Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 401 | 91.9854 | veriteknik-pluggedinmcp · back-end | A unified interface for managing all your MCP servers. | 52 stars · 42 forks | No one-command install · Source | |
| 402 | 91.9690 | funnelmcp · back-end | TypeScript-based proxy server that aggregates multiple MCP servers while dramatically reducing context token usage through intelligent tool filtering… | 156 stars · 14 forks | No one-command install · Source | |
| 403 | 91.9385 | patrickpalmer-mayamcp · back-end | Provides a bridge between natural language commands and Autodesk Maya, enabling scene management, object creation, attribute manipulation, and… | 99 stars · 29 forks | No one-command install · Source | |
| 404 | 91.9267 | zotlinkmcp · back-end | MCP server that enables one-click saving of open scholarly sources (arXiv, bioRxiv, medRxiv, etc.) into Zotero with automatic metadata extraction and… | 137 stars · 16 forks | No one-command install · Source | |
| 405 | 91.9178 | yahoo-mail-mcp-servermcp · back-end | Provides full email management for Yahoo Mail via IMAP, including listing, reading, searching, deleting, archiving, and flagging emails. | 21 stars · 66 forks | No one-command install · Source | |
| 406 | 91.9083 | opencv-mcp-servermcp · back-end | Provides OpenCV computer vision capabilities for AI assistants, enabling image processing, object detection, face detection, and video analysis… | 111 stars · 22 forks | No one-command install · Source | |
| 407 | 91.8925 | adspower-browser-managermcp · back-end | Enables AI-driven browser profile management through AdsPower's local API, providing tools for creating, updating, opening, and deleting browsers with… | 135 stars · 16 forks | No one-command install · Source | |
| 408 | 91.8629 | kubeflow-mcp-servermcp · back-end | Enables AI agents to plan, submit, monitor, and manage Kubeflow training jobs through natural language, without needing to learn Kubernetes or the… | 41 stars · 45 forks | No one-command install · Source | |
| 409 | 91.8622 | tritlo-lspmcp · back-end | Bridges Language Server Protocol (LSP) servers with code intelligence features like hover information, completions, and diagnostics for accurate code… | 123 stars · 18 forks | No one-command install · Source | |
| 410 | 91.8212 | purple-ai-mcp-servermcp · back-end | Enables MCP clients to interact with SentinelOne's cybersecurity platform for security analysis, threat investigation, and asset management through… | 95 stars · 30 forks | No one-command install · Source | |
| 411 | 91.8125 | agentphone-mcp-servermcp · back-end | Enables AI agents to manage phone numbers, send/receive SMS, and place voice calls through natural language, connecting to the phone network via the… | 121 stars · 18 forks | No one-command install · Source | |
| 412 | 91.8004 | ida-promcp · back-end | Provides a bridge to IDA Pro for reverse engineering and binary analysis tasks through a remote control plugin that enables script execution… | 100 stars · 26 forks | No one-command install · Source | |
| 413 | 91.7859 | chronulus-ai-forecastingmcp · back-end | Integrates with Chronulus AI's forecasting API to enable time series analysis, prediction generation, and visualization of forecasting data through… | 112 stars · 20 forks | No one-command install · Source | |
| 414 | 91.7540 | janhms-needlemcp · back-end | Bridges Needle AI platform with MCP servers to enable advanced natural language processing and machine learning capabilities. | 102 stars · 24 forks | No one-command install · Source | |
| 415 | 91.7407 | naver-openapimcp · back-end | Integrates with Naver's OpenAPI services to provide 14 different tools for Korean-language search capabilities, including blog, news, book, image, and… | 114 stars · 19 forks | No one-command install · Source | |
| 416 | 91.7364 | feuerdev-google-keepmcp · back-end | Provides a bridge to Google Keep for searching, creating, updating, and deleting notes with safety features that restrict modifications to… | 94 stars · 29 forks | No one-command install · Source | |
| 417 | 91.7171 | eric-tramel-slop-guardmcp · back-end | Rule-based prose linter that scores text 0-100 for formulaic AI writing patterns using compiled regex rules, with no LLM or API calls required. | 163 stars · 12 forks | No one-command install · Source | |
| 418 | 91.7135 | getfounded-unified-tool-kitmcp · back-end | Provides a unified Docker-based server with over 100 integrated tools spanning file operations, web search, browser automation, data analysis, and… | 107 stars · 21 forks | No one-command install · Source | |
| 419 | 91.7035 | hollobit-korean-national-assemblymcp · back-end | Queries the Korean National Assembly's open data API for legislative and parliamentary information. | 89 stars · 33 forks | No one-command install · Source | |
| 420 | 91.6833 | danilop-aws-lambdamcp · back-end | Enables LLMs to interact with AWS Lambda functions, providing access to private resources, AWS services, and Lambda's capabilities for data processing… | 109 stars · 20 forks | No one-command install · Source | |
| 421 | 91.6630 | hechtcarmel-jetbrains-debugger-mcp-pluginmcp · back-end | A JetBrains IDE plugin that exposes an MCP server, giving AI coding assistants full programmatic control over the debugger. | 101 stars · 23 forks | No one-command install · Source | |
| 422 | 91.6260 | prefect-mcp-servermcp · back-end | An MCP server for interacting with Prefect resources, enabling AI assistants to monitor, manage, and debug workflows. | 52 stars · 39 forks | No one-command install · Source | |
| 423 | 91.6127 | haonanalex-mgmt-paper-skillsmcp · back-end | Monorepo of MCP servers for Chinese academic research workflows including NSFC data, academic search, and financial data. | 123 stars · 16 forks | No one-command install · Source | |
| 424 | 91.6126 | alchemyplatform-blockchain-apimcp · back-end | Integrates with Alchemy's blockchain APIs to enable querying token prices, NFT ownership, transaction history, and token balances across multiple… | 88 stars · 32 forks | No one-command install · Source | |
| 425 | 91.6116 | fantasy-football-mcp-servermcp · back-end | AI-powered Yahoo Fantasy Football assistant for lineup optimization, draft strategy, and league management with player enhancement and multi-league… | 69 stars · 36 forks | No one-command install · Source | |
| 426 | 91.6071 | cap-js-mcp-servermcp · back-end | MCP server for SAP CAP that enables AI-assisted development by searching CDS model definitions and CAP documentation. | 110 stars · 19 forks | No one-command install · Source | |
| 427 | 91.6042 | robotmcpmcp · back-end | RobotMCP is a comprehensive Model Context Protocol (MCP) server that bridges the gap between human language and Robot Framework automation. It enables… | 113 stars · 18 forks | No one-command install · Source | |
| 428 | 91.5943 | ahrefsmcp · back-end | Integrates with Ahrefs' SEO and marketing APIs to provide rank tracking, keyword research, batch analysis, search volume data, and competitor insights… | 101 stars · 22 forks | No one-command install · Source | |
| 429 | 91.5838 | nguyenvanduocit-jiramcp · back-end | Integrates with the Jira API to enable searching, creating, updating, and transitioning issues through conversational interactions, streamlining… | 97 stars · 25 forks | No one-command install · Source | |
| 430 | 91.5207 | graphiti-mcp-servermcp · back-end | This MCP server extracts entities and relationships from text and stores them in Neo4j, supporting multiple isolated knowledge graph projects that… | 101 stars · 21 forks | No one-command install · Source | |
| 431 | 91.4903 | sysplantmcp · back-end | Generates syscall code (C, C++, Rust, NIM) using various hooking methods, and includes an MCP server for AI assistants to produce syscall stubs. | 132 stars · 14 forks | No one-command install · Source | |
| 432 | 91.4697 | felores-airtablemcp · back-end | Airtable MCP server enables AI assistants to programmatically manage Airtable bases, tables, fields, and records through a simplified interface to the… | 75 stars · 34 forks | No one-command install · Source | |
| 433 | 91.4158 | tally-prime-mcp-servermcp · back-end | Enables Large Language Models to access and query Tally Prime ERP data, including financial reports, masters, and inventory summaries, via the Model… | 80 stars · 33 forks | No one-command install · Source | |
| 434 | 91.3995 | flux-mcp-servermcp · back-end | Enables AI agents to create, update, list, and delete tasks on a Kanban board via the Model Context Protocol, supporting multi-project management and… | 99 stars · 21 forks | No one-command install · Source | |
| 434 | 91.3995 | pywss-mcp-servermcp · back-end | A lightweight Python web framework that enables building MCP servers with SSE, StreamHTTP, and MCPO protocols for tool integration. | 99 stars · 21 forks | No one-command install · Source | |
| 436 | 91.3767 | tapir-archicad-mcpmcp · back-end | A bridge allowing AI agents to control Archicad projects via dynamically generated tools from the Tapir and official Archicad JSON APIs. | 97 stars · 22 forks | No one-command install · Source | |
| 436 | 91.3767 | freema-google-sheetsmcp · back-end | Reads and writes Google Sheets data via the Google Sheets API. | 97 stars · 22 forks | No one-command install · Source | |
| 438 | 91.3211 | zenturacp-rest-api-testermcp · back-end | Integrates with REST API's via Axios to provide a command-line tool for testing and debugging REST APIs with customizable requests and response… | 101 stars · 19 forks | No one-command install · Source | |
| 439 | 91.3071 | ui5-mcp-servermcp · back-end | Enables AI agents to assist with UI5 application development by providing tools for project scaffolding, API reference lookup, code analysis, and… | 99 stars · 20 forks | No one-command install · Source | |
| 440 | 91.3031 | translated-lara-translatemcp · back-end | Bridges to the Lara Translation API for accurate, context-aware text translations between languages with automatic language detection capabilities. | 97 stars · 21 forks | No one-command install · Source | |
| 441 | 91.2844 | mahdin75-geoservermcp · back-end | Provides a bridge to GeoServer's REST API for managing geospatial data, enabling workspace management, layer operations, feature querying, and map… | 88 stars · 26 forks | No one-command install · Source | |
| 442 | 91.2805 | awkoy-replicate-fluxmcp · back-end | Integrates with Replicate's Flux image generation model, enabling image creation capabilities within conversation interfaces through a simple API… | 107 stars · 17 forks | No one-command install · Source | |
| 443 | 91.2737 | danielshih-weathermcp · back-end | Provides real-time weather information for any city through the Open-Meteo API without requiring API keys or complex setup. | 59 stars · 35 forks | No one-command install · Source | |
| 444 | 91.2710 | velociraptor-mcpmcp · back-end | A proof-of-concept MCP bridge that exposes Velociraptor's forensic triage tools to LLMs, enabling natural language querying of Windows endpoints for… | 94 stars · 22 forks | No one-command install · Source | |
| 445 | 91.2690 | clinicaltrialsgov-mcp-servermcp · back-end | MCP server for the ClinicalTrials.gov v2 API. Search trials, retrieve study details and results, and match patients to eligible trials. | 91 stars · 24 forks | No one-command install · Source | |
| 446 | 91.2646 | ack-mcp-servermcp · back-end | 阿里云容器服务MCP Server，将ACK集群管理、Kubernetes原生操作和容器可观测性能力统一为AI原生的标准化工具集，支持通过自然语言与AI助手交互完成复杂的容器运维任务。 | 116 stars · 15 forks | No one-command install · Source | |
| 447 | 91.2627 | aiondadotcom-sshmcp · back-end | Provides secure remote server management capabilities through SSH connections, automatically discovering hosts from SSH configuration files and… | 96 stars · 21 forks | No one-command install · Source | |
| 448 | 91.2535 | metagraphedmcp · back-end | MCP server that enables AI agents to explore Bittensor subnets, check their health and economics, and discover their public APIs and schemas. | 12 stars · 93 forks | No one-command install · Source | |
| 449 | 91.2527 | 1c-buddymcp · back-end | MCP server providing tools for interacting with 1С:Напарник AI, including asking questions, syntax explanation, code review, and documentation search… | 100 stars · 19 forks | No one-command install · Source | |
| 449 | 91.2527 | stock-sdk-mcp-servermcp · back-end | Provides comprehensive stock market data (A-shares, Hong Kong, US) including real-time quotes, K-lines, technical indicators, sectors, futures, and… | 100 stars · 19 forks | No one-command install · Source | |
| 451 | 91.2519 | mcp-container-tsmcp · back-end | A remote MCP server (Node.js/TypeScript) deployed on Azure Container Apps that provides todo list management tools with JWT authentication and… | 49 stars · 37 forks | No one-command install · Source | |
| 452 | 91.2481 | ask-humanmcp · back-end | Enables escalation of questions to humans through a markdown file-based workflow that prevents hallucinations by providing direct human-in-the-loop… | 152 stars · 11 forks | No one-command install · Source | |
| 453 | 91.1665 | isnow890-naver-search-mcpmcp · back-end | MCP server for Naver Search API integration, supporting blog, news, shopping search and DataLab analytics features. | 84 stars · 27 forks | No one-command install · Source | |
| 454 | 91.1353 | kingdee-mcp-servermcp · back-end | Enables AI assistants to operate Kingdee Cloud Star ERP via natural language, including querying, creating, submitting, auditing, and deleting… | 73 stars · 32 forks | No one-command install · Source | |
| 455 | 91.1340 | metabase-mcp-servermcp · back-end | Enables AI assistants to interact with Metabase's analytics platform, managing dashboards, cards, databases, and tables via the Model Context… | 59 stars · 34 forks | No one-command install · Source | |
| 456 | 91.1050 | gensecai-pfsensemcp · back-end | Integrates with pfSense firewall systems through REST API, XML-RPC, and SSH to enable natural language control of security operations, IP blocking… | 94 stars · 20 forks | No one-command install · Source | |
| 457 | 91.1041 | ferdousbhai-tasty-agentmcp · back-end | Tastyworks API integration to handle trading activities on Tastytrade | 84 stars · 26 forks | No one-command install · Source | |
| 458 | 91.1019 | happy-mcp-servermcp · back-end | A metadata-driven MCP server that auto-generates 480+ tools across 160+ ServiceNow tables, with multi-instance support, natural language search, and… | 52 stars · 35 forks | No one-command install · Source | |
| 459 | 91.0447 | garan0613-minimax-voicemcp · back-end | Voice synthesis MCP server using MiniMax TTS API with Cloudflare Workers deployment and SSE transport. | 34 stars · 40 forks | No one-command install · Source | |
| 460 | 91.0390 | cloudflare-searchmcp · back-end | Aggregated search API service that provides real-time web search capabilities for AI assistants via MCP. | 43 stars · 37 forks | No one-command install · Source | |
| 461 | 91.0360 | mastercard-developers-toolkitmcp · back-end | Service discovery and integration guides for the Mastercard Developers platform with API documentation access. | 55 stars · 34 forks | No one-command install · Source | |
| 462 | 91.0350 | daredev256-fcpxml-mcp-servermcp · back-end | The first MCP server for Final Cut Pro. 53 tools that parse, edit, and generate FCPXML timelines — health checks, flash frame detection, chapter… | 95 stars · 19 forks | No one-command install · Source | |
| 463 | 91.0313 | heimdall-mcp-servermcp · back-end | Provides AI coding assistants with persistent, context-rich memory of a codebase, including documentation and git history, enabling recall across… | 104 stars · 16 forks | No one-command install · Source | |
| 464 | 91.0193 | dap-debuggermcp · back-end | Integrates with DAP-compatible debuggers like Delve to provide comprehensive debugging session management including breakpoints, execution control… | 100 stars · 17 forks | No one-command install · Source | |
| 465 | 90.9972 | roadwy-cve-searchmcp · back-end | Integrates with the CVE-CIRCL API to enable searching and retrieving vulnerability information from the Common Vulnerabilities and Exposures database… | 107 stars · 15 forks | No one-command install · Source | |
| 466 | 90.9665 | engineering-bridgemcp · back-end | A local STDIO MCP server that bridges MCP clients to the Codex CLI by sending instructions to a configured workspace, exposing task run, status, and… | 99 stars · 17 forks | No one-command install · Source | |
| 467 | 90.9643 | nav2-mcp-servermcp · back-end | Enables control and monitoring of Nav2 navigation operations, including navigation, waypoints, costmap management, and lifecycle control, through the… | 84 stars · 24 forks | No one-command install · Source | |
| 468 | 90.9479 | firefly-iii-mcp-servermcp · back-end | Enables AI assistants to manage Firefly III personal finance accounts and transactions through the Model Context Protocol. | 85 stars · 23 forks | No one-command install · Source | |
| 469 | 90.8920 | applemusic-mcpmcp · back-end | MCP server for Apple Music that lets AI assistants manage playlists, control playback, and browse the music library. | 92 stars · 19 forks | No one-command install · Source | |
| 469 | 90.8920 | office-editor-mcpmcp · back-end | An MCP server for creating and editing Word, Excel, and PowerPoint documents through AI assistants. | 92 stars · 19 forks | No one-command install · Source | |
| 471 | 90.8829 | granolaai-mcp-servermcp · back-end | Bridges Granola.ai meeting intelligence with Claude Desktop, enabling natural language access to meeting transcripts, notes, and insights. | 94 stars · 18 forks | No one-command install · Source | |
| 472 | 90.8791 | mobilehackinglab-jadx-android-decompilermcp · back-end | A plugin for Jadx that exposes the MCP API, enabling intelligent navigation and automation of reverse engineering workflows — ideal for AI-assisted… | 104 stars · 15 forks | No one-command install · Source | |
| 473 | 90.8719 | danishjsheikh-swaggermcp · back-end | Transforms Swagger/OpenAPI specifications into dynamic tools, enabling interaction with any REST API through automatic endpoint discovery, parameter… | 81 stars · 25 forks | No one-command install · Source | |
| 474 | 90.8301 | databricksmcp · back-end | Integrates with Databricks services to enable interaction with clusters, jobs, notebooks, DBFS, and SQL workspaces via tools that wrap the Databricks… | 48 stars · 34 forks | No one-command install · Source | |
| 475 | 90.8295 | ckanthony-ginmcp · back-end | Automatically exposes existing Gin API endpoints as tools with zero configuration, requiring just a single line of code to bridge your Go application… | 84 stars · 22 forks | No one-command install · Source | |
| 476 | 90.8293 | nikolai-vysotskyi-tracemcp · back-end | Framework-aware code intelligence MCP server with 44+ tools for code tracing, analysis, and debugging. | 102 stars · 15 forks | No one-command install · Source | |
| 477 | 90.8267 | electron-debug-mcp-servermcp · back-end | Enables debugging of Electron applications through the Model Context Protocol, with deep integration of Chrome DevTools Protocol for process… | 83 stars · 23 forks | No one-command install · Source | |
| 478 | 90.8128 | futu-stock-mcp-servermcp · back-end | A Model Context Protocol server that integrates Futu OpenAPI, enabling AI models to query real-time market data and execute trades across Hong Kong… | 80 stars · 25 forks | No one-command install · Source | |
| 479 | 90.8045 | akutishevsky-lunch-moneymcp · back-end | Integrates with Lunch Money personal finance API to retrieve account balances, transaction history, budget information, and spending categories for… | 101 stars · 15 forks | No one-command install · Source | |
| 480 | 90.7973 | pab1it0-chess-commcp · back-end | Integrates with Chess.com Published Data API to access player profiles, statistics, game data, and club information in both JSON and PGN formats for… | 87 stars · 20 forks | No one-command install · Source | |
| 480 | 90.7973 | cchookshook · back-end | A lightweight Python SDK with a clean API and good documentation; simplifies the process of writing hooks and integrating them into your codebase… | 130 stars · 11 forks | No one-command install · Source | |
| 482 | 90.7764 | tesla0225-createmcp · back-end | Creates and manages dynamic MCP servers on-demand, enabling flexible tool execution and server lifecycle control through a TypeScript-based controller… | 98 stars · 16 forks | No one-command install · Source | |
| 483 | 90.7559 | pierrebrunelle-openai-mcp-servermcp · back-end | Leverage OpenAI's language models through a standardized interface. | 84 stars · 21 forks | No one-command install · Source | |
| 484 | 90.7461 | ronantakizawa-a11ymcpmcp · back-end | Web accessibility testing MCP server that analyzes URLs and HTML for WCAG 2.0/2.1/2.2 compliance using axe-core. Tools for color contrast, ARIA… | 91 stars · 18 forks | No one-command install · Source | |
| 485 | 90.7258 | tocharianou-kibanamcp · back-end | Provides direct access to Kibana's API endpoints for querying server status, executing custom requests, and exploring available endpoints through a… | 79 stars · 25 forks | No one-command install · Source | |
| 486 | 90.6761 | predictive-maintenance-mcp-servermcp · back-end | Enables AI assistants to analyze vibration data, detect machinery faults, and generate professional diagnostic reports through natural conversation. | 78 stars · 25 forks | No one-command install · Source | |
| 487 | 90.6707 | capcutapi-complete-mcp-servermcp · back-end | Enables video editing operations such as trimming, merging, adding audio/text/effects, and exporting via MCP protocol, leveraging CapCut core… | 95 stars · 16 forks | No one-command install · Source | |
| 488 | 90.6636 | catia-v5-mcp-servermcp · back-end | Connect Claude AI to Dassault Systemes CATIA V5 via the Model Context Protocol (MCP). Drive CATIA V5 CAD modeling from Claude Desktop or Claude Code… | 84 stars · 20 forks | No one-command install · Source | |
| 489 | 90.6587 | nasa-apismcp · back-end | Integrates with NASA and JPL APIs to provide access to astronomy images, satellite data, space weather information, Mars rover photos, and more… | 92 stars · 17 forks | No one-command install · Source | |
| 490 | 90.6481 | jx-codes-codemodemcp · back-end | Replaces traditional tool calling with a code execution approach where assistants write TypeScript/JavaScript that makes HTTP requests to MCP servers… | 123 stars · 11 forks | No one-command install · Source | |
| 491 | 90.6433 | rollinggo-hotel-mcp-2mcp · back-end | MCP server for searching, comparing, and booking hotels globally, with live rates and over 2 million properties, powered by DIDA. | 86 stars · 19 forks | No one-command install · Source | |
| 491 | 90.6433 | visio-mcp-servermcp · back-end | Enables to create and edit Microsoft Visio diagrams programmatically via a standardized API. | 86 stars · 19 forks | No one-command install · Source | |
| 493 | 90.6334 | octagonai-deep-researchmcp · back-end | Integrates with Octagon API to provide multi-source data aggregation, web scraping, academic research synthesis, competitive analysis, market… | 94 stars · 16 forks | No one-command install · Source | |
| 494 | 90.6315 | uspto-patent-mcp-servermcp · back-end | Provides access to USPTO patent and patent application data through multiple APIs, enabling search, retrieval, and analysis of patents, PTAB… | 76 stars · 26 forks | No one-command install · Source | |
| 495 | 90.6057 | official-solana-mcp-servermcp · back-end | Enables AI agents to access and search up-to-date Solana documentation, get canonical spec references, and fix Anchor/Pinocchio Solana programs via… | 80 stars · 22 forks | No one-command install · Source | |
| 496 | 90.5792 | ajitpratap0-gosqlxmcp · back-end | 7 SQL tools (validate, format, parse, lint, security scan, metadata extraction, full analysis) over Streamable HTTP. Public remote server at… | 112 stars · 12 forks | No one-command install · Source | |
| 497 | 90.5758 | openmessagemcp · back-end | MCP server for a local-first messaging workspace that integrates Google Messages, WhatsApp, and Signal. It enables reading, sending, searching… | 58 stars · 31 forks | No one-command install · Source | |
| 498 | 90.5569 | fitter-mcpmcp · back-end | MCP server for scraping with declarative configs | 132 stars · 10 forks | No one-command install · Source | |
| 498 | 90.5569 | facebook-mcp-servermcp · back-end | A Model Context Protocol (MCP) server implementation that provides Facebook Page interaction and management capabilities. This server enables… | 75 stars · 26 forks | No one-command install · Source | |
| 500 | 90.5563 | shannonlal-postman-collection-runnermcp · back-end | Executes Postman collections to run API tests, validate responses, and generate reports for automated testing and documentation workflows. | 84 stars · 19 forks | 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.