Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 0.272 | fyndlingmcp · other | # fyndling-mcp Built for **medieval market fans, reenactors, and living-history enthusiasts** — and the AI assistants that help them plan. Fyndling… | 213 installs | No commit datelisted | No one-command install · Source |
| 2 | 0.544 | xskill-aimcp · other | AI content generation toolkit with 50+ models. Image/video generation (Seedance 2.0, FLUX, Kling, Sora), TTS, voice cloning, and more. | 214 installs | No commit datelisted | No one-command install · Source |
| 3 | 2.539 | preciomx-price-tracker-mexicomcp · other | Rastreador de precios para Mercado Libre Mexico. 120K+ productos con historial de precios, Deal Score, tendencias y recomendaciones de compra en… | 242 installs | No commit datelisted | No one-command install · Source |
| 4 | 3.537 | alan-mcintyremcp · other | Query Alan McIntyre's consulting profile — skills, project history, availability, and technical background for CodeReclaimers LLC engagements. | 393 installs | No commit datelisted | No one-command install · Source |
| 5 | 3.809 | sg-regulatory-data-mcpmcp · other | sg-regulatory-data-mcp | 245 installs | No commit datelisted | No one-command install · Source |
| 6 | 3.809 | boostaudiomcp · other | AI audio tools for music producers — stem splitting, vocal removal, BPM & key detection, audio-to-MIDI, format conversion, trimming, video-to-audio… | 394 installs | No commit datelisted | No one-command install · Source |
| 7 | 4.444 | muell-iomcp · other | muell-io | 252 installs | No commit datelisted | No one-command install · Source |
| 8 | 5.079 | flowsheetsmcp · other | Trigger workflows, manage worksheets, and collaborate on record discussions. Create, update, and delete records in bulk, generate share links, and get… | 264 installs | No commit datelisted | No one-command install · Source |
| 9 | 5.714 | witness-protocolmcp · other | witness-protocol | 270 installs | No commit datelisted | No one-command install · Source |
| 10 | 6.984 | crypto-quant-signal-mcpmcp · other | crypto-quant-signal-mcp | 282 installs | No commit datelisted | No one-command install · Source |
| 11 | 7.619 | wheretohitmcp · other | wheretohit | 287 installs | No commit datelisted | No one-command install · Source |
| 12 | 9.523 | podcast-commerce-intelligencemcp · other | Extract product mentions, sponsors, and trends from podcast transcripts. Returns structured data with product names, categories, confidence scores… | 290 installs | No commit datelisted | No one-command install · Source |
| 13 | 10.158 | mansamcp · other | mansa | 300 installs | No commit datelisted | No one-command install · Source |
| 14 | 10.340 | ganttamcp · other | Gantta is an AI-powered project management tool that turns conversations into actionable project plans, timelines, and task breakdowns. Tools Create… | 567 installs | No commit datelisted | No one-command install · Source |
| 15 | 10.884 | dezignworksmcp · other | Query DezignWorks reverse engineering software — features, file format compatibility, pricing, and technical capabilities for CAD sketch… | 596 installs | No commit datelisted | No one-command install · Source |
| 16 | 11.428 | basinvaultmcp · other | BasinVault Sales MCP gives AI assistants accurate, up-to-date facts about BasinVault—modules (Basin Intel, Company Vault, Equipment, free field… | 636 installs | No commit datelisted | No one-command install · Source |
| 17 | 11.700 | cloud101-koreamcp · other | 키워드 기반으로 한국어 IT/클라우드 뉴스, 기술 블로그 포스팅 및 국내외 세미나·웨비나·컨퍼런스 일정을 수집하여 제공합니다. 한국어 사용자 및 한국 기술 시장에 관심 있는 이용자들을 위한 curated 업데이트 허브입니다. 리서치, 기사 작성, 이벤트 기획 등에… | 653 installs | No commit datelisted | No one-command install · Source |
| 18 | 12.063 | lucy-apromcp · other | lucy-apro | 313 installs | No commit datelisted | No one-command install · Source |
| 19 | 12.698 | meetsync-mcpmcp · other | meetsync-mcp | 322 installs | No commit datelisted | No one-command install · Source |
| 20 | 13.061 | paris-wedding-celebrantmcp · other | Paris elopement and wedding ceremony guide — packages, venues, and vendor recommendations by Naïm Terrache | 700 installs | No commit datelisted | No one-command install · Source |
| 21 | 13.333 | legal-docsmcp · other | legal-docs | 324 installs | No commit datelisted | No one-command install · Source |
| 22 | 13.968 | aaaa-nexusmcp · other | aaaa-nexus | 331 installs | No commit datelisted | No one-command install · Source |
| 23 | 14.421 | chairflowmcp · other | Hazel is a 24/7 AI receptionist by ChairFlow. Book appointments, check availability, manage reservations, capture leads, and get business info for… | 755 installs | No commit datelisted | No one-command install · Source |
| 24 | 15.238 | settlegrid-discoverymcp · other | settlegrid-discovery | 337 installs | No commit datelisted | No one-command install · Source |
| 25 | 15.238 | outtolunchmcp · other | Daily world briefing that tells AI assistants what's actually happening right now. Leaders, conflicts, deaths, economic data, holidays. Updated daily… | 806 installs | No commit datelisted | No one-command install · Source |
| 26 | 16.507 | docpulse-mcpmcp · other | docpulse-mcp | 341 installs | No commit datelisted | No one-command install · Source |
| 27 | 16.870 | li-fimcp · other | Cross-chain swaps, bridging, and DeFi yield discovery via the LI.FI aggregator. Provides MCP tools for quotes, routes, token and chain metadata… | 901 installs | No commit datelisted | No one-command install · Source |
| 28 | 17.777 | human-statemcp · other | human-state | 364 installs | No commit datelisted | No one-command install · Source |
| 29 | 18.412 | sucesio-mcpmcp · other | The AI Seller for Sucesio.io — digital estate planning for expats in Europe. Structured data on product, pricing, use cases, security, and B2B… | 368 installs | No commit datelisted | No one-command install · Source |
| 30 | 20.408 | doorvault-ideal-scoringmcp · other | Real estate investment tools powered by DoorVault IDEAL Scoring v2.0. Analyze any rental property deal and get a structured verdict… | 1,073 installs | No commit datelisted | No one-command install · Source |
| 31 | 20.952 | test-101-2mcp · other | test-101 | 438 installs | No commit datelisted | No one-command install · Source |
| 32 | 20.952 | test-101mcp · other | test-101 | 438 installs | No commit datelisted | No one-command install · Source |
| 33 | 20.952 | etapa-2mcp · other | Etapa is an AI cycling coach for beginners and returning riders. Most cycling apps assume you already speak the language (FTP, TSS, zone 2). Etapa… | 1,168 installs | No commit datelisted | No one-command install · Source |
| 34 | 21.496 | arabi-maak-gulf-arabic-dictionarymcp · other | Look up Gulf Arabic words with pronunciation, example sentences, and cultural context. 30 essential words across 12 categories — greetings, slang… | 1,185 installs | No commit datelisted | No one-command install · Source |
| 35 | 22.222 | korean-cryptomcp · other | Access real-time price data, order books, and candle information from major Korean exchanges like Upbit and Bithumb. Track the Kimchi premium by… | 473 installs | No commit datelisted | No one-command install · Source |
| 36 | 22.557 | wutian122-linux-sshmcp · other | Provides secure SSH connectivity to Linux systems with connection pooling, intelligent caching, and token-optimized output for remote command… | 1 star | No commit datelisted | No one-command install · Source |
| 37 | 22.557 | uncletim-gz-oprocessmcp · other | Process classification engine using APQC, ITIL, and SCOR reference frameworks with KPI mapping. | 1 star | No commit datelisted | No one-command install · Source |
| 38 | 22.557 | rivalmcp · other | Query AI model benchmarks, pricing, and comparisons from rival.tips. | 1 star | No commit datelisted | No one-command install · Source |
| 39 | 22.557 | redpanda-docsmcp · other | Get authoritative answers to questions about Redpanda | 1 star | No commit datelisted | No one-command install · Source |
| 40 | 22.557 | nowah-travelmcp · other | AI travel concierge with flights, hotels, 116M+ points of interest, visa requirements, live flight tracking, and trip management. | 1 star | No commit datelisted | No one-command install · Source |
| 41 | 22.557 | gh-readmigo-shipkitmcp · other | Unified app publishing for Google Play, App Store, and 10+ Chinese stores. | 1 star | No commit datelisted | No one-command install · Source |
| 42 | 22.557 | datavorous-puchai-reddit-productivitymcp · other | Combines Reddit content analysis with personal productivity features, scraping posts across multiple subreddits using fuzzy keyword matching and… | 1 star | No commit datelisted | No one-command install · Source |
| 43 | 22.557 | cyberia-to-bostrommcp · other | Comprehensive Bostrom blockchain tools for reading chain state and signing transactions. | 1 star | No commit datelisted | No one-command install · Source |
| 44 | 22.557 | ansvar-automotive-cybersecuritymcp · other | Automotive cybersecurity standards reference covering R155/R156, ISO 21434, TISAX, and AUTOSAR. | 1 star | No commit datelisted | No one-command install · Source |
| 45 | 22.557 | canlgz-markitdownmcp · other | Converts various file formats including PDF, PowerPoint, Word, Excel, images, audio, HTML, and text-based formats to Markdown through a simple '/md'… | 1 star | No one-command install · Source | |
| 46 | 22.557 | urlscanmcp · other | Provides a bridge to urlscan.io for analyzing website security and content information through a single tool that accepts URL parameters and returns… | 1 star | No one-command install · Source | |
| 47 | 22.557 | ismsmcp · other | Integrates Mistral AI and Qdrant to provide intelligent security workflows for automated risk assessment, policy management, and contextual incident… | 1 star | No one-command install · Source | |
| 48 | 22.557 | rajnaveen344-lsp-toolsmcp · other | Provides regex-based text analysis capabilities for developers to precisely locate character and line positions of pattern matches within files, with… | 1 star | No one-command install · Source | |
| 49 | 22.557 | shell-command-runnermcp · other | Enables AI systems to execute shell commands and scripts securely with proper output handling for system automation, file manipulation, and… | 1 star | No one-command install · Source | |
| 50 | 22.557 | datetimemcp · other | Provides datetime functionality for Cursor IDE, enabling accurate timestamp generation and datetime operations for changelogs, documentation… | 1 star | No one-command install · Source | |
| 51 | 22.557 | flux-image-generatormcp · other | Provides a bridge to Black Forest Lab's FLUX model for generating images with customizable parameters like dimensions and safety settings through… | 1 star | No one-command install · Source | |
| 52 | 22.557 | nathannj-notesmcp · other | Manages markdown notes in a specified directory with tools for creating, reading, updating, and listing files while tracking timestamps and… | 1 star | No one-command install · Source | |
| 53 | 22.557 | longjianjiang-mermaidmcp · other | Provides a bridge to mermaid.js for generating flowcharts, sequence diagrams, and other visualizations through natural language | 1 star | No one-command install · Source | |
| 54 | 22.557 | packetnomad-linearmcp · other | Integrates with Linear's issue tracking system for creating, retrieving, updating, and managing issues, comments, projects, and team workflows with… | 1 star | No one-command install · Source | |
| 55 | 22.557 | 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 | |
| 56 | 22.557 | 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 | |
| 57 | 22.557 | vaibhavgeek-one-inch-cross-chain-swapmcp · other | Execute cross-chain token swaps using 1inch Fusion+ | 1 star | No one-command install · Source | |
| 58 | 22.557 | 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 | |
| 59 | 22.557 | 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 | |
| 60 | 22.557 | 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 | |
| 61 | 22.557 | 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 | |
| 62 | 22.557 | 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 | |
| 63 | 22.557 | 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 | |
| 64 | 22.557 | 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 | |
| 65 | 22.557 | 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 | |
| 66 | 22.557 | 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 | |
| 67 | 22.557 | 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 | |
| 68 | 22.557 | 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 | |
| 69 | 22.557 | chakotay-lee-source-codemcp · other | Manage source code and files on your machine | 1 star | No one-command install · Source | |
| 70 | 22.557 | 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 | |
| 71 | 22.557 | 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 | |
| 72 | 22.557 | 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 | |
| 73 | 22.557 | 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 | |
| 74 | 22.557 | radiateb2b-linkedin-adsmcp · other | Analyse your LinkedIn Ads performance. Compare to benchmarks and get optimisation recommendations. | 1 star | No one-command install · Source | |
| 75 | 22.557 | 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 | |
| 76 | 22.557 | 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 | |
| 77 | 22.557 | 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 | |
| 78 | 22.557 | 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 | |
| 79 | 22.557 | 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 | |
| 80 | 22.557 | 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 | |
| 81 | 22.557 | 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 | |
| 82 | 22.557 | 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 | |
| 83 | 22.557 | 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 | |
| 84 | 22.557 | 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 | |
| 85 | 22.557 | 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 | |
| 86 | 22.557 | 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 | |
| 87 | 22.557 | 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 | |
| 88 | 22.557 | 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 | |
| 89 | 22.557 | 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 | |
| 90 | 22.557 | 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 | |
| 91 | 22.557 | 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 | |
| 92 | 22.557 | 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 | |
| 93 | 22.557 | 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 | |
| 94 | 22.557 | 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 | |
| 95 | 22.557 | 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 | |
| 96 | 22.557 | 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 | |
| 97 | 22.557 | 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 | |
| 98 | 22.557 | 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 | |
| 99 | 22.557 | 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 | |
| 100 | 22.557 | 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 |
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.