Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 301 | 22.557 | ctaylor86-rendimcp · back-end | Cloud-based FFmpeg video and audio processing through Rendi API for transcoding, format conversion, and media analysis | 1 star | No one-command install · Source | |
| 302 | 22.557 | datastax-opscenter-mcp-servermcp · back-end | Enables monitoring and management of Apache Cassandra and DataStax Enterprise clusters through the DataStax OpsCenter API, providing tools for cluster… | 1 star | No one-command install · Source | |
| 303 | 22.557 | mcp-websearchmcp · back-end | A web search MCP server using DuckDuckGo, supporting streaming HTTP and session management. | 1 star | No one-command install · Source | |
| 304 | 22.557 | bluetooth-specifications-mcp-servermcp · back-end | Enables natural language search over Bluetooth specification PDFs with hybrid search (BM25 + semantic embeddings), returning precise answers with… | 1 star | No one-command install · Source | |
| 305 | 22.557 | kanpou-mcpmcp · back-end | MCP server for searching Japanese government procurement notices via the Kanpou API. Enables LLMs to search by date, keyword, or detailed criteria. | 1 star | No one-command install · Source | |
| 306 | 22.557 | persona-switcher-mcp-servermcp · back-end | Dynamic AI persona management for Claude with file-based storage. Switch between different AI personas mid-conversation or start conversations with… | 1 star | No one-command install · Source | |
| 307 | 22.557 | meducate-mcpmcp · back-end | A self-aware, AI-powered MCP server that acts as a personal medical education assistant for African students, understanding natural language and… | 1 star | No one-command install · Source | |
| 308 | 22.557 | radutopala-onemcpmcp · back-end | Aggregates tools from multiple MCP servers with TF-IDF semantic search for natural language tool discovery | 1 star | No one-command install · Source | |
| 309 | 22.557 | 264gaurav-national-weather-servicemcp · back-end | Integrates with the National Weather Service API to retrieve active weather alerts by US state with proper error handling and timeout management for… | 1 star | No one-command install · Source | |
| 310 | 22.557 | dev-toolbox-mcp-servermcp · back-end | Provides various developer utilities such as UUID generation, timestamp conversion, Base64 encoding, color conversion, password generation, hash… | 1 star | No one-command install · Source | |
| 311 | 22.557 | autofixture-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that provides comprehensive documentation and usage examples for the AutoFixture testing library. | 1 star | No one-command install · Source | |
| 312 | 22.557 | pacemaker-mcpmcp · back-end | MCP server that enables safe, SSH-based interaction with a Pacemaker cluster, offering guarded pcs commands for status queries and controlled… | 1 star | No one-command install · Source | |
| 313 | 22.557 | mtg-mcpmcp · back-end | A comprehensive Model Context Protocol server that provides AI assistants with rich Magic: The Gathering information, including card data… | 1 star | No one-command install · Source | |
| 314 | 22.557 | mcp-api-toolkitmcp · back-end | Comprehensive API development and testing MCP server for Claude Code. Integrates OpenAPI parsing, testing, SDK generation, and documentation… | 1 star | No one-command install · Source | |
| 315 | 22.557 | iec-62304-requirements-mcp-servermcp · back-end | Enables management of software requirements in compliance with IEC 62304 Class C medical device standards, including requirement creation, versioning… | 1 star | No one-command install · Source | |
| 316 | 22.557 | markitdown-mcp-servermcp · back-end | Converts documents (PDF, DOCX, images, etc.) to Markdown using Microsoft's Markitdown library, with no local setup required. Integrates with AI agents… | 1 star | No one-command install · Source | |
| 317 | 22.557 | cryptocurrency-mcp-servermcp · back-end | Python-based MCP server that provides real-time and historical cryptocurrency data from 100+ exchanges via CCXT, with tools for tickers, OHLCV… | 1 star | No one-command install · Source | |
| 318 | 22.557 | sncf-mcp-servermcp · back-end | Enables querying SNCF train schedules and stations in France using the official Navitia API, with support for flexible date parsing and real-time… | 1 star | No one-command install · Source | |
| 319 | 22.557 | fl0p-philips-huemcp · back-end | Provides direct control over Philips Hue smart lighting systems through automatic bridge discovery and API key management, enabling brightness, color… | 1 star | No one-command install · Source | |
| 320 | 22.557 | win10ogod-windows-driver-inputmcp · back-end | Driver-level keyboard and mouse automation bypassing standard Windows APIs for games and protected applications | 1 star | No one-command install · Source | |
| 321 | 22.557 | lanyard-mcp-servermcp · back-end | Provides Discord user presence information through the Lanyard API, enabling AI assistants to retrieve real-time presence data like online status… | 1 star | No one-command install · Source | |
| 322 | 22.557 | crbatista-github-integration-hubmcp · back-end | Provides GitHub OAuth authentication and API access through REST endpoints, CLI tools, and MCP server capabilities with SQLite-based token storage. | 1 star | No one-command install · Source | |
| 323 | 22.557 | peterpan-mu-testmcp · back-end | Testing framework for MCP servers that provides connection verification, capability discovery, and tool execution validation through TypeScript-based… | 1 star | No one-command install · Source | |
| 324 | 22.557 | cortexsynapsemcp · back-end | A robust MCP server that bridges AI development tools with Palo Alto Cortex platforms (XSOAR/XSIAM), enabling natural language-driven development… | 1 star | No one-command install · Source | |
| 325 | 22.557 | schwaizer-bfs-mcp-servermcp · back-end | An unofficial MCP server for accessing Swiss Federal Statistical Office (BFS) data. | 1 star | No one-command install · Source | |
| 326 | 22.557 | yfinancemcp · back-end | A Model Context Protocol (MCP) server that provides comprehensive access to Yahoo Finance data through 18 specialized tools for pricing, financials… | 1 star | No one-command install · Source | |
| 327 | 22.557 | ambari-mcp-servermcp · back-end | Enables AI assistants to manage Apache Ambari clusters, including services, hosts, alerts, and configurations via the MCP protocol. | 1 star | No one-command install · Source | |
| 328 | 22.557 | utcp-documentation-mcp-servermcp · back-end | Assists AI coding agents in understanding and implementing UTCP by providing documentation search, manual validation, code generation, OpenAPI… | 1 star | No one-command install · Source | |
| 329 | 22.557 | phate45-obsidian-vaultmcp · back-end | Integrates with Obsidian vaults through filesystem access and Local REST API plugin to enable file moving/renaming while preserving backlinks, extract… | 1 star | No one-command install · Source | |
| 330 | 22.557 | dynamodb-mcp-servermcp · back-end | A Model Context Protocol server for managing Amazon DynamoDB resources, providing tools for table management, capacity management, and data… | 1 star | No one-command install · Source | |
| 331 | 22.557 | reaper-mcp-servermcp · back-end | An MCP server that lets language models interact with the Reaper DAW | 1 star | No one-command install · Source | |
| 332 | 22.557 | root-mcp-servermcp · back-end | Enables LLMs and MCP clients to execute Python and C++ code using ROOT's PyROOT interface, with support for graphics and error detection. | 1 star | No one-command install · Source | |
| 333 | 22.557 | catalyst-mcp-servermcp · back-end | An MCP server that loads and serves Knowledge Packs to connect AI assistants with business systems like databases, DevOps tools, and APIs. | 1 star | No one-command install · Source | |
| 334 | 22.557 | clarify-mcp-servermcp · back-end | Enables AI agents to ask clarification questions and receive structured user input through a Human-in-the-Loop interface. | 1 star | No one-command install · Source | |
| 335 | 22.557 | ga4-automation-mcp-servermcp · back-end | This project is a Google Analytics 4 (GA4) automation server implemented as a Model Context Protocol (MCP) tool. It lets AI agents query GA4 data… | 1 star | No one-command install · Source | |
| 336 | 22.557 | tradepilot-mcp-servermcp · back-end | A production-grade MCP server that integrates Polygon.io market data with an 18-layer technical analysis engine to generate actionable options trading… | 1 star | No one-command install · Source | |
| 337 | 22.557 | domaindetails-mcp-servermcp · back-end | Provides comprehensive domain research tools including RDAP, WHOIS, and DNS lookup capabilities, with automatic fallback and support for 50+ TLDs. | 1 star | No one-command install · Source | |
| 338 | 22.557 | curl-mcp-servermcp · back-end | A comprehensive HTTP/HTTPS tool server using curl, supporting various authentication methods, file uploads, downloads, and custom curl commands. | 1 star | No one-command install · Source | |
| 339 | 22.557 | electricity-shutdowns-mcp-servermcp · back-end | Monitors electricity outage schedules in Ukraine's Dnipropetrovsk region, enabling users to check outages, receive notifications, and calculate… | 1 star | No one-command install · Source | |
| 340 | 22.557 | opengathyrmcp · back-end | An MCP server that enables managing and searching RSS feeds using tools like list, add, remove, get-feed, and search-feeds. | 1 star | No one-command install · Source | |
| 341 | 22.557 | rpg-maker-mz-mcp-servermcp · back-end | Enables creating RPG Maker MZ games using natural language through AI assistance, with tools for project management, map creation, event systems, and… | 1 star | No one-command install · Source | |
| 342 | 22.557 | mcp-mail-servermcp · back-end | Automates email handling for a hardware store, enabling classification, response generation, and escalation using AI. | 1 star | No one-command install · Source | |
| 343 | 22.557 | kadinsayani-lxdmcp · back-end | Manages LXD containers and virtual machines with complete lifecycle operations including creation, deletion, start/stop/restart, freezing… | 1 star | No one-command install · Source | |
| 344 | 22.557 | sigsci-mcp-servermcp · back-end | MCP server for Signal Sciences (Fastly NGWAF) API, providing progressive disclosure and 40+ read-only tools for managing corporations and sites. | 1 star | No one-command install · Source | |
| 345 | 22.557 | mcp-oracle-servermcp · back-end | A production-grade Node.js MCP server for Oracle Database with HTTP transport, enabling SQL query execution, table listing, schema retrieval, and… | 1 star | No one-command install · Source | |
| 346 | 22.557 | byteplant-validator-mcp-servermcp · back-end | Provides email, phone, and address validation using Byteplant's APIs. Enables real-time live validation in any MCP-compatible client. | 1 star | No one-command install · Source | |
| 347 | 22.557 | skald-mcp-servermcp · back-end | Chat with your Skald knowledge base, add and update new knowledge, and search through memos. | 1 star | No one-command install · Source | |
| 348 | 22.557 | devidasjadhav-redfishmcp · back-end | Integrates with Redfish server management APIs to enable natural language control of BMCs and server hardware through endpoint discovery, resource… | 1 star | No one-command install · Source | |
| 349 | 22.557 | deveyesmcp · back-end | DevEyes is a Model Context Protocol (MCP) server that captures screenshots from your local development environment and automatically optimizes them… | 1 star | No one-command install · Source | |
| 350 | 22.557 | journald-mcp-servermcp · back-end | An MCP server for accessing systemd journal logs. | 1 star | No one-command install · Source | |
| 351 | 22.557 | frsfahd-national-weather-servicemcp · back-end | Retrieves weather data from the National Weather Service API for US locations | 1 star | No one-command install · Source | |
| 352 | 22.557 | mockserver-mcpmcp · back-end | An MCP server for interacting with MockServer, enabling AI assistants to create mock HTTP expectations, verify requests, clear state, and manage… | 1 star | No one-command install · Source | |
| 353 | 22.557 | ravenna-mcp-servermcp · back-end | Allows LLMs to create, update, and retrieve tickets directly from the Ravenna help desk platform. | 1 star | No one-command install · Source | |
| 354 | 22.557 | pr-splitter-mcpmcp · back-end | An MCP server that intelligently splits large pull requests into multiple smaller ones for improved code review and KPI tracking, integrating… | 1 star | No one-command install · Source | |
| 355 | 22.557 | scrapingbee-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that provides web scraping capabilities using the ScrapingBee API, allowing users to extract structured data… | 1 star | No one-command install · Source | |
| 356 | 22.557 | cityjson-specification-mcp-servermcp · back-end | Provides AI assistants with structured access to the CityJSON specification, enabling on-demand fetching of specific chapters. | 1 star | No one-command install · Source | |
| 357 | 22.557 | skyloevil-open-meteo-weathermcp · back-end | Provides weather data access through the free Open-Meteo API for current conditions, daily forecasts up to 16 days, hourly forecasts up to 7 days, and… | 1 star | No one-command install · Source | |
| 358 | 22.557 | fullstack-context-mcp-servermcp · back-end | Enables AI agents to interact with both frontend and backend projects by providing file system access and context through the MCP protocol… | 1 star | No one-command install · Source | |
| 359 | 22.557 | mcp-dev-standardsmcp · back-end | A Model Context Protocol server that provides development standards and best practices context to AI coding assistants, ensuring generated code… | 1 star | No one-command install · Source | |
| 360 | 22.557 | obsidian-mcp-server-6mcp · back-end | An MCP server that enables AI assistants to access and manage your local Obsidian vault through a standardized protocol. | 1 star | No one-command install · Source | |
| 361 | 22.557 | tuvi-mcpmcp · back-end | MCP server for Vietnamese fortune-telling based on lunar calendar, providing birth date analysis, daily fortune, and general fortune predictions using… | 1 star | No one-command install · Source | |
| 362 | 22.557 | mcp-server-google-visionmcp · back-end | Provides OCR capabilities to LLMs via Google Cloud Vision, enabling reading of scanned documents, handwriting, and images. | 1 star | No one-command install · Source | |
| 363 | 22.557 | nestjs-mcp-servermcp · back-end | A production-ready NestJS backend template with built-in MCP server enabling AI agents to query your data via standardized protocol, featuring RAG… | 1 star | No one-command install · Source | |
| 364 | 22.557 | siliconflow-image-generator-mcp-servermcp · back-end | Generates images via SiliconFlow API with support for multiple models, concurrent requests, and automatic saving. | 1 star | No one-command install · Source | |
| 365 | 22.557 | spiderchat-mcp-servermcp · back-end | Access your Spider Chat flows, memories, and facts from Claude Desktop with fast semantic search and browsing capabilities. | 1 star | No one-command install · Source | |
| 366 | 22.557 | singapore-bus-mcp-servermcp · back-end | Provides real-time Singapore bus information, including arrival times, routes, and stop details via the LTA DataMall API. | 1 star | No one-command install · Source | |
| 367 | 22.557 | pdf-tools-mcp-servermcp · back-end | Enables PDF file manipulation including merging, splitting, extracting pages, extracting text, excluding pages, and reordering pages. | 1 star | No one-command install · Source | |
| 368 | 22.557 | h-ucchi-pdf-toolsmcp · back-end | PDF manipulation server for merging, splitting, extracting pages, and text extraction from documents | 1 star | No one-command install · Source | |
| 369 | 22.557 | wishmockmcp · back-end | Provides an MCP server for automation via Server-Sent Events (SSE) to manage mock gRPC and Connect RPC services. | 1 star | No one-command install · Source | |
| 370 | 22.557 | knowledge-graph-mcp-servermcp · back-end | An MCP server for tracking student learning via a knowledge graph, with spaced repetition scheduling and intelligent queries to identify gaps… | 1 star | No one-command install · Source | |
| 371 | 22.557 | asklokesh-quickbooksmcp · back-end | Integrates with QuickBooks API for accounting and financial management tasks. | 1 star | No one-command install · Source | |
| 372 | 22.557 | gtd-manager-mcp-servermcp · back-end | Implements the Getting Things Done methodology with custom meeting SOPs, enabling capture, processing, and context-based management of tasks and… | 1 star | No one-command install · Source | |
| 373 | 22.557 | sh20raj-resendmcp · back-end | Integrates with Resend API for sending single and batch emails, managing domain verification, creating API keys with specific permissions, and… | 1 star | No one-command install · Source | |
| 374 | 22.557 | hoogle-mcp-servermcp · back-end | Enables searching Hoogle, the Haskell documentation search engine, for packages, functions, and types. | 1 star | No one-command install · Source | |
| 375 | 22.557 | s3-data-lake-mcp-servermcp · back-end | Enables AI agents to query S3 data lakes using natural language, with support for CSV, JSON, Parquet and tools for data discovery, analysis, and… | 1 star | No one-command install · Source | |
| 376 | 22.557 | obsidian-zettelkasten-mcp-servermcp · back-end | Enables AI models to read, search, and write notes in an Obsidian vault following the Zettelkasten method, with tools for semantic search, memo… | 1 star | No one-command install · Source | |
| 377 | 22.557 | stryk91-lsp-mcp-rsmcp · back-end | Universal bridge to Language Server Protocol servers with multi-language support. | 1 star | No one-command install · Source | |
| 378 | 22.557 | lsp-mcp-rsmcp · back-end | A single MCP server that bridges to any LSP, enabling code intelligence features like hover, go-to-definition, references, and diagnostics for… | 1 star | No one-command install · Source | |
| 379 | 22.557 | erpnext-mcp-server-2mcp · back-end | MCP server for ERPNext that provides full CRUD operations, workflow management, custom fields, and DocType management. | 1 star | No one-command install · Source | |
| 380 | 22.557 | notion-ultimate-mcp-servermcp · back-end | Enables AI-powered Notion task management with autonomous workflows, including task retrieval, AI prompt generation, and dependency tracking. | 1 star | No one-command install · Source | |
| 381 | 22.557 | xen-orchestra-mcp-servermcp · back-end | Enables management of Xen Orchestra (XOA) via its REST API, including listing VMs, backup jobs, logs, and repositories. | 1 star | No one-command install · Source | |
| 382 | 22.557 | gjeltep-app-store-connectmcp · back-end | Interact with Apple's App Store Connect API | 1 star | No one-command install · Source | |
| 383 | 22.557 | nityeshaga-hetzner-cloudmcp · back-end | Integrates with Hetzner Cloud API for managing servers, SSH keys, and infrastructure resources with power operations and datacenter queries. | 1 star | No one-command install · Source | |
| 384 | 22.557 | builder-proj-mcp-servermcp · back-end | A unified MCP server for scaffolding project structures across multiple frameworks including Spring Boot, React, Vue, Next.js, FastAPI, Django, Flask… | 1 star | No one-command install · Source | |
| 385 | 22.557 | smart-mcp-servermcp · back-end | Enables AI assistants to securely interact with FHIR R4 servers for clinical decision support workflows, including PlanDefinition execution, FHIR… | 1 star | No one-command install · Source | |
| 386 | 22.557 | weather-bot-mcp-servermcp · back-end | Enables users to query weather, perform web research, and manage a graph database through natural language. | 1 star | No one-command install · Source | |
| 387 | 22.557 | z-os-ftp-mcp-servermcp · back-end | Enables interaction with z/OS mainframe systems via FTP, including dataset listing/download/upload, JCL job submission and monitoring, with advanced… | 1 star | No one-command install · Source | |
| 388 | 22.557 | paizhaojieti-stdio-mcp-servermcp · back-end | Enables solving math, physics, chemistry and other subject problems from images using the Zhipu AI photo-solving agent via STDIO protocol. | 1 star | No one-command install · Source | |
| 389 | 22.557 | insurtech-mcp-servermcp · back-end | Enables insurance policy analysis, risk assessment, and policy comparison with support for multiple editions (Lite free, Solo and Pro paid). | 1 star | No one-command install · Source | |
| 390 | 22.557 | currency-exchange-mcpmcp · back-end | A Model Context Protocol (MCP) server that provides currency exchange rate conversion tools. | 1 star | No one-command install · Source | |
| 391 | 22.557 | quest-browser-mcp-servermcp · back-end | Controls Oculus Browser via WebSocket CDP protocol, enabling full browser automation with Playwright-like API for navigation, interaction, content… | 1 star | No one-command install · Source | |
| 392 | 22.557 | product-hunt-mcp-servermcp · back-end | Provides access to Product Hunt data via the Product Hunt API v2, enabling queries for posts, collections, users, topics, comments, goals, and maker… | 1 star | No one-command install · Source | |
| 393 | 22.557 | sonar-mcpmcp · back-end | A Model Context Protocol (MCP) server for interacting with SonarQube code quality platform. | 1 star | No one-command install · Source | |
| 394 | 22.557 | kodi-mcp-servermcp · back-end | Enables querying, searching, and controlling Kodi media center libraries and playback remotely, including smart episode tracking and targeted library… | 1 star | No one-command install · Source | |
| 395 | 22.557 | metabase-mcp-navimcp · back-end | A MCP server for Metabase that gives AI assistants direct access to dashboards, cards, and query execution. | 1 star | No one-command install · Source | |
| 396 | 22.557 | interactive-mcp-popupmcp · back-end | An MCP server that enables interactive Qt popups and continuous conversation within IDEs, facilitating user feedback and multi-turn dialogues. | 1 star | No one-command install · Source | |
| 397 | 22.557 | sipp-mcp-servermcp · back-end | Enables interaction with SIPp, a SIP protocol testing tool, allowing users to run SIPp scenarios, create custom XML scenarios, retrieve statistics… | 1 star | No one-command install · Source | |
| 398 | 22.557 | sentio-mcp-servermcp · back-end | This MCP server integrates with Sentio's API services to provide web, data, price, processor, and alerts tools, enabling users to manage and query… | 1 star | No one-command install · Source | |
| 399 | 22.557 | postidentity-mcp-servermcp · back-end | Official MCP server for PostIdentity - Generate AI-powered social media posts, threads, and replies from any MCP-compatible AI assistant with identity… | 1 star | No one-command install · Source | |
| 400 | 22.557 | tool-discomcp · back-end | A tool discovery MCP server that integrates with Azure DevOps wikis and code-graph-rag to match natural language goals to tools, enabling tool… | 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.