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 | 38.066 | protocol-mcpmcp · other | Connects to wetlab protocol resources such as protocols.io, enabling users to access and manage experimental protocols via natural language. | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | milsonson-openfoammcp · other | Natural language-driven OpenFOAM CFD simulation setup with predefined templates, automated mesh generation, and post-processing. | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | jason76789-campus-assistantmcp · other | Educational management system integrating with school administration for student enrollment, grades, messaging, and scheduling with role-based access… | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | devisionx-tuba-workflowmcp · other | Bridges Tuba.ai computer vision workflows to expose AI vision pipelines as callable tools for running workflows, checking execution status, fetching… | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | linen920611-pyrunnermcp · other | Executes Python code with a persistent Jupyter kernel, maintaining variables and state across multiple runs for data analysis and scripting workflows. | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | rubenaguir-clickupmcp · other | Integrates with ClickUp's task management platform to retrieve, create, update, and track tasks with support for due dates, assignees, and status… | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | aahl-okxmcp · other | Trading and portfolio management for OKX cryptocurrency exchange | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | novvoo-gurddymcp · other | Solve Constraint Satisfaction Problems (CSP), Linear Programming (LP), Minimax optimization, and SciPy-powered advanced optimization problems. | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | mrseanchow-cowsaymcp · other | Generates ASCII art speech and thought bubbles using the cowsay library with 9 character variants including tux, dragon, elephant, and skeleton for… | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | gopluto-aimcp · other | Access human experts on-demand. | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | vipergpt-visual-qamcp · other | Provides visual question-answering capabilities through a mixture-of-experts approach that combines multiple vision models to handle visual grounding… | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | sujianqingfeng-upload-filemcp · other | Provides a bridge for efficient file uploads within AI-assisted workflows, enabling seamless integration of file handling capabilities into existing… | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | fileaimcp · other | Offers tools to work with the fileAI file processing pipeline. It allows for uploading files, performing Optical Character Recognition (OCR)… | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | ash1998-excel-explorermcp · other | Provides Excel file analysis through pandas-powered tools for loading spreadsheets, extracting schemas, sampling data, generating statistics, and… | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | concordiummcp · other | Integrates with Concordium blockchain networks to query accounts, blocks, tokens, validators, and smart contracts through natural language… | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | zeph-gh-docx-processormcp · other | Processes DOCX documents to extract text, convert to HTML/Markdown with preserved formatting, analyze document structure, and extract embedded images… | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | derekalia-fal-aimcp · other | Integrates with fal.ai's AI model ecosystem to enable discovery, execution, and management of generative AI workflows including image generation… | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | uraoz-bouyomi-chanmcp · other | Integrates with Bouyomi-chan Japanese TTS software to convert text into spoken audio with configurable voice parameters for speech synthesis and… | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | landiwettermcp · other | Integrates with LandiWetter to provide detailed Swiss weather forecasts including temperature ranges, precipitation probability, wind conditions, and… | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | mcp-google-tasksmcp · other | Enables AI assistants to manage Google Tasks (list, create, complete, delete tasks) through the Model Context Protocol. | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | terminal-task-trackermcp · other | Terminal-based task management system that enables creating, updating, and organizing tasks by priority and status while developing structured project… | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | docent-image-descriptionmcp · other | Enables AI systems to generate detailed descriptions of images for accessibility applications, content analysis, and visual media interactions. | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | jkingsman-qanonmcp · other | Enables access to QAnon drops for sociological research. | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | skywalker-harrison-sudoku-solvermcp · other | Enables users to add, solve, and store Sudoku puzzles with advanced parsing, solving, and grid management tools for puzzle enthusiasts and game… | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | letzaimcp · other | Integrates with LetzAI to enable image generation and upscaling through natural language commands with customizable parameters like dimensions… | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | windalfin-clickupmcp · other | Integrates with ClickUp task management to enable task creation, updating, moving, and bulk operations with name-based entity resolution and fuzzy… | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | thisnick-google-calendarmcp · other | Integrates with Google Calendar to enable natural language-based event management, scheduling, and productivity insights. | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | asmagin-fluttermcp · other | Enables Flutter applications to communicate with MCP-compatible models, facilitating AI-driven features in mobile apps. | 2 stars · 1 fork | No one-command install · Source | |
| 2501 | 38.066 | jpinillagoshawk-file-modifiermcp · other | Enables targeted text file modifications through operations like adding, replacing, and deleting content at specific locations. | 2 stars · 1 fork | No one-command install · Source | |
| 2530 | 36.825 | developer-utilities-3mcp · other | Simplify common data manipulation tasks like encoding, hashing, and formatting across various formats. Convert between CSV, JSON, Markdown, and HTML… | 943 installs | No commit datelisted | No one-command install · Source |
| 2531 | 36.190 | hairmcp · other | Your AI-powered Prohall hair expert. Ask any hair question and get expert advice and product recommendations in 6 languages(EN / ES / FR / DE / JA /… | 2,088 installs | No commit datelisted | No one-command install · Source |
| 2532 | 35.443 | fibxmcp · other | DeFi execution on Base, Citrea, HyperEVM and Monad via Fibrous aggregation: swap quotes, swaps with optimal routing, native and ERC-20 transfers… | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | oxygenbubbles-freeagentmcp · other | FreeAgent accounting integration for bank reconciliation, expense tracking, mileage claims, and receipts. | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | mulmocast-visionmcp · other | AI-powered presentation slide generator with 80+ business templates | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | alx1p-luma-events-discoverymcp · other | Discovers events from Luma's public feed and subscribed calendars with distance filtering and ICS export. | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | komoot-mcpmcp · other | Enables users to interact with Komoot for managing tours, planning routes, exporting GPX/FIT, and accessing highlights and user profile. | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | mattcretzman-tripleseatmcp · other | Connects to the Tripleseat CRM for real-time event management, lead tracking, booking queries, and venue operations. | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | juejin-release-mcpmcp · other | Enables AI assistants to manage Juejin articles directly via natural language, including publishing, drafting, and content management. | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | ghostqamcp · other | AI persona-based behavioral testing that uses vision models to navigate web apps like real users. | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | openrouter-mcpmcp · other | Enables AI assistants to consult other AI models via OpenRouter for help with coding tasks. | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | rebrandlymcp · other | Integrates with Rebrandly's URL shortening service to create branded short links with custom slashtags, titles, and workspace organization for… | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | geralt1983-clickup-bettermcp · other | Integrates with ClickUp's task management platform to provide comprehensive workspace operations including task CRUD with bulk support, workspace… | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | anoopt-london-tflmcp · other | Provides real-time London transport data including tube line status, detailed disruption information, and comprehensive journey planning between any… | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | sonicpi-mcpmcp · other | Enables AI-powered music generation and control of Sonic Pi through natural language requests using OSC. | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | mccartykim-honkmcp · other | Provides a simple text-to-speech interface for MacOS using the built-in 'say' command, enabling voice output for AI models. | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | anuragraio17-python-docsmcp · other | Fetches Python documentation for quick access to language references and code explanations. | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | roc-cwa-mcpmcp · other | Enables to access Taiwan Central Weather Administration data, including 3-day and 1-week weather forecasts for counties/cities and historical rainfall… | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | trello5f21mcp · other | Integrates with Trello to enable board, list, and card management with automatic rate limiting and input validation for seamless task tracking and… | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | runninghare-typescript-definition-findermcp · other | Provides TypeScript symbol definition lookup by leveraging the TypeScript Language Service to locate original definitions of imported symbols… | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | technavii-text-savermcp · other | Securely saves text content to local files with user-specified or timestamp-generated filenames through a simple interface with robust validation and… | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | time-mcp-localmcp · other | Provides current time and timezone conversion using IANA timezone names, with automatic system timezone detection. | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | 3rzy-make-integrationmcp · other | Integrates with Make (formerly Integromat) to enable automated workflows and task execution using AI assistants and Make's extensive app integration… | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | alexandreroman-timemcp · other | Integrates with Spring AI to provide time-related services, enabling precise time management and scheduling functionalities in Java applications. | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | yuheinkasaka-arithmeticmcp · other | Provides arithmetic operations for basic calculations, enabling efficient mathematical computations in workflows and applications. | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | nikolaypavlov-myipmcp · other | Integrates with ifconfig.me to fetch and provide public IP address information for network diagnostics and geolocation services. | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | berlinbra-binary-readermcp · other | Analyzes Unreal Engine asset files and generic binary structures, enabling metadata extraction and file format inspection for game development and… | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | lostinbrittany-clever-cloud-documentationmcp · other | Exposes Clever Cloud's documentation for querying and accessing content, enabling automated lookup and integration with development workflows. | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | alex-man-terminal-accessmcp · other | Enables secure interaction with specified directories on a user's system through a command-line interface for file management and system automation… | 2 forks | No one-command install · Source | |
| 2532 | 35.443 | tonyhschu-vitest-typescriptmcp · other | Integrates Vitest and TypeScript for automated test execution and type checking in development workflows. | 2 forks | No one-command install · Source | |
| 2560 | 32.653 | transita-mcpmcp · other | Visa eligibility matcher and immigration intelligence for MCP-compatible AI assistants. Scores ~45 visa pathways across 8 countries with country… | 1,842 installs | No commit datelisted | No one-command install · Source |
| 2561 | 32.381 | cancersupportmcp · other | cancersupport | 838 installs | No commit datelisted | No one-command install · Source |
| 2562 | 32.223 | pipeworx-io-football-datamcp · other | Football-Data.org soccer statistics — competitions, standings, teams, and matches across 12 major leagues via Pipeworx. | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | testingbotmcp · other | Automated web and mobile testing integration | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | disclosuresmcp · other | Enables corporate disclosure research through official SEC EDGAR and GLEIF sources, providing tools for company resolution, filings, insiders… | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | physboundmcp · other | Validates RF link budgets, Shannon capacity, and noise floors against fundamental physical limits. | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | aidi1723-omniglyphmcp · other | Local Unicode lookup and symbol linting for resolving and validating code symbols offline. | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | open-and-sustainable-alembicamcp · other | Validation, extraction, cost estimation, and schema queries for the Alembica framework. | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | trendflowmcp · other | Google Trends data: interest over time, by region, related queries, and trending now. | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | openaec-mcpmcp · other | Safety-first Model Context Protocol platform for AEC applications, enabling AI assistants to inspect, plan, validate, and modify engineering documents… | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | digicatalyst-dep-diffmcp · other | Translate a lockfile diff into a human-readable upgrade plan with breaking changes and CVE data for npm and PyPI. | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | chrischall-infinitecampusmcp · other | Access Infinite Campus parent portal for grades, attendance, assignments, and messages. | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | hug0x0-reunionmcp · other | Accesses La Réunion regional open data through 99 tools across 22 topic modules. | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | copper-mcpmcp · other | Enables secure, read-only inspection and validation of KiCad PCB boards through MCP, with deterministic routing and optional AI policy plugins. | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | pathmodemcp · other | Build structured intent specs through Socratic AI conversation and connect to the Pathmode intent layer. | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | mail-mcp-suitemcp · other | A self-hosted mail bridge for MCP clients that provides read-only IMAP access and approval-gated sending, scheduling, and mailbox management. | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | contribution-compassmcp · other | Provides MCP access to Contribution Compass's evidence catalog, enabling users to query curated open-source project activity, contribution… | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | tsb-kasko-mcpmcp · other | Enables querying Türkiye Sigorta Birliği’s Kasko Değer Listesi (vehicle insurance valuation list) through MCP, CLI, and Python, allowing natural… | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | securedact-mcpmcp · other | Securedact MCP is a local-first privacy layer for MCP-compatible AI workflows. It detects, reviews, redacts, and audits sensitive information before… | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | tuteliqmcp · other | Detect grooming, bullying, fraud, and 16+ online threats across text, voice, image, and video. | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | oscilloscope-mcpmcp · other | AI-driven USB oscilloscope control via FastMCP, enabling waveform capture, CSV export, and frequency measurements on PicoScope, Hantek, or a built-in… | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | taylormadeapps-taypemcp · other | MCP-native digital audio workstation for macOS built for musicians, with modelled console tone, VST3 plugin hosting, and accessibility compliance. | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | mcp-zen-of-languagesmcp · other | Enables AI assistants and developers to analyze code for language-specific best practices and idiomatic patterns across programming languages, CI… | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | gh-cyanheads-openfecmcp · other | Query U.S. Federal Election Commission campaign finance data. | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | iheldan-sheetforgemcp · other | Local-first Excel automation with 76 tools for workbook operations, introspection, and safe mutations. | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | csoai-org-contract-review-ai-mcpmcp · other | AI-powered contract analysis and risk identification tools. | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | 2d6-mcpmcp · other | An AI GM assistant for tabletop RPGs that provides dice rolling, rules queries, and AI-powered rulings across multiple game systems including sci-fi… | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | minds-aimcp · other | Integrates with Minds AI platform to create, train, and interact with specialized AI personas and digital twins through keyword-based expertise… | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | baphometnxg-aloha-fyimcp · other | Hawaii tours, events, and deals from booking platforms for AI assistants. | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | honeylabsmcp · other | Query honeypot probe data for IP reputation, scanner activity, CVE targeting, and TLS/SSH fingerprints. | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | acedata-producermcp · other | AI music generation through the Producer/Riffusion model on the AceDataCloud platform. | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | project-telosmcp · other | Local-first MCP tools for AI-assisted work receipts, workspace maps, routing ledgers, measured verdicts, and shared state verification across the five… | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | georgh93-zai-image-videomcp · other | Provides access to Z.AI's GLM-Image, CogView-4, CogVideoX-3, and Vidu video models for image and video generation with async processing and automatic… | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | miklen-aulamcp · other | Integrates with the Danish AULA educational platform to access calendar, messages, posts, and data from related educational providers via local stdio. | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | homeassistant-gatewaymcp · other | Enables secure, auditable access to Home Assistant through MCP, with a read-only observer profile and an operator profile for controlled mutations. | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | pipeworx-io-libretranslatemcp · other | LibreTranslate open-source machine translation supporting dozens of language pairs via the Pipeworx gateway. | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | czso-czmcp · other | Enables querying Czech Statistical Office open data through MCP tools and natural language questions. | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | foggy-data-mcp-bridgemcp · other | A semantic layer query engine with MCP support, enabling AI assistants to query structured data through natural language and declarative interfaces. | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | solar-human-proofreadermcp · other | Enables users to have Korean manuscripts proofread for readability while preserving facts, quotes, and the author's voice. It also provides… | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | cyanheads-who-ghomcp · other | WHO Global Health Observatory — 3,059 indicators across 194 member states. | 2 stars | No one-command install · Source | |
| 2562 | 32.223 | cyanheads-censusmcp · other | Query U.S. Census Bureau demographic and geographic data, variables, and geographies. | 2 stars | 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.