code editors, enabling tailored coding suggestions and… | 7 stars · 6 forks | No one-command install · Source | |
| 2526 | 68.063 | yuanpeng-li-gradescopemcp · other | Integrates with Gradescope for course management, grading workflows, regrade review, and AI-assisted grading. | 7 stars · 6 forks | No one-command install · Source | |
| 2527 | 68.063 | xuanxt-atlassian-cloudmcp · other | Integrates with Atlassian Cloud (Confluence and Jira) to provide comprehensive workspace management with full CRUD operations on pages, issues… | 7 stars · 6 forks | No one-command install · Source | |
| 2528 | 68.063 | geezoria-fl-studiomcp · other | Control FL Studio 2025 from AI assistants with 160+ tools covering transport, patterns, piano roll, mixer, and voice-to-MIDI. | 7 stars · 6 forks | No one-command install · Source | |
| 2529 | 68.063 | smbcloudmcp · other | MCP interface for smbCloud | 7 stars · 6 forks | No one-command install · Source | |
| 2530 | 68.063 | kusto-mcpmcp · other | Enables AI assistants to query Azure Data Explorer using natural language, eliminating the need to write KQL. | 7 stars · 6 forks | No one-command install · Source | |
| 2531 | 68.220 | tyler-blaine-hall-rocqmcp · other | Integrates the Coq proof assistant with natural language inputs to enable automated dependent type checking, inductive type definition, and property… | 10 stars · 4 forks | No one-command install · Source | |
| 2532 | 68.220 | together-ai-flux1-schnellmcp · other | Integrates with Together AI's Flux.1 Schnell model to provide high-quality image generation with customizable dimensions, clear error handling, and… | 10 stars · 4 forks | No one-command install · Source | |
| 2533 | 68.220 | michaeldvinci-audiobookshelfmcp · other | Comprehensive Audiobookshelf integration with 25+ tools for audiobook and podcast library management | 10 stars · 4 forks | No one-command install · Source | |
| 2534 | 68.220 | andresthor-cmd-linemcp · other | Safely run command-line arguments for Unix/macOS systems. | 10 stars · 4 forks | No one-command install · Source | |
| 2535 | 68.220 | gov-it-legal-mcpmcp · other | Provides real-time access to Italian legislation and administrative court rulings through Normattiva, OpenGA, and GA Portal. | 10 stars · 4 forks | No one-command install · Source | |
| 2536 | 68.220 | derekprovance-lifeupmcp · other | Connects to LifeUp gamification app on Android devices over local network to manage tasks, achievements, shop items, and track user progress for… | 10 stars · 4 forks | No one-command install · Source | |
| 2537 | 68.220 | michabbb-graphitimcp · other | Transforms conversations and structured data into a persistent Neo4j knowledge graph with temporal metadata, extracting entities and relationships… | 10 stars · 4 forks | No one-command install · Source | |
| 2538 | 68.220 | giannisanni-kokoro-ttsmcp · other | Integrates with the Kokoro TTS engine to provide customizable text-to-speech capabilities, supporting cross-platform audio playback and file output… | 10 stars · 4 forks | No one-command install · Source | |
| 2539 | 68.315 | cleanslicemcp · other | Architecture documentation and patterns for building NestJS and Nuxt full-stack applications. | 18 stars · 1 fork | No one-command install · Source | |
| 2540 | 68.509 | mcp-lightragmcp · other | Enables AI assistants to interact with LightRAG knowledge graphs, supporting smart upsert for Obsidian vaults, semantic queries, and document/graph… | 8 stars · 6 forks | No one-command install · Source | |
| 2541 | 68.547 | kukapay-blocknative-mcpmcp · other | Providing real-time gas price predictions across multiple blockchains, powered by Blocknative. | 4 stars · 7 forks | No one-command install · Source | |
| 2542 | 68.547 | trustifymcp · other | Integrates with Trustify supply chain security platforms to query SBOMs and packages, retrieve vulnerability information by CVE ID or PURL, analyze… | 4 stars · 7 forks | No one-command install · Source | |
| 2543 | 68.547 | regen-computemcp · other | Enables AI coding assistants to estimate session energy footprint and retire verified ecocredits on Regen Network, providing on-chain proof of… | 4 stars · 7 forks | No one-command install · Source | |
| 2544 | 68.702 | renlab-pronouncemcp · other | Developer pronunciation dictionary with 544+ entries for tech jargon (kubectl, nginx, GIF, JSON) providing audio pronunciations sourced from creator… | 39 stars | No one-command install · Source | |
| 2545 | 68.715 | ndchikin-referencemcp · other | Integrates with CiteAs and Google Scholar to retrieve BibTeX-formatted citation data using DOIs, URLs, or keywords for seamless research citation… | 14 stars · 2 forks | No one-command install · Source | |
| 2546 | 68.715 | plyght-canvas-lmsmcp · other | Integrates with Canvas Learning Management System to provide comprehensive course management, assignment submission, messaging, calendar events… | 14 stars · 2 forks | No one-command install · Source | |
| 2547 | 68.715 | osirishorus-opencoffermcp · other | Provides tools for managing accounts, transactions, and spending analysis in the OpenCoffer self-hosted finance app. | 14 stars · 2 forks | No one-command install · Source | |
| 2548 | 68.715 | unity-mcp-efficientmcp · other | Enables AI clients to control a Unity Editor with a small, token-efficient six-tool facade while retaining access to the full upstream Unity MCP… | 14 stars · 2 forks | No one-command install · Source | |
| 2549 | 68.715 | apple-photos-mcpmcp · other | Enables AI assistants to query and export from the macOS Apple Photos library using natural language, backed by osxphotos. | 14 stars · 2 forks | No one-command install · Source | |
| 2550 | 68.715 | filesystem-contextmcp · other | Secure, read-only filesystem exploration and analysis | 14 stars · 2 forks | No one-command install · Source | |
| 2551 | 68.715 | scrapflymcp · other | Enterprise web scraping with built-in anti-bot handling and proxy rotation | 14 stars · 2 forks | No one-command install · Source | |
| 2552 | 68.847 | sivachow-learning-adaptermcp · other | Adaptive proxy that intelligently filters MCP tool responses by learning which data fields are most valuable, reducing token usage while providing… | 19 stars · 1 fork | No one-command install · Source | |
| 2553 | 68.847 | douglac-bancomcp · other | Brazilian Open Finance integration with 30+ banks including Itaú, Bradesco, and Nubank. | 19 stars · 1 fork | No one-command install · Source | |
| 2554 | 68.847 | kumoproductions-cinema4dmcp · other | Bridges AI language models to Cinema 4D 2026 for 3D scene inspection, material authoring, and rigging automation. | 19 stars · 1 fork | No one-command install · Source | |
| 2555 | 68.847 | florianbruniaux-dep-scopemcp · other | Symbol-level npm dependency analysis with scan verdicts and native alternative suggestions. | 19 stars · 1 fork | No one-command install · Source | |
| 2556 | 68.847 | doublegate-cyberchefmcp · other | Converts CyberChef's 300+ cryptographic, encoding, compression, and data analysis operations into individual tools for cybersecurity analysis, data… | 19 stars · 1 fork | No one-command install · Source | |
| 2557 | 68.921 | arathald-file-editormcp · other | Provides file operations for reading, writing, and editing on host systems. | 9 stars · 6 forks | No one-command install · Source | |
| 2558 | 68.921 | flowcore-mcp-flowcore-platformmcp · other | Interact with Flowcore to perform actions, ingest data, and analyse, cross reference and utilise any data in your data cores, or in public data cores… | 9 stars · 6 forks | No one-command install · Source | |
| 2559 | 68.921 | iapticmcp · other | Integrates with Iaptic's customer and transaction data to enable querying, analysis, and insights for e-commerce and customer support tasks. | 9 stars · 6 forks | No one-command install · Source | |
| 2560 | 68.921 | k-public-data-mcpmcp · other | Integrates Korean public data sources including law, court cases, corporate disclosures, and public data portal, with comparative US and German case… | 9 stars · 6 forks | No one-command install · Source | |
| 2561 | 68.921 | twolven-codesavantmcp · other | Provides a robust code management and execution interface for reading, writing, versioning, and running code across multiple projects and languages. | 9 stars · 6 forks | No one-command install · Source | |
| 2562 | 69.000 | donnel666-uart-serialmcp · other | Direct access to UART/serial interfaces for hardware devices, microcontrollers, and embedded systems | 12 stars · 3 forks | No one-command install · Source | |
| 2563 | 69.000 | farmerajf-apple-remindersmcp · other | Native Swift integration with Apple Reminders for comprehensive task management via EventKit on macOS | 12 stars · 3 forks | No one-command install · Source | |
| 2564 | 69.000 | houtini-fanoutmcp · other | Content gap analysis tool that identifies which user queries your content answers and which it misses | 12 stars · 3 forks | No one-command install · Source | |
| 2565 | 69.000 | kingdomseed-structured-workflowmcp · other | Provides structured workflow guidance for disciplined software engineering practices through four specialized methodologies (refactoring, feature… | 12 stars · 3 forks | No one-command install · Source | |
| 2566 | 69.000 | gh-sidneybissoli-medical-terminologiesmcp · other | Unified access to global medical terminologies: ICD-11, SNOMED CT, LOINC, RxNorm, MeSH, ATC, CID-10. | 12 stars · 3 forks | No one-command install · Source | |
| 2567 | 69.000 | litestar-mcpmcp · other | A Litestar plugin that automatically exposes marked routes as MCP tools and resources over Streamable HTTP. | 12 stars · 3 forks | No one-command install · Source | |
| 2568 | 69.255 | evangstav-personal-health-trackermcp · other | Integrates personal health data tracking with natural language querying and visualization for privacy-focused local analysis and trend insights. | 10 stars · 5 forks | No one-command install · Source | |
| 2569 | 69.255 | catalystneuro-read-imagesmcp · other | Integrates with OpenRouter's vision models to enable image analysis and content extraction through natural language queries. | 10 stars · 5 forks | No one-command install · Source | |
| 2570 | 69.255 | haris-excelmcp · other | Enables Excel file manipulation capabilities including workbook creation, data manipulation, formatting, charts, and pivot tables without requiring… | 10 stars · 5 forks | No one-command install · Source | |
| 2571 | 69.255 | wildebeest-pdf-formsmcp · other | Provides tools for finding PDF files, extracting form field information, and visualizing form fields in PDF documents using PyMuPDF. | 10 stars · 5 forks | No one-command install · Source | |
| 2572 | 69.255 | assetclimcp · other | Enables natural language interaction for token launches, liquidity management, and treasury operations on Solana via the Model Context Protocol. | 10 stars · 5 forks | No one-command install · Source | |
| 2573 | 69.255 | lgcarrier-xrplmcp · other | Provides direct access to XRP Ledger data and functionality, enabling querying account information, transaction history, and submitting signed… | 10 stars · 5 forks | No one-command install · Source | |
| 2574 | 69.255 | patrickdappollonio-domaintools-whois-dnsmcp · other | Provides DNS and WHOIS query capabilities for AI assistants. It enables AI models to perform DNS lookups both via local DNS resolvers and remote… | 10 stars · 5 forks | No one-command install · Source | |
| 2575 | 69.255 | tradepoli-mcpmcp · other | Enables querying U.S. politician stock trades from public disclosures, running backtests, and generating daily briefings via MCP tools. | 10 stars · 5 forks | No one-command install · Source | |
| 2576 | 69.273 | garume-manifoldmcp · other | Define operations once and expose them through both CLI and MCP surfaces via source generation. | 20 stars · 1 fork | No one-command install · Source | |
| 2577 | 69.273 | gh-datakurre-brick-mcpmcp · other | Create, inspect, and edit LEGO models in BrickLink Studio and LDraw formats. | 20 stars · 1 fork | No one-command install · Source | |
| 2578 | 69.273 | resolve-ai-bridgemcp · other | Lets AI clients inspect and control DaVinci Resolve projects via MCP tools. | 20 stars · 1 fork | No one-command install · Source | |
| 2579 | 69.318 | dncampo-fiware-context-brokermcp · other | Bridges AI assistants with FIWARE Context Brokers, enabling natural language interaction with IoT data for querying, publishing, and updating… | 3 stars · 8 forks | No one-command install · Source | |
| 2580 | 69.349 | deep-shah-doclingmcp · other | Integrates IBM's Docling software to parse and convert various document formats into standardized Markdown, enabling efficient document processing and… | 11 stars · 4 forks | No one-command install · Source | |
| 2581 | 69.349 | image-reader-mcpmcp · other | Enables listing image files in a directory and reading their content as base64 for display. | 11 stars · 4 forks | No one-command install · Source | |
| 2582 | 69.349 | novel-ranksmcp · other | 获取番茄小说榜单数据并解密字体加密内容，支持MCP协议自动注册为工具。 | 11 stars · 4 forks | No one-command install · Source | |
| 2583 | 69.349 | mark3labs-phalcon-blocksecmcp · other | Integrates with BlockSec's blockchain analysis platform to provide detailed transaction insights across multiple blockchains, including tracing… | 11 stars · 4 forks | No one-command install · Source | |
| 2584 | 69.349 | galoishllee-sagemathmcp · other | Integrates with local SageMath installations to execute mathematical computations and check version information with configurable timeouts for… | 11 stars · 4 forks | No one-command install · Source | |
| 2585 | 69.349 | izyuusya-japan-datamcp · other | Access Japanese public data including e-Stat statistics, corporate numbers, and real estate information. | 11 stars · 4 forks | No one-command install · Source | |
| 2586 | 69.392 | mashriram-azuremcp · other | Integrates with Azure Blob Storage and Cosmos DB to enable secure reading, manipulation, and querying of cloud data resources. | 5 stars · 7 forks | No one-command install · Source | |
| 2587 | 69.392 | sergeyklay-poe2mcp · other | Provides real-time access to Path of Exile 2 game data including currency exchange rates, item prices, wiki content, datamined information, and ladder… | 5 stars · 7 forks | No one-command install · Source | |
| 2588 | 69.545 | chenningling-apple-remindersmcp · other | Integrates with Apple's Reminders app to create, read, and manage tasks with specified parameters like titles, notes, due dates, and priority levels | 15 stars · 2 forks | No one-command install · Source | |
| 2589 | 69.545 | valerian7-resource-hackermcp · other | Command-line access to Resource Hacker for extracting, adding, deleting, and modifying resources in Windows PE files including icons, bitmaps, and… | 15 stars · 2 forks | No one-command install · Source | |
| 2590 | 69.545 | gleicon-osv-security-analyzermcp · other | Integrates with OSV.dev to identify and analyze potential vulnerabilities in codebases, providing dependency checking and code security analysis with… | 15 stars · 2 forks | No one-command install · Source | |
| 2591 | 69.545 | xeron688-xiaohongshu-contentmcp · other | Generates structured content outlines and images for Xiaohongshu with multi-page project management, AI-powered image generation, and persistent… | 15 stars · 2 forks | No one-command install · Source | |
| 2592 | 69.545 | rijksmuseum-mcpmcp · other | Lets you explore the Rijksmuseum's artwork collections through natural conversation with an AI assistant. | 15 stars · 2 forks | No one-command install · Source | |
| 2593 | 69.750 | web-ui-copymcp · other | Transforms webpage content into a fully inlined, script-free HTML document with base64-encoded resources, enabling comprehensive web page analysis and… | 13 stars · 3 forks | No one-command install · Source | |
| 2594 | 69.750 | halfaipg-domain-findermcp · other | Generates creative, brandable domain names by combining word manipulation techniques with real-time availability checking across 1,441+ TLDs, using… | 13 stars · 3 forks | No one-command install · Source | |
| 2595 | 69.750 | wolfram-language-mcpmcp · other | Enables mathematical computation via Wolfram Language/Mathematica integration, supporting calculations, equation solving, calculus, matrix operations… | 13 stars · 3 forks | No one-command install · Source | |
| 2596 | 69.750 | tokenlife-mcpmcp · other | Enables AI to autonomously play the TokenLife text-based life simulation game, from birth to death, experiencing events like censorship and era… | 13 stars · 3 forks | No one-command install · Source | |
| 2597 | 69.750 | velesnitski-youtrackmcp · other | Provides comprehensive access to YouTrack for issue tracking, agile boards, time tracking, and knowledge base management. | 13 stars · 3 forks | No one-command install · Source | |
| 2598 | 69.841 | instagrammcp · other | Instagram is a social media platform for sharing photos, videos, and stories. Only supports Instagram Business and Creator accounts, not Instagram… | 4,850 installs | No commit datelisted | No one-command install · Source |
| 2599 | 69.986 | felores-cloudinarymcp · other | Integrates with Cloudinary to enable seamless image and video uploads with customizable parameters for dynamic content management. | 10 stars · 6 forks | No one-command install · Source | |
| 2600 | 69.986 | chandrahas455-photoshop-controllermcp · other | Enables direct control of Adobe Photoshop through natural language commands for manipulating layers, text, images, and effects without switching… | 10 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.