Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 201 | 22.557 | isparta-uni-obs-mcp-servermcp · back-end | Enables students to securely access and manage their academic data from Isparta University's OBS system, including grades, transcripts, announcements… | 1 star | No one-command install · Source | |
| 202 | 22.557 | freeqrcode-mcp-servermcp · back-end | Enables AI assistants to generate QR codes for URLs, text, vCard, WiFi, email, and phone numbers with customizable size, colors, and error correction. | 1 star | No one-command install · Source | |
| 203 | 22.557 | mcp-graphql-sales-servermcp · back-end | Provides AI assistants with access to sales data from a Northwind-style database through GraphQL queries, enabling natural language requests for… | 1 star | No one-command install · Source | |
| 204 | 22.557 | mcp-google-sheets-servermcp · back-end | Enables professional Google Sheets management with 40+ tools for sheet operations, formatting, charts, and enterprise features. | 1 star | No one-command install · Source | |
| 205 | 22.557 | virustotal-mcp-servermcp · back-end | MCP server for security analysis using VirusTotal API, enabling AI assistants to analyze URLs, files, IP addresses, and domains with automatic… | 1 star | No one-command install · Source | |
| 206 | 22.557 | github-universal-mcp-servermcp · back-end | Provides a standardized interface for interacting with GitHub's tools and services through the Model Context Protocol, enabling unified API access and… | 1 star | No one-command install · Source | |
| 207 | 22.557 | devdocs-mcp-servermcp · back-end | Enables AI assistants like Claude to search and retrieve technical documentation from a local DevDocs instance for hundreds of programming languages… | 1 star | No one-command install · Source | |
| 208 | 22.557 | aparavi-mcp-servermcp · back-end | Integrates with Aparavi's document processing API to allow LLMs to process documents, extract clean text, and perform OCR on diagrams. | 1 star | No one-command install · Source | |
| 209 | 22.557 | kimi-aimcp · back-end | Integrates with KIMI AI services through OpenAI-compatible API endpoints, providing text generation using Qwen2.5-72B-Instruct and vision capabilities… | 1 star | No one-command install · Source | |
| 210 | 22.557 | dwf-analyzer-mcpmcp · back-end | An MCP server for analyzing DWF files using Amazon Bedrock's Nova Pro model, enabling visual analysis, metadata extraction, and image extraction from… | 1 star | No one-command install · Source | |
| 211 | 22.557 | mcp-ethers-servermcp · back-end | A complete ethers.js v6 wrapper for Claude with 40+ tools for Ethereum blockchain interactions, enabling wallet operations, token transfers, and smart… | 1 star | No one-command install · Source | |
| 212 | 22.557 | xzg0919-apifox-documentationmcp · back-end | Generates Swagger JSON documentation from code and uploads it directly to ApiFox API management platform for automated documentation workflows | 1 star | No one-command install · Source | |
| 213 | 22.557 | document-converter-mcp-servermcp · back-end | Converts between Markdown and Word documents using pandoc, with support for conversion options, pandoc installation check, and listing supported… | 1 star | No one-command install · Source | |
| 214 | 22.557 | taibai-mcp-servermcp · back-end | Enables access to Dedao learning platform courses, transcripts, and comments, with Obsidian integration. | 1 star | No one-command install · Source | |
| 215 | 22.557 | soap-api-gatewaymcp · back-end | Converts SOAP WSDL services into a REST interface and provides MCP tools to describe, invoke, and manage SOAP operations with caching and WS-Security… | 1 star | No one-command install · Source | |
| 216 | 22.557 | janus-mcpmcp · back-end | Enables AI assistants to understand and interact with OpenAPI specifications, providing deep insight into API structures for faster and more accurate… | 1 star | No one-command install · Source | |
| 217 | 22.557 | passgage-mcp-servermcp · back-end | Integrates with the Passgage workforce management system via the Passgage Public API, providing 130+ tools for HR, time tracking, approvals, and more… | 1 star | No one-command install · Source | |
| 218 | 22.557 | matterai-mcp-servermcp · back-end | Enables code reviews, implementation planning, and pull request generation for AI agents in IDEs like Cursor and Windsurf. | 1 star | No one-command install · Source | |
| 219 | 22.557 | jinaai-mcp-servermcp · back-end | Enables LLMs to read and extract clean, markdown-formatted content from any webpage using the Jina AI Reader API. | 1 star | No one-command install · Source | |
| 220 | 22.557 | schooldigger-mcpmcp · back-end | Integrates with SchoolDigger's API to search schools, get rankings, and find districts by location. Enables querying school data through natural… | 1 star | No one-command install · Source | |
| 221 | 22.557 | youtube-universal-mcp-servermcp · back-end | Enables interaction with YouTube's tools and services through a unified API, following the Model Context Protocol specification. | 1 star | No one-command install · Source | |
| 222 | 22.557 | custom-openapi-mcp-servermcp · back-end | Dynamically fetches and exposes OpenAPI/Swagger documentation as tools for AI assistants, enabling them to explore and interact with any REST API. | 1 star | No one-command install · Source | |
| 223 | 22.557 | ultrahuman-mcp-servermcp · back-end | Provides access to Ultrahuman health and fitness data through standardized MCP tools, enabling AI assistants to retrieve metrics like sleep, movement… | 1 star | No one-command install · Source | |
| 224 | 22.557 | autoware-mcp-servermcp · back-end | Universal bridge between AI agents and Autoware autonomous driving stack, enabling AI-driven mission planning, real-time vehicle control, and adaptive… | 1 star | No one-command install · Source | |
| 225 | 22.557 | fca-mcp-servermcp · back-end | AI-powered regulatory intelligence for financial services, enabling conversational access to live FCA Register data through natural language queries. | 1 star | No one-command install · Source | |
| 226 | 22.557 | adonis-zerodha-trading-mcp-servermcp · back-end | Adonis bridges AI systems with the Indian stock market through Zerodha's Kite Connect API, enabling real-time market data, trading, portfolio… | 1 star | No one-command install · Source | |
| 227 | 22.557 | mcp-associative-memory-servermcp · back-end | Enables storing, searching, and discovering knowledge connections using associative memory, with semantic search, hierarchical organization, and… | 1 star | No one-command install · Source | |
| 228 | 22.557 | everclear-mcp-servermcp · back-end | Provides Claude AI with direct access to Everclear.org's API endpoints for querying intents, invoices, analytics, and performing blockchain… | 1 star | No one-command install · Source | |
| 229 | 22.557 | mylxsw-voice-gen-minimaxmcp · back-end | Converts text to high-quality speech audio using Minimax AI API with automatic S3 storage, organized directory structures, and configurable audio… | 1 star | No one-command install · Source | |
| 230 | 22.557 | recipe-mcpmcp · back-end | An MCP server for AI-powered recipe generation and transformation, enabling users to create custom recipes from natural language descriptions and… | 1 star | No one-command install · Source | |
| 231 | 22.557 | notes-mcp-servermcp · back-end | Enables note management (create, read, update, delete, list) through MCP, with advanced features including real-time WebSocket communication… | 1 star | No one-command install · Source | |
| 232 | 22.557 | jira-mcp-servermcp · back-end | An MCP server for integrating with Jira Server instances, enabling natural language interactions to create, update, search, and manage issues and… | 1 star | No one-command install · Source | |
| 233 | 22.557 | redmine-enhanced-mcp-servermcp · back-end | Connect Claude to your Redmine instance to search, browse, create and update issues, manage time entries, and upload/download attachments. | 1 star | No one-command install · Source | |
| 234 | 22.557 | ssh-command-executor-mcp-servermcp · back-end | A secure MCP server that enables AI assistants to execute commands on remote servers via SSH, with cross-platform support and features like encrypted… | 1 star | No one-command install · Source | |
| 235 | 22.557 | agent-todo-mcpmcp · back-end | A Model Context Protocol server for AI agents to manage tasks and track progress across projects, with features like project isolation, search, and… | 1 star | No one-command install · Source | |
| 236 | 22.557 | rcortezti-jira-service-managementmcp · back-end | Integrates with Atlassian JIRA through REST API to provide issue creation, customer request management, comment addition, and administrative functions… | 1 star | No one-command install · Source | |
| 237 | 22.557 | langgraph-nutrition-analyzermcp · back-end | Analyzes food images using Google Gemini and Nutritionix API to identify ingredients with quantity estimation and retrieve detailed nutritional… | 1 star | No one-command install · Source | |
| 238 | 22.557 | winform-hybrid-chatmcp · back-end | Provides a hybrid desktop-web chat interface that combines Windows Forms GUI with embedded ASP.NET Core web server, offering echo operations, session… | 1 star | No one-command install · Source | |
| 239 | 22.557 | java-debug-adapter-protocolmcp · back-end | Bridges Java debugging capabilities through the Debug Adapter Protocol, enabling remote debugging of Java applications by providing tools to attach to… | 1 star | No one-command install · Source | |
| 240 | 22.557 | open-banking-mcp-servermcp · back-end | Enables interaction with bank accounts via TrueLayer API, supporting listing accounts and retrieving transactions. | 1 star | No one-command install · Source | |
| 241 | 22.557 | mcp-ds-toolkit-servermcp · back-end | A standalone MCP server that brings complete data science capabilities to AI assistants, enabling them to load data, train models, and track… | 1 star | No one-command install · Source | |
| 242 | 22.557 | lawmesh-mcp-servermcp · back-end | Enables AI agents to query U.S. legislative data, including jurisdictions, legislators, and bills, via the OpenStates API. | 1 star | No one-command install · Source | |
| 243 | 22.557 | mcp-server-osascriptmcp · back-end | Secure AppleScript execution for AI applications via Model Context Protocol with configurable security profiles and automatic TCC permission handling. | 1 star | No one-command install · Source | |
| 244 | 22.557 | data-mcp-servermcp · back-end | Enables scientific data introspection and visualization of VTK datasets with format-adaptive metadata extraction and interactive 3D visualization… | 1 star | No one-command install · Source | |
| 245 | 22.557 | pdf-reader-mcp-servermcp · back-end | An MCP server providing comprehensive PDF processing capabilities with 18 tools for text extraction, OCR, image conversion, metadata management, and… | 1 star | No one-command install · Source | |
| 246 | 22.557 | users-mcpmcp · back-end | A user management MCP server that enables CRUD operations on users stored in a JSON file, with random user generation using Faker. | 1 star | No one-command install · Source | |
| 247 | 22.557 | files-mcp-tsmcp · back-end | A lightweight MCP server for basic file operations, enabling reading, writing, and listing files securely via the Model Context Protocol. | 1 star | No one-command install · Source | |
| 248 | 22.557 | elevenlabs-mcp-servermcp · back-end | Enables text-to-speech conversion using ElevenLabs API with voice management, streaming support, and multiple models. | 1 star | No one-command install · Source | |
| 249 | 22.557 | abukstech-national-weather-servicemcp · back-end | Integrates with the National Weather Service API to provide real-time weather alerts by state and detailed forecasts by geographic coordinates for US… | 1 star | No one-command install · Source | |
| 250 | 22.557 | swiss-knife-mcp-servermcp · back-end | Enables searching and adding MCP servers from the registry to the configuration. | 1 star | No one-command install · Source | |
| 251 | 22.557 | antonytm-mcp-allmcp · back-end | Meta-server for dynamically discovering and managing other MCP servers | 1 star | No one-command install · Source | |
| 252 | 22.557 | dolibarr-mcp-servermcp · back-end | Provides structured access to Dolibarr ERP/CRM API endpoints via the Model Context Protocol, supporting CRUD operations on resources like… | 1 star | No one-command install · Source | |
| 253 | 22.557 | omni-fs-mcpmcp · back-end | Provides unified access to multiple file systems (local, S3, WebDAV, etc.) through OpenDAL, enabling file operations and cross-backend management. | 1 star | No one-command install · Source | |
| 254 | 22.557 | activemq-mcp-servermcp · back-end | Enables AI assistants to manage ActiveMQ message brokers through MCP tools, supporting queue and topic operations, dynamic connection management… | 1 star | No one-command install · Source | |
| 255 | 22.557 | metar-mcp-servermcp · back-end | Fetches and parses METAR/TAF aviation weather data from NOAA with caching and human-readable formatting. | 1 star | No one-command install · Source | |
| 256 | 22.557 | sonic-blockchain-mcp-servermcp · back-end | Enables interaction with the Sonic blockchain including wallet management, token transfers, staking, and bridging between Ethereum and Sonic networks. | 1 star | No one-command install · Source | |
| 257 | 22.557 | skyline-gtrr32-fastapi-todomcp · back-end | Bridges FastAPI REST endpoints with MCP tools for complete CRUD task management, providing formatted responses with emoji status indicators and… | 1 star | No one-command install · Source | |
| 258 | 22.557 | foon1x-bilibilimcp · back-end | Integrates with Bilibili's search API to find videos, users, and content on China's popular video platform by keyword with structured results. | 1 star | No one-command install · Source | |
| 259 | 22.557 | iam-mcp-servermcp · back-end | Processes and manages applicant resumes, facilitates job searches, generates job-specific resumes, and creates tailored cover letters. | 1 star | No one-command install · Source | |
| 260 | 22.557 | teddytesfa-openweathermcp · back-end | Provides real-time weather data through the OpenWeather API with structured temperature, humidity, and location information for current conditions and… | 1 star | No one-command install · Source | |
| 261 | 22.557 | tmd-earthquake-mcp-servermcp · back-end | Provides access to earthquake data from the Thai Meteorological Department (TMD) API. Enables querying recent earthquakes, filtering by location and… | 1 star | No one-command install · Source | |
| 262 | 22.557 | wandb-mcp-servermcp · back-end | Query and analyze your Weights & Biases data using natural language through the Model Context Protocol. | 1 star | No one-command install · Source | |
| 263 | 22.557 | odoo-mcp-server-2mcp · back-end | Provides read-only access to Odoo databases via OdooRPC, allowing AI assistants to query and analyze Odoo data through the MCP protocol. | 1 star | No one-command install · Source | |
| 264 | 22.557 | leetcode-mcp-servermcp · back-end | An MCP server that provides tools to interact with the LeetCode API, enabling problem fetching, code template generation, and solution… | 1 star | No one-command install · Source | |
| 265 | 22.557 | rabbitmq-mcp-servermcp · back-end | Enables management of RabbitMQ clusters, queues, exchanges, bindings, users, and messages through natural language in chat interfaces, using the MCP… | 1 star | No one-command install · Source | |
| 266 | 22.557 | json-mcp-servermcp · back-end | Enables reading, writing, and deleting JSON values using dot-notation paths, with automatic creation of files and nested objects. | 1 star | No one-command install · Source | |
| 267 | 22.557 | cpanel-mcp-servermcp · back-end | A complete MCP server enabling AI assistants to manage cPanel hosting through natural language, including file, database, email, subdomain, and system… | 1 star | No one-command install · Source | |
| 268 | 22.557 | whykiki-anything-world-mcpmcp · back-end | An MCP server that enables Claude and other clients to generate, animate, and search 3D models using the Anything World API. | 1 star | No one-command install · Source | |
| 269 | 22.557 | mcp-server-basic-examplemcp · back-end | Basic MCP server demonstrating tools for arithmetic operations (add, subtract) and a personalized greeting resource. | 1 star | No one-command install · Source | |
| 270 | 22.557 | surge-mcp-servermcp · back-end | Enables natural language control of Surge proxy, including toggling features, managing policies, requests, DNS, and device settings via the Surge HTTP… | 1 star | No one-command install · Source | |
| 271 | 22.557 | cloud-support-mcpmcp · back-end | MCP server for Google Cloud Support API v2. Provides tools for managing Google Cloud support cases through AI assistants. | 1 star | No one-command install · Source | |
| 272 | 22.557 | selenium39-qiitamcp · back-end | Integrates with Qiita's API to enable full CRUD operations for articles, user management, tag following, stock/bookmark functionality, and comment… | 1 star | No one-command install · Source | |
| 273 | 22.557 | mcp-cli-geminimcp · back-end | Wraps the Gemini CLI as an MCP server, enabling AI tools to perform Gemini queries, interactive sessions, and extension management via a unified tool. | 1 star | No one-command install · Source | |
| 274 | 22.557 | privy-io-mcp-servermcp · back-end | Provides comprehensive access to user management, wallet operations, and blockchain interactions through the Privy.io Web3 wallet infrastructure. | 1 star | No one-command install · Source | |
| 275 | 22.557 | clickup-mcp-server-2mcp · back-end | Enables natural language management of ClickUp workspaces, including task CRUD operations, task listing, and user profile retrieval via Claude… | 1 star | No one-command install · Source | |
| 276 | 22.557 | navmcpmcp · back-end | A browser automation MCP server that enables web page interaction, content extraction, and academic search via Selenium and FastMCP. | 1 star | No one-command install · Source | |
| 277 | 22.557 | dev-blog-mcp-servermcp · back-end | Enables AI assistants to publish blog posts directly to Dev.to via the Model Context Protocol. | 1 star | No one-command install · Source | |
| 278 | 22.557 | fourtrader-mcp-servermcp · back-end | Enables AI assistants to trade Four.meme tokens on BNB Smart Chain via the Model Context Protocol, supporting buy/sell operations, real-time data, and… | 1 star | No one-command install · Source | |
| 279 | 22.557 | woocommerce-mcp-servermcp · back-end | An MCP server that provides access to WooCommerce REST API functionality, enabling product, order, customer, and coupon management. | 1 star | No one-command install · Source | |
| 280 | 22.557 | transporeon-company-settings-mcp-servermcp · back-end | Provides AI assistants with intelligent access to Transporeon's internal company settings API, enabling retrieval, search, and analysis of… | 1 star | No one-command install · Source | |
| 281 | 22.557 | testrail-mcp-servermcp · back-end | Enables AI assistants to interact with TestRail test management system, supporting full CRUD operations on projects, suites, sections, test cases… | 1 star | No one-command install · Source | |
| 282 | 22.557 | csv-mcp-servermcp · back-end | Enables Claude to directly access, query, and analyze local CSV files using natural language, keeping data private and local. | 1 star | No one-command install · Source | |
| 283 | 22.557 | mcp-server-docxmcp · back-end | Enables creating professional Word documents from markdown or structured content with fast, customized formatting via natural language. | 1 star | No one-command install · Source | |
| 284 | 22.557 | rklugsederoeaw-kulturpool-austriamcp · back-end | Search Austrian cultural heritage collections via the Kulturpool API | 1 star | No one-command install · Source | |
| 285 | 22.557 | excel-mcp-server-miniomcp · back-end | 基于Excel MCP Server扩展，支持通过Minio远程存储访问和编辑Excel文件，实现上传、读取、修改及下载链接返回。 | 1 star | No one-command install · Source | |
| 286 | 22.557 | efikuta-youtube-knowledgemcp · back-end | Transforms YouTube into a queryable knowledge source with video search, content analysis, trending discovery, channel research, and transcript… | 1 star | No one-command install · Source | |
| 287 | 22.557 | my-mcp-servermcp · back-end | A minimal starter template for building Model Context Protocol (MCP) servers using TypeScript and FastMCP, including an example weather tool for… | 1 star | No one-command install · Source | |
| 288 | 22.557 | simple-mcp-server-star-wars-apimcp · back-end | Enables searching characters, planets, and films from the Star Wars universe via the SWAPI API. | 1 star | No one-command install · Source | |
| 289 | 22.557 | structured-products-mcp-servermcp · back-end | Enables comprehensive financial analysis including structured products, portfolio optimization, risk analytics, and backtesting through Claude Desktop… | 1 star | No one-command install · Source | |
| 290 | 22.557 | rftsngl-mediastack-newsmcp · back-end | Integrates with Mediastack API to provide real-time news retrieval with filtering by keywords, sources, countries, languages, and categories, plus… | 1 star | No one-command install · Source | |
| 291 | 22.557 | freee-chat-mcp-servermcp · back-end | Enables Claude Desktop to interact with freee accounting API for expense registration, transaction management, and receipt image processing. | 1 star | No one-command install · Source | |
| 292 | 22.557 | dex-mcp-servermcp · back-end | Provides AI agents with comprehensive contact relationship management (CRM) capabilities through the Dex API, enabling management of contacts, notes… | 1 star | No one-command install · Source | |
| 293 | 22.557 | mcp-server-9mcp · back-end | A secure Model Context Protocol server providing HTTP endpoints for AI agent tool execution, including file system operations, shell commands, and… | 1 star | No one-command install · Source | |
| 294 | 22.557 | nphenix-unitylangpxmcp · back-end | Multi-platform translation system that provides document and text translation through CLI, HTTP server, and Obsidian plugin interfaces with advanced… | 1 star | No one-command install · Source | |
| 295 | 22.557 | redaction-compliance-mcp-servermcp · back-end | Provides a pre-flight/post-flight firewall for LLM calls with comprehensive detection, classification, policy enforcement, reversible redaction… | 1 star | No one-command install · Source | |
| 296 | 22.557 | code-analysis-context-python-mcpmcp · back-end | A Model Context Protocol server for deep codebase understanding of Python projects, focusing on data analysis and scientific computing. It provides… | 1 star | No one-command install · Source | |
| 297 | 22.557 | mcp-keyword-searchmcp · back-end | A Model Context Protocol server that enables keyword search within files, returning matching lines with line numbers. | 1 star | No one-command install · Source | |
| 298 | 22.557 | pokeapi-mcp-servermcp · back-end | Empowers AI assistants to fetch and explore comprehensive Pokémon data from PokeAPI via 47 tools covering Pokémon, moves, items, game mechanics, and… | 1 star | No one-command install · Source | |
| 299 | 22.557 | mcp-keyword-search-servermcp · back-end | Enables searching for a keyword within a text file using Model Context Protocol tools via standard input/output. | 1 star | No one-command install · Source | |
| 300 | 22.557 | unified-ads-mcp-servermcp · back-end | A FastMCP-powered server integrating Google Ads and Facebook Ads APIs with automatic OAuth 2.0 authentication, enabling GAQL queries, keyword… | 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.