Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3601 | 22.524 | shashwatgtm-impact-v2mcp · other | Hypothesis-driven B2B positioning engine with strategic tools for identifying buyer champions, mapping competitive alternatives, and crafting… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | wh131462-boundarymcp · other | Structures complex decisions into analytical frameworks by exposing variables, constraints, trade-offs, and cognitive biases. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | angular-i18n-mcpmcp · otheralso listed as ffeldhaus-angular-i18n | Manages Angular internationalization (i18n) by extracting, listing, and updating translation strings in XLIFF format through MCP tools. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | almond-bongbong-s3-uploadermcp · other | Uploads images to Amazon S3 from local files or macOS clipboard and generates presigned URLs for sharing. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | disk-clean-mcpmcp · other | Enables read-only analysis of local disk usage to identify cleanup targets by size, type, recency, and duplicates. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | wmeints-media-editormcp · other | Provides FFmpeg-powered media editing tools for video trimming, audio transcription, and thumbnail generation. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | wedsamuel1230-electronicsmcp · other | Provides resistor color code decoding, capacitor impedance calculations, and GPIO pin reference for ESP32, Arduino, and STM32 microcontrollers. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | aseprite-mcpmcp · other | Enables AI assistants to automate Aseprite tasks such as sprite sheet export, frame extraction, and Lua scripting for sprite manipulation. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | zcsabbagh-knowledge-graphmcp · other | Knowledge graph for student learning with spaced repetition scheduling and multi-dimensional mastery tracking. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | diskcleankitmcp · other | Integrates with DiskCleanKit to scan and clean junk files on macOS. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | quanticsoul4772-langbase-reasoningmcp · other | Structured reasoning with Langbase Pipes integration supporting nine modes including linear, tree-based, divergent thinking, and Graph-of-Thoughts | 1 star | No one-command install · Source | |
| 3601 | 22.524 | atarkowska-pdftoolsmcp · other | PDF reader and text extraction | 1 star | No one-command install · Source | |
| 3601 | 22.524 | angelogiacco-harvestrmcp · other | Manage customer feedback and product discoveries on Harvestr.io | 1 star | No one-command install · Source | |
| 3601 | 22.524 | parth2004124-zerodha-mock-tradingmcp · other | Mock trading interface for Zerodha brokerage with realistic order execution simulation, portfolio management, and P&L tracking for safe algorithmic… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | vedantparmar12-azure-omni-toolmcp · other | Bridges natural language requests to Azure CLI execution with plan-and-review workflows and safety validation for managing Azure resources. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | williamnning316-binancemcp · other | Provides cryptocurrency market data from Binance including real-time prices, 24-hour statistics, candlestick data, technical indicators, and order… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | akkshay10-mockservermcp · other | Programmatically control MockServer for HTTP mocking and request verification | 1 star | No one-command install · Source | |
| 3601 | 22.524 | anarkitty1-semantic-framemcp · other | Token-efficient semantic compression for numerical data | 1 star | No one-command install · Source | |
| 3601 | 22.524 | eficode-agiledaymcp · other | Connects Agileday's talent and skills platform with natural language queries to find employees by competency, retrieve profiles, and explore… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | langgraph4j-plantumlmcp · other | Converts diagram images into PlantUML code through vision model analysis, structured validation, and automatic syntax generation with error correction… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | ngandugilbert-cellpilotmcp · other | Provides comprehensive Excel file manipulation using NPOI library for creating workbooks, reading and writing cells, managing sheets, and performing… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | mcp-context-mastermcp · other | Automatically analyzes project dependencies to discover and download the most relevant documentation, enabling developers to quickly set up… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | ufo23005-mission-controlmcp · other | Enables task automation and validation through iterative workflows with configurable success criteria, attempt tracking, and intelligent feedback… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | omazapa-rootmcp · other | Execute Python and C++ code using CERN's ROOT data analysis framework | 1 star | No one-command install · Source | |
| 3601 | 22.524 | elinsky-gtd-project-managermcp · other | Automates GTD project management by creating structured project files with YAML frontmatter and markdown templates, validating metadata against… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | ankaleshsarma-leave-managementmcp · other | Provides comprehensive leave management functionality including request submission, approval workflows, balance tracking, and HR reporting for… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | subnet-calculator-mcpmcp · other | Enables IPv4 subnet planning and validation, including CIDR prefix calculation, wildcard mask generation, and host position lookup for network… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | forceinjection-markdown-tocmcp · other | Parses markdown documents to extract heading structures and generate formatted table of contents with support for various markdown heading formats. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | jrszilard-diy-helper-building-codesmcp · other | Building code lookup and compliance checking for residential construction projects with National Electrical Code, International Residential Code, and… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | armor-cryptomcp · other | Multi-blockchain cryptocurrency portfolio management with 30+ tools for trading, DCA, staking, and cross-chain operations | 1 star | No one-command install · Source | |
| 3601 | 22.524 | kaina3-python-debuggermcp · other | Provides Python debugging capabilities through breakpoint-based execution control and variable inspection, enabling controlled script execution with… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | golto-pylpexmcp · other | Provides code execution, tokenization, and interpreter state management for the Pylpex programming language with Python-like syntax supporting… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | vaibhavanand31-zk-lighter-trading-botmcp · other | Integrates with ZK Lighter protocol for automated cryptocurrency trading on BTC, ETH, SOL, and HYPE markets using technical analysis indicators… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | asthanaji05-pokeapimcp · other | Access comprehensive Pokémon data from PokeAPI | 1 star | No one-command install · Source | |
| 3601 | 22.524 | geekshacking-mcpmcp · other | Manages #TODO comments in source code files, enabling you to add and query TODOs via MCP. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | ivanrublev-keyphrasesmcp · other | Extracts meaningful keyphrases from text documents using BERT-based sentence transformers and spaCy tokenization with customizable stop word filtering… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | tejascm007-remote-expense-trackermcp · other | Provides structured expense categorization through a JSON-based system covering 20 major expense types with detailed subcategories for building… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | mcp-md-pdfmcp · other | Converts Markdown files to Word (.docx) and PDF documents. Supports .dotx templates for branded styling and batch conversion. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | jojoslice-readme-generatormcp · other | Automatically analyzes project directories to generate professional README.md files with badges, project structure visualization, technology… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | trello-task-manager-mcpmcp · other | Integrates with Trello to manage tasks and cards with features like creating, updating, and marking tasks as in-progress or completed, as well as… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | danbooru-tagsmcp · other | Extract tags from any Danbooru post and explore categories at a glance. Analyze character-specific tag frequencies to surface top traits and clothing… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | mochi-mcpmcp · other | Enables creating, managing, and reviewing Mochi flashcards via the Model Context Protocol, supporting card CRUD, deck organization, and spaced… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | therealtimex-charts-antvmcp · other | Generate charts using AntV visualization library | 1 star | No one-command install · Source | |
| 3601 | 22.524 | customer-jira-tracker-mcpmcp · other | Enables tracking customer-specific JIRA tickets with full CRUD operations, comments, and Markdown export, integrated with Cursor IDE via MCP. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | mcp-gdbmimcp · other | Enables debugging of programs through GDB/MI, allowing breakpoints, stepping, and register analysis via natural language. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | krithika93-career-break-resiliencemcp · other | Integrates with N8N workflows to filter and curate resume bullet points based on automated relevance scoring, enabling job seekers to quickly tailor… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | avanishd-3-mathmcp · other | Provides basic arithmetic operations and matrix multiplication with 64-bit floating point precision, handling edge cases like division by zero and… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | xcodemcp · other | Integrates with Apple's development ecosystem to enable Xcode project building, testing, simulator management, app installation, and dependency… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | cookwith-recipemcp · other | Generate and transform recipes with dietary preferences and nutritional goals | 1 star | No one-command install · Source | |
| 3601 | 22.524 | jsony-mcpmcp · other | Enables AI assistants to read, write, query, and manage JSON data files with automatic ID and timestamp generation. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | korea-weather-mcpmcp · other | Provides real-time weather information for South Korea, including temperature, sky condition, precipitation type, humidity, and precipitation amount… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | conversation-save-loadmcp · other | Provides persistent conversation storage through local file system operations with save and load tools for maintaining dialogue context across… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | zhaokang555-guozaokemcp · other | Integrates with GuoZaoKe (果早客) Chinese technology news platform using web scraping to provide access to news feeds, topic discussions, and community… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | umutckem-isparta-uni-obsmcp · other | Integrates with Isparta University's student information system using web scraping to retrieve course schedules, grades, transcripts, and academic… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | emicklei-protobuf-formattermcp · other | Formats Protocol Buffer (.proto) files with consistent indentation and standardized conventions for cleaner, more maintainable code | 1 star | No one-command install · Source | |
| 3601 | 22.524 | ms-teamsmcp · other | Provides a standardized interface for interacting with Microsoft Teams tools and services through the Model Context Protocol. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | puch-interactive-mind-mapsmcp · other | Generates interactive mind maps through conversational refinement using Google Gemini and DSPy, asking clarifying questions to gather context before… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | annotationmcp · other | Provides persistent note-taking and task management through JSON file storage, enabling creation and management of pages with checkable annotations… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | computer-control-mcp-landsmcp · other | Provides comprehensive computer control capabilities including mouse and keyboard automation, screen capture, OCR text recognition, and window… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | rajeshrah22-nmstatemcp · other | Integrates with Linux NetworkManager through libnmstate library to query current network interface configurations and apply declarative YAML-based… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | compose-and-dragons-dungeon-explorermcp · other | Text-based RPG system that loads dungeon layouts from YAML files and maintains player state for exploring procedurally-defined dungeons, fighting… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | libra850-obsidian-vault-managermcp · other | Integrates with Obsidian vaults to provide template-based note creation with variable substitution, wiki-style link management, and automated… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | povedaaqui-auto-snapmcp · other | Provides automated snapshot functionality for capturing and managing system or application state at specific points in time | 1 star | No one-command install · Source | |
| 3601 | 22.524 | a-share-mcpmcp · other | Enables users to query Chinese A-share stock data, including stock basics, historical prices, financial reports, and macroeconomic indicators. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | mcp-clipboardifymcp · other | Provides clipboard access tools (get and set) for AI assistants via the Model Context Protocol, enabling seamless clipboard operations across… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | splice-weavermcp · other | Provides AST-powered semantic code editing capabilities across 20+ programming languages through ast-grep integration, enabling precise… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | tdd-mcpmcp · other | Guides developers through disciplined Test-Driven Development cycles with session state management and phase transitions, ensuring test-first… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | webpage-timestampsmcp · other | Extracts webpage creation, modification, and publication timestamps from HTML meta tags, HTTP headers, JSON-LD structured data, microdata, OpenGraph… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | stonksmcp · other | Automates stock analysis and news updates in Google Sheets using AI-powered insights, enabling users to manage stock data and generate comprehensive… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | puffer-finance-mcpmcp · other | Enables cross-chain bridging via Everclear and Chainlink CCIP, and management of DeFi strategies on Puffer Finance across multiple networks. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | auto-video-generator-mcpmcp · other | An MCP-based intelligent video generation system that automatically adds subtitles, synthesizes voice, and edits video clips. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | puchai-resume-portfoliomcp · other | Serves personal resume data in multiple formats and fetches web content with automatic format conversion, validation tools, and content simplification… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | admica-autobuildmcp · other | Provides profile-based build automation with asynchronous queuing, file system watching, and lifecycle management for automated builds, continuous… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | jina-ai-readermcp · other | Converts web pages into clean Markdown format using Jina AI's r.jina.ai service with automatic content caching, token counting, and change detection… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | context-composemcp · other | A system for defining, composing, and managing task-specific contexts for AI-powered development, enabling consistent, high-quality results. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | ytmcpmcp · other | Enables AI assistants to fetch YouTube video transcripts with precise timestamps, multi-language support, and time-range filtering. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | philips-hue-mcp-servicemcp · other | Enables control of Philips Hue lights through the Model Context Protocol, providing tools for turning lights on/off, setting brightness and color, and… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | vultr-dns-mcpmcp · other | Enables management of Vultr DNS records through natural language with AI assistants or direct Python integration. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | kukapay-ensmcp · other | Resolves ENS domains to Ethereum addresses and retrieves comprehensive domain information including ownership, registration history, and resolver… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | radiateb2b-linkedin-adsmcp · other | Analyse your LinkedIn Ads performance. Compare to benchmarks and get optimisation recommendations. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | jpbullalayao-pokepastemcp · other | Converts Pokemon team compositions into shareable Pokepaste URLs by accepting detailed Pokemon configurations including stats, moves, abilities… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | intelliglow-smart-lightingmcp · other | Provides intelligent smart lighting control through UDP network communication, enabling discovery, connection, and control of physical smart bulbs on… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | chapel-supportmcp · other | Enables AI assistants to work with Chapel code, including compiling, linting, and accessing educational primers. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | league-of-legendsmcp · other | Provides real-time access to League of Legends esports data including live matches, schedules, leagues, event details, and VODs through a standardized… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | chakotay-lee-source-codemcp · other | Manage source code and files on your machine | 1 star | No one-command install · Source | |
| 3601 | 22.524 | zerodha-kitemcp · other | Enables natural language interaction with Zerodha Kite trading platform for executing stock orders, retrieving portfolio information, and managing… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | anish-1101-lab-sticky-notesmcp · other | Enables creation, reading, and management of personal notes directly within conversations through a lightweight text-based storage system | 1 star | No one-command install · Source | |
| 3601 | 22.524 | u3588064-entity-resolutionmcp · other | Compares entities using syntactic and semantic methods to determine if differently formatted records refer to the same real-world entity, ideal for… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | mcp-ortoolsmcp · other | Enables Large Language Models to submit and solve constraint satisfaction and optimization problems using Google OR-Tools through JSON model… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | rossja-asnlookupmcp · other | Provides network analysis tools for security professionals, enabling IP address lookups with ASN information and organization details for incident… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | personality-test-mcpmcp · other | Enables AI models to administer personality tests, score responses, and provide personality type assessments, with optional integration with Ollama… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | chuk-mcp-s3-bucket-managermcp · other | The CHUK MCP S3 Bucket Manager is a Python-based tool for managing Amazon S3 buckets using the MCP runtime. This utility provides a simple interface… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | saurabhdaware-abellmcp · other | Enables AI assistants to interact with Abell static site generator for retrieving syntax documentation and scaffolding complete applications through… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | omer-ayhan-custom-contextmcp · other | Transforms unstructured text into structured JSON data using customizable templates with placeholders for extracting key information and generating… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | kaiafunmcp · other | Enables interaction with the KaiaFun memecoin platform for listing, buying, selling, and managing tokens on the Kaia blockchain. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | zeeroiq-pet-adoption-schedulermcp · other | Enables scheduling pet adoption appointments by providing a tool that returns a future timestamp when given a pet ID and name. | 1 star | No one-command install · Source | |
| 3601 | 22.524 | vaibhavgeek-one-inch-cross-chain-swapmcp · other | Execute cross-chain token swaps using 1inch Fusion+ | 1 star | No one-command install · Source | |
| 3601 | 22.524 | dice-rollmcp · other | Provides a simple dice rolling tool that generates random rolls with customizable dice faces and quantities, returning both individual results and… | 1 star | No one-command install · Source | |
| 3601 | 22.524 | tanker327-uuid-generatormcp · other | Generates timestamp-based UUID v7 identifiers that are chronologically sortable and collision-resistant, following RFC standards for reliable unique… | 1 star | 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.