Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 601 | 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 | |
| 602 | 22.557 | tdprepview-mcpmcp · database | Enables machine learning data preprocessing pipeline creation and model training, deployment, and prediction for Teradata databases. | 1 star | No one-command install · Source | |
| 603 | 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 | |
| 604 | 22.557 | localdocs-mcpmcp · search | Creates a local database of indexed technical documentation from web crawls and local files, enabling AI agents to efficiently search and retrieve… | 1 star | No one-command install · Source | |
| 605 | 22.557 | 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 | |
| 606 | 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 | |
| 607 | 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 | |
| 608 | 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 | |
| 609 | 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 | |
| 610 | 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 | |
| 611 | 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 | |
| 612 | 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 | |
| 613 | 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 | |
| 614 | 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 | |
| 615 | 22.557 | kingjhonri-ollamamcp · ai-agents | Integrates with Ollama for local LLM inference, enabling direct access to self-hosted language models with streaming support and model management… | 1 star | No one-command install · Source | |
| 616 | 22.557 | patch-file-mcpmcp · devops | Enables precise file patching using SEARCH/REPLACE blocks, with mandatory directory sandboxing, automatic Python QA (Ruff/Black/MyPy), and git… | 1 star | No one-command install · Source | |
| 617 | 22.557 | fashionzzz-code-line-countermcp · observability | Tracks code line counts across different file types with persistent timestamped storage, enabling developers to monitor codebase growth and project… | 1 star | No one-command install · Source | |
| 618 | 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 | |
| 619 | 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 | |
| 620 | 22.557 | cookwith-recipemcp · other | Generate and transform recipes with dietary preferences and nutritional goals | 1 star | No one-command install · Source | |
| 621 | 22.557 | url-content-mcpmcp · ai-agents | MCP server that fetches raw HTML content from a given URL to provide web context to LLMs. | 1 star | No one-command install · Source | |
| 622 | 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 | |
| 623 | 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 | |
| 624 | 22.557 | mcp-resume-email-assistantmcp · comms | Enables resume parsing, querying, and email notifications via MCP tools. | 1 star | No one-command install · Source | |
| 625 | 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 | |
| 626 | 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 | |
| 627 | 22.557 | freee-hr-mcpmcp · ai-agents | Enables managing freee HR operations like employee data, attendance, leave, and approvals through natural language in MCP-compatible clients such as… | 1 star | No one-command install · Source | |
| 628 | 22.557 | wanthigh-google-calendarmcp · auth | Integrates with Google Calendar API to provide comprehensive calendar management including event creation, updating, deletion, listing, searching, and… | 1 star | No one-command install · Source | |
| 629 | 22.557 | sargelmcp · front-end | Lets AI agents visually inspect web elements, test CSS edits in real-time, and iterate until pixel-perfect, functioning like browser DevTools for… | 1 star | No one-command install · Source | |
| 630 | 22.557 | ebs-initializer-mcpmcp · devops | Automates AWS EBS volume initialization via AWS Systems Manager, supporting multi-instance parallel execution and real-time progress tracking. | 1 star | No one-command install · Source | |
| 631 | 22.557 | mem0-mcp-servermcp · ai-agents | A local Mem0 memory system integrated with Anthropic Claude via MCP, enabling persistent memory for AI interactions with vector and graph storage. | 1 star | No one-command install · Source | |
| 632 | 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 | |
| 633 | 22.557 | 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 | |
| 634 | 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 | |
| 635 | 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 | |
| 636 | 22.557 | 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 | |
| 637 | 22.557 | reflect-mcp-servermcp · ai-agents | An unofficial MCP server that enables adding content to daily notes, creating notes, saving links, and scheduling reminders in Reflect from Claude… | 1 star | No one-command install · Source | |
| 638 | 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 | |
| 639 | 22.557 | meteo-swiss-mcpmcp · other | Exposes Swiss weather forecast data as MCP tools, including rainfall, sunshine, temperature, wind, and more, with local caching. | 1 star | No one-command install · Source | |
| 640 | 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 | |
| 641 | 22.557 | gym-mcpmcp · ai-agents | Enables AI agents to discover and play games like Tic-Tac-Toe through a standardized interface, with plans to integrate more environments. | 1 star | No one-command install · Source | |
| 642 | 22.557 | browseagent-mcpmcp · browser | Enables AI agents to control web browsers through the Model Context Protocol, supporting navigation, clicking, typing, and screenshots. | 1 star | No one-command install · Source | |
| 643 | 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 | |
| 644 | 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 | |
| 645 | 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 | |
| 646 | 22.557 | dataiku-dss-mcp-servermcp · ai-agents | A comprehensive MCP server for Dataiku DSS integration, providing Claude Code with direct access to manage recipes, datasets, and scenarios. | 1 star | No one-command install · Source | |
| 647 | 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 | |
| 648 | 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 | |
| 649 | 22.557 | llm-python-code-sandboxmcp · devops | Enables LLMs to execute Python code in isolated sandboxes with file operations and MCP integration, supporting multi-round execution and plot capture. | 1 star | No one-command install · Source | |
| 650 | 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 | |
| 651 | 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 | |
| 652 | 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 | |
| 653 | 22.557 | corememory-mcpmcp · ai-agents | Provides a local, persistent long-term memory service for MCP-compatible AI agents, enabling them to store, search, and recall information across… | 1 star | No one-command install · Source | |
| 654 | 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 | |
| 655 | 22.557 | aamir-gmail-python-sandboxmcp · devops | Provides secure Python code execution in containerized sandboxes with automatic matplotlib figure persistence and comprehensive data science libraries… | 1 star | No one-command install · Source | |
| 656 | 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 | |
| 657 | 22.557 | pgmcpmcp · database | Enables AI agents to perform PostgreSQL administration, web crawling, and knowledge base management through a unified FastMCP server. | 1 star | No one-command install · Source | |
| 658 | 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 | |
| 659 | 22.557 | antonytm-mcp-allmcp · back-end | Meta-server for dynamically discovering and managing other MCP servers | 1 star | No one-command install · Source | |
| 660 | 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 | |
| 661 | 22.557 | fayeblade1488-venice-browsermcp · browser | Provides web navigation capabilities through Playwright with support for multiple browsers, persistent session state, and configurable timeouts for… | 1 star | No one-command install · Source | |
| 662 | 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 | |
| 663 | 22.557 | liliang-cn-sqlitemcp · database | Provides secure SQLite database operations with multi-database switching, complete CRUD operations, transaction management, and directory-restricted… | 1 star | No one-command install · Source | |
| 664 | 22.557 | supabase-mcp-servermcp · database | A production-ready MCP server providing AI assistants with intelligent Supabase database access, featuring dynamic schema discovery, complete user… | 1 star | No one-command install · Source | |
| 665 | 22.557 | dbmcp-servermcp · ai-agents | Provides an instant MongoDB MCP server that can be used from any AI agent without local installation. | 1 star | No one-command install · Source | |
| 666 | 22.557 | qgismcpmcp · ai-agents | QGISMCP connects QGIS to Claude AI through the Model Context Protocol (MCP), allowing Claude to directly interact with and control QGIS for project… | 1 star | No one-command install · Source | |
| 667 | 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 | |
| 668 | 22.557 | henrymclane09-salesforce-atlassian-supabasemcp · observability | Integrates Salesforce CRM, Atlassian Jira/Confluence, and Supabase to enable unified CRUD operations across customer data, issue tracking, knowledge… | 1 star | No one-command install · Source | |
| 669 | 22.557 | auu-uivision-mcpmcp · front-end | A Model Context Protocol (MCP) server that analyzes software UI screenshots using Google's Gemini AI vision, providing detailed descriptions of UI… | 1 star | No one-command install · Source | |
| 670 | 22.557 | templui-mcp-servermcp · front-end | Enables AI assistants to access TemplUI components for building Go applications with the templ templating language. | 1 star | No one-command install · Source | |
| 671 | 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 | |
| 672 | 22.557 | cargoshipper-mcpmcp · devops | A comprehensive MCP server that provides Claude with direct access to Docker, DigitalOcean, and CloudFlare APIs for infrastructure management and… | 1 star | No one-command install · Source | |
| 673 | 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 | |
| 674 | 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 | |
| 675 | 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 | |
| 676 | 22.557 | python51888-pysqlitmcp · database | Provides complete SQLite database operations including table creation, data manipulation, querying, and schema management through the FastMCP… | 1 star | No one-command install · Source | |
| 677 | 22.557 | towry-commandermcp · observability | Provides background process management capabilities through PMDaemon integration, enabling execution, monitoring, and control of long-running… | 1 star | No one-command install · Source | |
| 678 | 22.557 | 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 | |
| 679 | 22.557 | vishwajeetdabholkar-markdown-web-extractormcp · browser | Extracts clean markdown content from web pages using headless Chrome browser, filtering out navigation and advertisements while handling… | 1 star | No one-command install · Source | |
| 680 | 22.557 | lijin-durairaj-expense-trackermcp · database | Provides expense tracking and categorization capabilities through an SQLite database with 19 predefined categories and subcategories for adding… | 1 star | No one-command install · Source | |
| 681 | 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 | |
| 682 | 22.557 | havfar-todomcp · database | Provides complete todo list management with SQLite persistence, enabling task creation, completion tracking, deletion, and search functionality… | 1 star | No one-command install · Source | |
| 683 | 22.557 | facets-control-plane-mcp-servermcp · devops | Enables management of Facets Control Plane projects, resources, environments, and deployments through Claude, offering secure infrastructure… | 1 star | No one-command install · Source | |
| 684 | 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 | |
| 685 | 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 | |
| 686 | 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 | |
| 687 | 22.557 | rubiojr-ergsmcp · github-vcs | Integrates with Ergs full-text search system to enable searching and browsing across personal datasources like GitHub repositories and RSS feeds with… | 1 star | No one-command install · Source | |
| 688 | 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 | |
| 689 | 22.557 | adamosk-mysqlmcp · database | Provides secure MySQL database access with multi-database support, configurable security levels from read-only to full SQL access, and hot-reloadable… | 1 star | No one-command install · Source | |
| 690 | 22.557 | engmanager-mcpmcp · ai-agents | Provides LLMs with structured workflow guidance and next-step instructions for development procedures, ensuring consistent practices across projects. | 1 star | No one-command install · Source | |
| 691 | 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 | |
| 692 | 22.557 | 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 | |
| 693 | 22.557 | 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 | |
| 694 | 22.557 | therealtimex-charts-antvmcp · other | Generate charts using AntV visualization library | 1 star | No one-command install · Source | |
| 695 | 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 | |
| 696 | 22.557 | google-tools-mcp-servermcp · auth | Enables AI agents to interact with Google Workspace services (Gmail, Drive, Docs, Tasks, Calendar) through OAuth 2.0 authentication, providing 25+… | 1 star | No one-command install · Source | |
| 697 | 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 | |
| 698 | 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 | |
| 699 | 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 | |
| 700 | 22.557 | 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 |
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.