Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 801 | 78.358 | mushroomfleet-transcriptiontoolsmcp · other | Processes and enhances transcribed text through error correction, natural formatting of timestamped content, and intelligent summarization using ACE… | 20 stars · 8 forks | No one-command install · Source | |
| 801 | 78.358 | bmorphism-saymcp · other | Leverages macOS 'say' command for customizable text-to-speech functionality, enabling dynamic voice output. | 20 stars · 8 forks | No one-command install · Source | |
| 801 | 78.358 | qeinfinity-binancemcp · other | Integrates with Binance to provide real-time cryptocurrency market data streaming for spot and futures markets, enabling automated trading strategies… | 20 stars · 8 forks | No one-command install · Source | |
| 804 | 78.332 | jbr-cargomcp · other | Provides safe access to Rust development workflows through whitelisted Cargo commands including check, clippy, test, build, bench, fmt, dependency… | 16 stars · 10 forks | No one-command install · Source | |
| 805 | 78.177 | codelipenghui-matmcp · other | Enables Java heap dump analysis through headless Eclipse MAT with OQL queries, leak detection reports, and 56 built-in analysis commands. | 24 stars · 5 forks | No one-command install · Source | |
| 805 | 78.177 | supercollider-osc-mcpmcp · other | Enables AI assistants to control SuperCollider audio synthesis via OSC, supporting melody, rhythm, and soundscape generation through MCP tools. | 24 stars · 5 forks | No one-command install · Source | |
| 805 | 78.177 | bsmi021-chain-of-draftmcp · other | Enables iterative reasoning through structured drafts with explicit reasoning chains, allowing for focused critiques and targeted revisions to improve… | 24 stars · 5 forks | No one-command install · Source | |
| 808 | 78.097 | mpalermiti-outlookmcp · other | Microsoft Outlook personal account access — 51 tools for mail, calendar, contacts, tasks, and drafts via Microsoft Graph. | 22 stars · 6 forks | No one-command install · Source | |
| 808 | 78.097 | ryan7t-wanyi-watermarkmcp · other | Removes watermarks from Chinese social media videos on Douyin and Xiaohongshu platforms using async processing and video manipulation to extract clean… | 22 stars · 6 forks | No one-command install · Source | |
| 808 | 78.097 | operantlabs-operantmcp · other | Security testing toolkit with 51 tools for penetration testing, forensics, and vulnerability assessment. | 22 stars · 6 forks | No one-command install · Source | |
| 808 | 78.097 | bigchx-3d-reliefmcp · other | Converts 2D images into 3D relief STL files for 3D printing by generating depth maps from brightness values and creating triangulated mesh surfaces… | 22 stars · 6 forks | No one-command install · Source | |
| 812 | 78.079 | james-see-draw-thingsmcp · other | Enables local AI image generation on macOS through the Draw Things application. | 27 stars · 4 forks | No one-command install · Source | |
| 813 | 78.054 | pranciskus-newsmcpmcp · other | Real-time world news aggregation with region and topic filtering. | 42 stars · 2 forks | No one-command install · Source | |
| 814 | 77.958 | crazyrabbitltc-ethers-walletmcp · other | Integrates with Ethereum networks and smart contracts using ethers.js to enable wallet operations, transaction management, and blockchain… | 14 stars · 10 forks | No one-command install · Source | |
| 815 | 77.932 | nickzren-opentargetsmcp · other | Access biomedical research data for targets, diseases, drugs, variants, and evidence | 19 stars · 8 forks | No one-command install · Source | |
| 816 | 77.901 | sysknifemcp · other | Your sysadmin co-pilot — an AI that administers Linux through typed, approval-gated, Ed25519-audited actions instead of shell strings. Reference… | 9 stars · 11 forks | No one-command install · Source | |
| 816 | 77.901 | zerocracy-project-managementmcp · other | Provides a bridge between Zerocracy's project management platform and development teams, offering actionable recommendations to improve productivity… | 9 stars · 11 forks | No one-command install · Source | |
| 818 | 77.862 | abhiphile-fermatmcp · other | Provides mathematical computation and plotting capabilities through matplotlib for data visualization, NumPy for numerical operations, and SymPy for… | 20 stars · 7 forks | No one-command install · Source | |
| 818 | 77.862 | butterlatte-zhang-unity-ai-bridgemcp · other | Remote-control Unity Editor from AI IDEs via file-based IPC with 62 tools covering scene, GameObject, asset, profiler, and test operations. | 20 stars · 7 forks | No one-command install · Source | |
| 818 | 77.862 | jonaolden-powerbi-tabularmcp · other | Connects to locally running Power BI Desktop tabular models via ADOMD.NET, enabling DAX query execution, metadata exploration, and model analysis with… | 20 stars · 7 forks | No one-command install · Source | |
| 818 | 77.862 | ab498-code-context-providermcp · other | Analyzes project directories to extract code structure and symbols using Tree-sitter parsers, providing tools for generating directory trees and… | 20 stars · 7 forks | No one-command install · Source | |
| 822 | 77.842 | jamiew-monarch-moneymcp · other | Access Monarch Money financial data including accounts, transactions, budgets, and investments. | 18 stars · 9 forks | No one-command install · Source | |
| 822 | 77.842 | titanmind-whatsappmcp · other | Integrates with TitanMind's WhatsApp platform to handle both free-form messaging within 24-hour windows and template-based campaigns, managing… | 18 stars · 9 forks | No one-command install · Source | |
| 824 | 77.779 | pycli-mcpmcp · other | Enables natural language interaction with any Python CLI application (Click, Typer, Argparse) through the Model Context Protocol. | 23 stars · 5 forks | No one-command install · Source | |
| 824 | 77.779 | universal-firefly-iii-ai-bridgemcp · other | Provides comprehensive AI-agnostic access to all Firefly III personal finance features via 66 tools, enabling natural language management of accounts… | 23 stars · 5 forks | No one-command install · Source | |
| 824 | 77.779 | bytedreamer-dotnet-frameworkmcp · other | Provides .NET Framework development capabilities through TCP communication, enabling project building with MSBuild, test execution across… | 23 stars · 5 forks | No one-command install · Source | |
| 827 | 77.754 | bsmi021-web-content-extractormcp · other | Extracts and processes web content using TypeScript, Cheerio, and Turndown for tasks like scraping, summarization, and data transformation. | 13 stars · 10 forks | No one-command install · Source | |
| 828 | 77.746 | herosizy-cucumberstudiomcp · other | Integrates with CucumberStudio's testing platform for managing BDD projects, scenarios, action words, and test executions through dual stdio and HTTP… | 21 stars · 6 forks | No one-command install · Source | |
| 829 | 77.567 | monarch-moneymcp · other | Integrates with Monarch Money for accounts, transactions, budgets, cashflow, investments, and credit history. | 12 stars · 10 forks | No one-command install · Source | |
| 830 | 77.488 | cervonwong-ilspymcp · other | Wraps ILSpy for .NET binary decompilation and static analysis from AI assistants. | 25 stars · 4 forks | No one-command install · Source | |
| 830 | 77.488 | tmdaidevs-fabric-ontologymcp · other | Full CRUD control of Ontology items in Microsoft Fabric, including entities, relationships, data bindings, and Power BI report links. | 25 stars · 4 forks | No one-command install · Source | |
| 830 | 77.488 | dphoeniixx-djebmcp · other | Integrates with JEB decompiler through a Python-Jython bridge to enable direct Android APK analysis, method decompilation, code element manipulation… | 25 stars · 4 forks | No one-command install · Source | |
| 830 | 77.488 | mcp-webdriveragentmcp · other | Provides tools to build, package, and sign WebDriverAgent for iOS, enabling natural language automation of Appium WebDriverAgent preparation via MCP. | 25 stars · 4 forks | No one-command install · Source | |
| 834 | 77.436 | yaddyvirus-darktablemcp · other | Controls Darktable photo editing software via natural language, supporting RAW and JPEG processing, non-destructive adjustments, batch editing, and… | 19 stars · 7 forks | No one-command install · Source | |
| 834 | 77.436 | dhravya-apple-native-appsmcp · other | Enables native macOS integration with Apple applications like Contacts, Notes, Messages, Mail, Reminders, Calendar, and Maps through JXA and… | 19 stars · 7 forks | No one-command install · Source | |
| 834 | 77.436 | videocapturemcp · other | Provides webcam access for capturing still images with camera control features including brightness adjustment, resolution settings, and basic image… | 19 stars · 7 forks | No one-command install · Source | |
| 834 | 77.436 | turlockmike-chessmcp · other | Integrates with chess engines and libraries to provide game analysis, move generation, and position evaluation for chess applications and research. | 19 stars · 7 forks | No one-command install · Source | |
| 838 | 77.401 | saleor-commercemcp · other | Interact with the Saleor Commerce platform to fetch information about products, orders and customers. | 18 stars · 8 forks | No one-command install · Source | |
| 839 | 77.366 | fellowtraveler-rust-filesystemmcp · other | Provides secure filesystem operations within allowed directories for controlled file management and data processing tasks. | 22 stars · 5 forks | No one-command install · Source | |
| 840 | 77.286 | nicktcode-swissgroceriesmcp · other | Real-time Swiss grocery shopping across Migros, Coop, Aldi, Denner, Lidl, and more with price comparison and store location. | 29 stars · 3 forks | No one-command install · Source | |
| 840 | 77.286 | fl0w1nd-grok2-imagemcp · other | Enables AI assistants to generate images through the Grok2 model using stdio transport for seamless integration into existing workflows. | 29 stars · 3 forks | No one-command install · Source | |
| 842 | 77.233 | agy-mcpmcp · other | Wraps Google Antigravity CLI into 11 typed MCP tools, enabling any MCP client to invoke agy for code review, prototyping, execution, and long-running… | 20 stars · 6 forks | No one-command install · Source | |
| 843 | 77.211 | kysigned-mcpmcp · other | Enables management of e-signature envelopes — create, check status, list, send reminders, and void — through natural language. | 37 stars · 2 forks | No one-command install · Source | |
| 843 | 77.211 | adird-corporate-dystopia-toolkitmcp · other | Provides a satirical corporate dystopia toolkit with HR-related tools that parody toxic workplace behaviors through functions for requesting raises… | 37 stars · 2 forks | No one-command install · Source | |
| 845 | 77.143 | samik081-proxmox-vemcp · other | Manage Proxmox VE virtual machines, containers, storage, and clusters. | 24 stars · 4 forks | No one-command install · Source | |
| 845 | 77.143 | csv-editormcp · other | Provides pandas-powered CSV file operations including data loading, filtering, transformation, statistical analysis, and quality validation through a… | 24 stars · 4 forks | No one-command install · Source | |
| 845 | 77.143 | gh-jmedure-ableton-livemcp · other | Controls Ableton Live for music production workflows. | 24 stars · 4 forks | No one-command install · Source | |
| 845 | 77.143 | vibe-composer-midimcp · other | Enables real-time music composition and playback through natural language commands using the JZZ MIDI library, supporting 128 General MIDI… | 24 stars · 4 forks | No one-command install · Source | |
| 845 | 77.143 | winterjung-korean-spellmcp · other | Integrates with Naver's spelling service to automatically correct grammatical errors, typos, and linguistic issues in Korean text. | 24 stars · 4 forks | No one-command install · Source | |
| 850 | 77.040 | dcspark-cryptowallet-evmmcp · other | Enables direct interaction with Ethereum and EVM-compatible blockchains for wallet creation, balance checking, transaction sending, and smart contract… | 10 stars · 10 forks | No one-command install · Source | |
| 851 | 77.014 | mhajder-ghostfoliomcp · other | Python integration for Ghostfolio portfolio management, supporting account queries, transaction imports, and market data access. | 21 stars · 5 forks | No one-command install · Source | |
| 851 | 77.014 | pixelpandamcp · other | Image editing and AI product photography with free local tools and premium generation features. | 21 stars · 5 forks | No one-command install · Source | |
| 851 | 77.014 | sequa-ai-sequa-mcpmcp · other | Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know your entire codebase and docs out of the box. | 21 stars · 5 forks | No one-command install · Source | |
| 851 | 77.014 | code-mergemcp · other | Enables code analysis and merging from multiple files in a project with efficient handling of file trees, content compression, and filtering through… | 21 stars · 5 forks | No one-command install · Source | |
| 851 | 77.014 | grumpydevmcp · other | Provides brutally honest, sarcastic code reviews from a simulated grumpy senior developer with 40+ years of experience, highlighting mistakes… | 21 stars · 5 forks | No one-command install · Source | |
| 856 | 76.996 | lensesmcp · other | Explore, transform, and join data in Kafka topics across multiple clusters | 28 stars · 3 forks | No one-command install · Source | |
| 856 | 76.996 | danielzhao1990-interactionmcp · other | Enables high-frequency communication between users and AI tools through multiple interface options, providing option selection and information… | 28 stars · 3 forks | No one-command install · Source | |
| 858 | 76.904 | xuanmu-bugbounty-mcpmcp · other | 独立自包含的SRC挖洞专用MCP工具包，提供32个侦察、漏洞检测、认证安全、信息提取等工具，零外部依赖，即装即用。 | 18 stars · 7 forks | No one-command install · Source | |
| 858 | 76.904 | haravan-pluginmdmcp · other | Manages Haravan e-commerce stores through 70 tools covering customers, orders, products, and inventory. | 18 stars · 7 forks | No one-command install · Source | |
| 858 | 76.904 | scimcp-owlmcp · other | Enables AI systems to manipulate Web Ontology Language (OWL) ontologies by adding, removing, and finding axioms through string-based representations… | 18 stars · 7 forks | No one-command install · Source | |
| 861 | 76.863 | yc-software-waasmcp · other | Connects AI assistants to Y Combinator's Work at a Startup platform for managing job applicants and candidate pipelines. | 17 stars · 8 forks | No one-command install · Source | |
| 861 | 76.863 | kukapay-crypto-rssmcp · other | Aggregates real-time cryptocurrency news from multiple RSS feeds with keyword filtering and Markdown formatting to help analyze market trends and… | 17 stars · 8 forks | No one-command install · Source | |
| 863 | 76.838 | johnzfitch-pyghidra-litemcp · other | Token-efficient Ghidra reverse engineering with decompilation, Swift/ObjC, ELF/Mach-O, and async progress support. | 35 stars · 2 forks | No one-command install · Source | |
| 863 | 76.838 | chrismcdermut-proletariat-climcp · other | Command-line task runner and workflow automation for development pipelines. | 35 stars · 2 forks | No one-command install · Source | |
| 865 | 76.819 | kukapay-crypto-orderbookmcp · other | Analyzes cryptocurrency order book depth and imbalance across major exchanges including Binance, Kraken, Coinbase, Bitfinex, OKX, and Bybit, providing… | 16 stars · 9 forks | No one-command install · Source | |
| 866 | 76.807 | himalayasmcp · other | Access tens of thousands of remote job listings and company information. | 19 stars · 6 forks | No one-command install · Source | |
| 866 | 76.807 | mcp-ethical-hackingmcp · other | Provides social media content extraction and analysis tools via MCP (Reddit and LinkedIn), while demonstrating security risks and obfuscation… | 19 stars · 6 forks | No one-command install · Source | |
| 866 | 76.807 | cablate-doc-forgemcp · other | Integrates document processing libraries to enable extraction, conversion, and manipulation across multiple file formats including PDF, DOCX, HTML… | 19 stars · 6 forks | No one-command install · Source | |
| 866 | 76.807 | yonaka15-pyodide-integrationmcp · other | Integrates Pyodide to enable Python execution in JavaScript environments. | 19 stars · 6 forks | No one-command install · Source | |
| 866 | 76.807 | ravinahp-surfmcp · other | For people who surf waves and the web. Unlocks wave analysis, forecasting, and custom surf applications. | 19 stars · 6 forks | No one-command install · Source | |
| 871 | 76.745 | benmyles-glyphmcp · other | Extracts code symbols from multiple programming languages using tree-sitter parsing to generate structured outlines with functions, classes… | 23 stars · 4 forks | No one-command install · Source | |
| 872 | 76.653 | nowaikitmcp · other | Enables AI to interact with ServiceNow instances via MCP, providing 400+ tools across all modules for automation, development, and management. | 15 stars · 9 forks | No one-command install · Source | |
| 872 | 76.653 | apex-mcpmcp · other | Enables AI assistants to build, inspect, and modify Oracle APEX 24.2 applications via natural language, providing 86 tools across 15 categories. | 15 stars · 9 forks | No one-command install · Source | |
| 872 | 76.653 | seanivore-markdown-to-pdf-convertermcp · other | Converts Markdown to styled PDFs, enabling creation of visually appealing documents with code highlighting and typography. | 15 stars · 9 forks | No one-command install · Source | |
| 872 | 76.653 | branch-thinkingmcp · other | Enables simultaneous management of multiple reasoning paths through a branch-based navigation system that supports creation, cross-referencing… | 15 stars · 9 forks | No one-command install · Source | |
| 872 | 76.653 | jamiesonio-defectdojomcp · other | Bridges to the DefectDojo vulnerability management system, enabling interaction with security findings, products, and engagements for streamlined… | 15 stars · 9 forks | No one-command install · Source | |
| 872 | 76.653 | cdugo-package-documentation-fetchermcp · other | Integrates with multiple package registries and documentation sources to provide up-to-date library information for code assistance, dependency… | 15 stars · 9 forks | No one-command install · Source | |
| 878 | 76.618 | alex-rimerman-statcastmcp · other | Queries MLB Statcast data from Baseball Savant, FanGraphs, and Baseball Reference using natural language. | 34 stars · 2 forks | No one-command install · Source | |
| 879 | 76.502 | keyboard-maestro-mcpmcp · otheralso listed as saihgupr-keyboard-maestro | Enables managing Keyboard Maestro macros with natural language commands, including creation, editing, execution, and debugging. | 20 stars · 5 forks | No one-command install · Source | |
| 879 | 76.502 | bmorphism-babashkamcp · other | Integrates with Babashka to enable dynamic Clojure code execution and interaction for scripting, data processing, and system automation tasks. | 20 stars · 5 forks | No one-command install · Source | |
| 879 | 76.502 | mkearl-dependency-trackermcp · other | Manage and analyze project dependencies, offering caching and flexible configuration for efficient tracking across complex software ecosystems. | 20 stars · 5 forks | No one-command install · Source | |
| 883 | 76.446 | ticktick-mcpmcp · other | Enables AI assistants to manage TickTick tasks through natural language, including creating, updating, completing, and deleting tasks, as well as… | 14 stars · 9 forks | No one-command install · Source | |
| 884 | 76.366 | imankamyabi-dynamodbmcp · other | Integrates with Amazon DynamoDB to enable natural language-based table management, capacity adjustment, and data operations while maintaining… | 17 stars · 7 forks | No one-command install · Source | |
| 885 | 76.331 | goreleasermcp · other | Integrates with GoReleaser's configuration engine to provide validation, deprecation fixes, and documentation access for maintaining and modernizing… | 22 stars · 4 forks | No one-command install · Source | |
| 885 | 76.331 | saravananjaichandar-world-modelmcp · other | Temporal knowledge graph for codebases with constraint enforcement at edit boundaries. | 22 stars · 4 forks | No one-command install · Source | |
| 885 | 76.331 | nslookup-iomcp · other | DNS lookups, SSL certificate checks, security scanning, and domain intelligence via nslookup.io. | 22 stars · 4 forks | No one-command install · Source | |
| 885 | 76.331 | xmannii-nobitex-cryptocurrencymcp · other | Provides real-time cryptocurrency market data from Nobitex exchange, enabling users to access current prices, trading statistics, and overall market… | 22 stars · 4 forks | No one-command install · Source | |
| 885 | 76.331 | sunwood-ai-labs-command-executormcp · other | Enables secure execution of pre-approved system commands for automation tasks, system management, and controlled access to host resources. | 22 stars · 4 forks | No one-command install · Source | |
| 890 | 76.278 | iakov-gan-visiomcp · other | Microsoft Visio diagram generation and manipulation with Azure service icons and architecture helpers. | 16 stars · 8 forks | No one-command install · Source | |
| 890 | 76.278 | story-protocolmcp · other | Integrates with Story Protocol's Python SDK to enable blockchain-based intellectual property management, including minting, registering, and licensing… | 16 stars · 8 forks | No one-command install · Source | |
| 890 | 76.278 | frgmt0-inkedmcp · other | Provides tools for managing and generating long-form content through conversation-based drafting and revision workflows, enabling efficient… | 16 stars · 8 forks | No one-command install · Source | |
| 890 | 76.278 | ronantakizawa-gis-dataconversionmcp · other | Provides a bridge between geographic data formats, enabling seamless conversion between WKT, GeoJSON, CSV, TopoJSON, and KML with support for reverse… | 16 stars · 8 forks | No one-command install · Source | |
| 894 | 76.275 | imjdl-nmap-scannermcp · other | Provides a secure, controlled interface for network administrators and security researchers to perform targeted network reconnaissance and analysis… | 18 stars · 6 forks | No one-command install · Source | |
| 894 | 76.275 | the0807-geeknewsmcp · other | Retrieves and extracts tech news, articles, and discussions from GeekNews using BeautifulSoup for more informed conversations about current technology… | 18 stars · 6 forks | No one-command install · Source | |
| 894 | 76.275 | mattmorgis-nuancedmcp · other | Provides code analysis capabilities using the nuanced library, offering tools for initializing code graphs, exploring function call relationships… | 18 stars · 6 forks | No one-command install · Source | |
| 894 | 76.275 | vincentf305-ollamamcp · other | Bridges to Ollama, enabling local language model capabilities for writing assistance, code generation, and data analysis. | 18 stars · 6 forks | No one-command install · Source | |
| 898 | 76.190 | nutribalance-mcpmcp · other | Free nutrition tools for AI assistants — calculate TDEE & personalised macros, look up food nutrition data, generate meal plans (standard, vegetarian… | 12,688 installs | No commit datelisted | No one-command install · Source |
| 899 | 76.182 | siqiliu-tsinghua-wolfram-enginemcp · other | Bridges AI assistants to a local Wolfram Engine for symbolic mathematics, numerical analysis, and data visualization via Wolfram Language evaluation. | 32 stars · 2 forks | No one-command install · Source | |
| 900 | 76.160 | flightradar24mcp · other | Access real-time and historical flight data from Flightradar24's aviation tracking service | 25 stars · 3 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.