Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4601 | 78.848 | youichi-uda-asepritemcp · front-end | MCP server for controlling Aseprite pixel art editor, enabling AI assistants to create and edit sprites and animations. | 26 stars · 5 forks | No one-command install · Source | |
| 4601 | 78.848 | arthur-ficial-apfelmcp · back-end | Token-budget-optimized MCP servers for Apple FoundationModels: URL fetching, DuckDuckGo search, and combined search-and-fetch. | 26 stars · 5 forks | No one-command install · Source | |
| 4601 | 78.848 | habedi-omni-lprmcp · otheralso listed as omni-lpr | Self-hostable automatic license plate recognition | 26 stars · 5 forks | No one-command install · Source | |
| 4601 | 78.848 | aliyun-edge-security-accelerationmcp · back-end | Provides a bridge to Alibaba Cloud's Edge Security Acceleration service for managing edge routines, deployments, routes, and sites through… | 26 stars · 5 forks | No one-command install · Source | |
| 4601 | 78.848 | vertexcover-io-linkedin-spidermcp · other | Extracts LinkedIn profile data, company information, and connection details using advanced anti-detection web scraping techniques for recruitment… | 26 stars · 5 forks | No one-command install · Source | |
| 4601 | 78.848 | tmdaidevs-force-fabricmcp · other | Provides live optimization analysis for Microsoft Fabric items with 100+ rules across Lakehouses, Warehouses, Eventhouses, and Semantic Models. | 26 stars · 5 forks | No one-command install · Source | |
| 4601 | 78.848 | vinnividivicci-idsmcp · back-end | Creates buildingSMART IDS (Information Delivery Specification) files with complete compliance validation, supporting all IFC versions and facet types… | 26 stars · 5 forks | No one-command install · Source | |
| 4601 | 78.848 | godot-engine-integrationmcp · browser | Comprehensive Godot 4.x integration with live editor manipulation, E2E game testing, auto-screenshot loops, and version-aware documentation queries. | 26 stars · 5 forks | No one-command install · Source | |
| 4601 | 78.848 | affinitymcpmcp · front-endalso listed as tacyan-affinity-design | Enables natural language control of Affinity Photo/Designer/Publisher and Canva workflows through MCP tools, supporting file operations, filters, and… | 26 stars · 5 forks | No one-command install · Source | |
| 4601 | 78.848 | mokafari-orchestratormcp · ai-agents | Orchestrates distributed task management by coordinating workflows, enforcing dependencies, and tracking execution across instances for complex data… | 26 stars · 5 forks | No one-command install · Source | |
| 4601 | 78.848 | krekun-vrchatmcp · other | Provides a bridge between AI assistants and VRChat, enabling direct avatar parameter manipulation, movement control, and interaction through WebSocket… | 26 stars · 5 forks | No one-command install · Source | |
| 4614 | 78.816 | nodeblue-studio-5000mcp · observability | Parse and reason over Rockwell Allen-Bradley Studio 5000 L5X PLC files with AI, converting ladder logic to compact NeutralText format. | 20 stars · 9 forks | No one-command install · Source | |
| 4614 | 78.816 | docs-maskedmcp · back-end | MCP server for locally masking personal data in documents before sending them to a language model, then restoring the original data in the model's… | 20 stars · 9 forks | No one-command install · Source | |
| 4614 | 78.816 | super-shellmcp · other | Enables secure execution of shell commands across Windows, macOS, and Linux with a three-tier whitelist security model for controlled system access. | 20 stars · 9 forks | No one-command install · Source | |
| 4614 | 78.816 | mcpmuxmcp · back-end | Local gateway that connects all AI clients to configured servers through one endpoint. | 20 stars · 9 forks | No one-command install · Source | |
| 4614 | 78.816 | staruml-mcp-servermcp · back-end | Enables creating diagrams or generating code from diagrams in StarUML via prompts. | 20 stars · 9 forks | No one-command install · Source | |
| 4614 | 78.816 | algonius-browsermcp · back-end | An open-source MCP server that provides browser automation capabilities to external AI systems, enabling navigation, DOM interaction, and web content… | 20 stars · 9 forks | No one-command install · Source | |
| 4620 | 78.810 | kukapay-thegraphmcp · observability | Enables access to indexed blockchain data through The Graph's decentralized network for analyzing token trading volumes, monitoring liquidity pools… | 9 stars · 12 forks | No one-command install · Source | |
| 4620 | 78.810 | devhub-cmsmcp · other | Manage and utilize content within DevHub CMS (blog posts, hours of operation and other content). | 9 stars · 12 forks | No one-command install · Source | |
| 4622 | 78.793 | heimdall-app-store-connect-mcpmcp · back-end | Heimdall — MCP server for the Apple App Store Connect API & App Store Server API (StoreKit 2). 982 tools generated from Apple's official OpenAPI spec… | 47 stars · 2 forks | No one-command install · Source | |
| 4622 | 78.793 | looptech-ai-understand-quicklymcp · search | Access a public registry of code-knowledge graphs to help AI agents instantly understand codebases via list, fetch, and search tools. | 47 stars · 2 forks | No one-command install · Source | |
| 4622 | 78.793 | wp-pinchmcp · other | Enables AI assistants to manage and interact with WordPress sites through MCP, providing tools for content creation, moderation, WooCommerce… | 47 stars · 2 forks | No one-command install · Source | |
| 4625 | 78.791 | redfish-mcp-servermcp · back-end | Enables AI agents to manage infrastructure through natural language queries to Redfish API endpoints, supporting listing endpoints and retrieving… | 19 stars · 10 forks | No one-command install · Source | |
| 4625 | 78.791 | play-store-mcpmcp · back-end | An MCP server that connects to the Google Play Developer API to deploy apps, manage releases, respond to reviews, and monitor app health through an AI… | 19 stars · 10 forks | No one-command install · Source | |
| 4625 | 78.791 | mcp-holdedmcp · back-end | A Model Context Protocol (MCP) server for the Holded Invoice API. This server allows AI assistants like Claude to interact with Holded's invoicing… | 19 stars · 10 forks | No one-command install · Source | |
| 4625 | 78.791 | computer-usemcp · ai-agentsalso listed as wimi321-macos-computer-use | Standalone MCP server that gives AI agents full GUI control over macOS — screenshots, mouse, keyboard, apps, clipboard, and multi-display — with zero… | 19 stars · 10 forks | No one-command install · Source | |
| 4625 | 78.791 | mjpitz-rfcmcp · search | Provides a bridge to IETF RFC documents for retrieving, searching, and extracting specific sections from technical standards documentation with… | 19 stars · 10 forks | No one-command install · Source | |
| 4625 | 78.791 | zanetworker-doclingmcp · other | Integrates with the Docling library to provide document processing capabilities, including conversion to markdown, table extraction, and image… | 19 stars · 10 forks | No one-command install · Source | |
| 4625 | 78.791 | nighttrek-moondreammcp · search | Provide image analysis capabilities including captioning, object detection, and visual question answering for applications like content moderation and… | 19 stars · 10 forks | No one-command install · Source | |
| 4625 | 78.791 | joshuarileydev-mac-apps-launchermcp · other | Launch and control macOS applications. | 19 stars · 10 forks | No one-command install · Source | |
| 4634 | 78.783 | baserow-mcp-servermcp · back-end | MCP server enabling AI-powered Baserow database operations through natural language, with workspace, table, and row management. | 12 stars · 11 forks | No one-command install · Source | |
| 4635 | 78.740 | unleashmcp · otheralso listed as unleash-mcp-server | Manage feature flags and rollout strategies through the Unleash platform | 22 stars · 7 forks | No one-command install · Source | |
| 4635 | 78.740 | rbatis-rbdc-databasemcp · database | Provides SQL database access through the RBDC framework, supporting SQLite, MySQL, PostgreSQL, and MSSQL with connection pooling for executing… | 22 stars · 7 forks | No one-command install · Source | |
| 4635 | 78.740 | kstonekuan-telegram-notificationmcp · comms | Integrates with Telegram's Bot API to send messages and notifications directly through channels or direct messages for automated messaging workflows… | 22 stars · 7 forks | No one-command install · Source | |
| 4635 | 78.740 | pipe-stock-analysismcp · back-end | Self-hostable, read-only Taiwan stock-analysis MCP server that retrieves market data and computes reproducible indicators. | 22 stars · 7 forks | No one-command install · Source | |
| 4635 | 78.740 | savethepolarbears-julesmcp · back-end | Integrates with Google Jules API for code generation and modification with autonomous scheduling capabilities, featuring cron-based recurring tasks… | 22 stars · 7 forks | No one-command install · Source | |
| 4635 | 78.740 | geekbot-standupmcp · back-end | Integrates with Geekbot API to fetch standup meeting data and generate structured reports with filtering capabilities by date ranges and users… | 22 stars · 7 forks | No one-command install · Source | |
| 4635 | 78.740 | cucumber-studio-mcp-servermcp · back-endalso listed as herosizy-cucumberstudio | An MCP server that enables AI assistants to access and manage Cucumber Studio testing platform data, including test scenarios, action words, test… | 22 stars · 7 forks | No one-command install · Source | |
| 4635 | 78.740 | kapilduraphe-okta-user-managementmcp · back-end | Integrates with Okta's user management system to retrieve detailed user information including profile data, account status, employment details, and… | 22 stars · 7 forks | No one-command install · Source | |
| 4635 | 78.740 | nomikmcp · other | AI-native code intelligence graph that builds a persistent knowledge graph of your codebase in Neo4j and exposes it to AI assistants via MCP, enabling… | 22 stars · 7 forks | No one-command install · Source | |
| 4635 | 78.740 | harry-027-jotdownmcp · back-end | An MCP server to create/update pages in Notion app & auto generate mdBooks from structured content. | 22 stars · 7 forks | No one-command install · Source | |
| 4635 | 78.740 | shodan-mcp-servermcp · back-end | Enables AI agents to perform passive reconnaissance, vulnerability intelligence, DNS analysis, and device search using Shodan's database of… | 22 stars · 7 forks | No one-command install · Source | |
| 4635 | 78.740 | reallygood83-ui-expertmcp · front-end | Provides professional UI/UX design assistance through interface analysis, design system generation with multiple style variants, component improvement… | 22 stars · 7 forks | No one-command install · Source | |
| 4649 | 78.732 | dryrunmcp · database | Gives AI coding assistants, IDEs, and CI full PostgreSQL schema intelligence from an offline snapshot, enabling linting, query validation, migration… | 35 stars · 3 forks | No one-command install · Source | |
| 4649 | 78.732 | sensemcp · search | Codebase intelligence for AI coding agents: symbol graph, blast-radius analysis, and semantic search across large repositories. | 35 stars · 3 forks | No one-command install · Source | |
| 4649 | 78.732 | bchewy-telegram-personalmcp · comms | Personal Telegram account integration for chat summarization, message search, and reply drafting. | 35 stars · 3 forks | No one-command install · Source | |
| 4649 | 78.732 | rhobimd-shebemcp · search | BM25-based code search engine providing fast full-text search over code repositories using Tantivy with UTF-8 safe chunking, session-based indexing… | 35 stars · 3 forks | No one-command install · Source | |
| 4649 | 78.732 | isaacwasserman-langchain-tsmcp · other | Enable LangChain workflows for your MCP client. | 35 stars · 3 forks | No one-command install · Source | |
| 4654 | 78.730 | sparkforge-2mcp · other | Access a versatile collection of tools for media generation, web scraping, and cryptocurrency research. Convert between data formats, summarize long… | 219,896 installs | No commit datelisted | No one-command install · Source |
| 4655 | 78.648 | leandropg19-cuba-memorysmcp · ai-agents | Persistent knowledge graph memory for AI agents with Hebbian learning, RRF fusion search, and neuroscience-inspired decay algorithms. | 29 stars · 4 forks | No one-command install · Source | |
| 4655 | 78.648 | prismaidmcp · back-end | MCP server that enables AI assistants to drive systematic literature review workflows, including screening, downloading, converting, and reviewing… | 29 stars · 4 forks | No one-command install · Source | |
| 4655 | 78.648 | serpentine3d-mcp-servermcp · back-end | Enables AI to view the Serpentine3D viewport, create NURBS geometry, and execute commands, integrating AI directly into the modelling workflow. | 29 stars · 4 forks | No one-command install · Source | |
| 4655 | 78.648 | nirholas-crypto-market-datamcp · other | Access real-time cryptocurrency prices, OHLCV charts, DeFi protocol TVL, and yield farming data from CoinGecko and DeFiLlama. | 29 stars · 4 forks | No one-command install · Source | |
| 4655 | 78.648 | adiom-grpc-bridgemcp · back-end | Bridges AI assistants to gRPC backends by dynamically exposing service methods as tools through server reflection or pre-compiled protocol buffer… | 29 stars · 4 forks | No one-command install · Source | |
| 4655 | 78.648 | linkupmcp · search | Provides real-time web search and content extraction through Linkup SDK with configurable search depth and JavaScript rendering for retrieving current… | 29 stars · 4 forks | No one-command install · Source | |
| 4655 | 78.648 | mq1n-ghostmcp · ai-agents | Windows reverse engineering tool enabling conversational AI-driven memory inspection and binary analysis | 29 stars · 4 forks | No one-command install · Source | |
| 4655 | 78.648 | cooper-cyber-coffee-opencti-mcp-servermcp · ai-agents | This MCP server connects Claude Desktop to OpenCTI for AI-augmented threat intelligence analysis, enabling natural language queries and instant… | 29 stars · 4 forks | No one-command install · Source | |
| 4655 | 78.648 | swairshah-zoteromcp · search | Integrates with Zotero to enable searching papers, managing notes, and interacting with local libraries for enhanced research workflows and library… | 29 stars · 4 forks | No one-command install · Source | |
| 4664 | 78.642 | othmaneblial-term-mcp-deepseekmcp · back-end | A DeepSeek MCP-like Server for Terminal | 18 stars · 10 forks | No one-command install · Source | |
| 4664 | 78.642 | nekzus-utilitymcp · other | Advanced NPM analysis: Recursive security scanning, ecosystem awareness, and deep insights | 18 stars · 10 forks | No one-command install · Source | |
| 4664 | 78.642 | matiouscorp-google-ad-manager-mcpmcp · back-end | Google Ad Manager API integration for managing campaigns, orders, line items, creatives, and advertisers with bulk upload support. | 18 stars · 10 forks | No one-command install · Source | |
| 4664 | 78.642 | liveblocks-liveblocks-mcp-servermcp · back-end | Create, modify, and delete different aspects of [Liveblocks](https://liveblocks.io) such as rooms, threads, comments, notifications, and more… | 18 stars · 10 forks | No one-command install · Source | |
| 4664 | 78.642 | israel-drugs-mcp-servermcp · back-end | Provides AI agents with comprehensive access to Israel's complete pharmaceutical database from the Ministry of Health, enabling drug information… | 18 stars · 10 forks | No one-command install · Source | |
| 4664 | 78.642 | r-huijts-firstcyclingmcp · other | Provides a bridge to FirstCycling.com for retrieving professional cycling statistics, race results, rider profiles, and rankings with robust error… | 18 stars · 10 forks | No one-command install · Source | |
| 4664 | 78.642 | mcp-shopifymcp · back-end | A comprehensive MCP server for Shopify Admin API integration, enabling AI assistants to manage products, orders, customers, inventory, analytics, and… | 18 stars · 10 forks | No one-command install · Source | |
| 4664 | 78.642 | mammothgrowth-dbt-climcp · ai-agents | Bridges Claude with dbt Core CLI, enabling direct execution of data transformation workflows, model management, and pipeline analysis within… | 18 stars · 10 forks | No one-command install · Source | |
| 4664 | 78.642 | jaeger-mcp-servermcp · back-end | Enables to interact with Jaeger distributed tracing system through the MCP protocol. Supports querying traces, services, and operations via natural… | 18 stars · 10 forks | No one-command install · Source | |
| 4664 | 78.642 | jama-mcp-servermcp · back-end | Read-only MCP server that allows interaction with a Jama Connect instance via tools, wrapping the official py-jama-rest-client library. | 18 stars · 10 forks | No one-command install · Source | |
| 4664 | 78.642 | laubplusco-webdavmcp · other | Enables interaction with WebDAV file systems through natural language commands, providing complete CRUD operations for files and directories with… | 18 stars · 10 forks | No one-command install · Source | |
| 4664 | 78.642 | kevinwatt-mysqlmcp · database | Provides secure MySQL database access for LLMs, enabling read/write operations with transaction support and security features for AI-assisted data… | 18 stars · 10 forks | No one-command install · Source | |
| 4676 | 78.639 | ai-research-assistantmcp · back-end | The server provides immediate access to millions of academic papers through Semantic Scholar and arXiv, enabling AI-powered research with… | 24,519 installs | No commit datelisted | No one-command install · Source |
| 4677 | 78.626 | hybirdss-smartest-tvmcp · other | Control smart TVs with natural language, with deep-link support for Netflix, YouTube, and Spotify. | 46 stars · 2 forks | No one-command install · Source | |
| 4677 | 78.626 | mcp-web-toolsmcp · browser | Provides web access capabilities for LLMs including search, fetching, content extraction, PDF reading, image viewing, and screenshots. | 46 stars · 2 forks | No one-command install · Source | |
| 4679 | 78.554 | genaiwithms-twittermcp · auth | Integrates with Twitter through OAuth 1.0a authentication to enable posting text and image tweets, searching for content, and managing threaded… | 25 stars · 5 forks | No one-command install · Source | |
| 4679 | 78.554 | steveday763-android-code-searchmcp · search | Provides direct access to Android source code through reverse-engineered APIs to enable code search, file content retrieval, and symbol suggestions… | 25 stars · 5 forks | No one-command install · Source | |
| 4679 | 78.554 | grok-build-pluginmcp · back-end | Live X (Twitter) and web search for any coding agent through your existing Grok subscription. Exposes a grok_search MCP tool, so no X API key or X… | 25 stars · 5 forks | No one-command install · Source | |
| 4679 | 78.554 | papercortexmcp · back-end | An MCP server that adds AI-powered document intelligence to Paperless-ngx, enabling semantic search, automatic classification, receipt data… | 25 stars · 5 forks | No one-command install · Source | |
| 4679 | 78.554 | ferodrigop-forgemcp · ai-agents | Terminal MCP server for AI coding agents with persistent PTY sessions, ring-buffer incremental reads, headless xterm screen capture, multi-agent… | 25 stars · 5 forks | No one-command install · Source | |
| 4679 | 78.554 | amirsina-mandegari-gitlabmcp · back-end | Integrates with GitLab's API to provide merge request management, code review workflows, and branch-based development operations through tools for… | 25 stars · 5 forks | No one-command install · Source | |
| 4679 | 78.554 | jmanhype-flux-studiomcp · other | Bridges Flux's image generation capabilities to coding environments, enabling text-to-image, image-to-image, inpainting, and structural control… | 25 stars · 5 forks | No one-command install · Source | |
| 4679 | 78.554 | code-contextmcp · github-vcs | Enables semantic code search and understanding by cloning git repositories, splitting code into semantic chunks, and generating embeddings for natural… | 25 stars · 5 forks | No one-command install · Source | |
| 4679 | 78.554 | nuskey8-godot-docsmcp · search | Provides direct access to complete Godot game engine documentation through search, content retrieval, and class information tools that fetch and… | 25 stars · 5 forks | No one-command install · Source | |
| 4679 | 78.554 | china-central-policy-mcpmcp · search | Facilitates retrieval and parsing of Chinese central government policies from gov.cn, offering structured search results and full-text extraction. | 25 stars · 5 forks | No one-command install · Source | |
| 4679 | 78.554 | roo-activity-loggermcp · back-end | MCP server that automatically logs AI coding assistant activities such as command executions and code generation, saving them as JSON files for later… | 25 stars · 5 forks | No one-command install · Source | |
| 4679 | 78.554 | marcopesani-thinkmcp · ai-agents | Provides a dedicated thinking space for complex reasoning with encouraging feedback, enabling step-by-step analysis and memory retention without… | 25 stars · 5 forks | No one-command install · Source | |
| 4679 | 78.554 | jbdamask-cursor-db-explorermcp · database | Provides access to Cursor IDE's SQLite databases for exploring project data, chat history, and composer information through an API that automatically… | 25 stars · 5 forks | No one-command install · Source | |
| 4692 | 78.542 | boss-climcp · ai-agents | MCP server for searching BOSS直聘 (Boss Zhipin) job listings. It provides a boss_search tool that supports multi-city queries, keyword filtering, and… | 11 stars · 11 forks | No one-command install · Source | |
| 4692 | 78.542 | hmk-boxmcp · search | Integrates with Box cloud storage to enable searching, reading, and processing of PDF and Word documents for applications like automated document… | 11 stars · 11 forks | No one-command install · Source | |
| 4692 | 78.542 | adfin-financial-managementmcp · back-end | Integrates with Adfin's financial management platform to enable credit control checks, invoice creation, and document uploads through dynamically… | 11 stars · 11 forks | No one-command install · Source | |
| 4695 | 78.537 | pascalwhoop-medical-apismcp · back-end | Unified access to biomedical APIs for drug discovery, pathway analysis, and genetic research | 23 stars · 6 forks | No one-command install · Source | |
| 4695 | 78.537 | uptimepagemcp · auth | MCP server for Uptimepage uptime monitoring. An LLM client can read your monitors and incidents, run a check on demand, and post incident updates… | 23 stars · 6 forks | No one-command install · Source | |
| 4695 | 78.537 | beycom-onetool-mcpmcp · back-end | One MCP server with 100+ developer tools including Brave, Gemini, Excel, files, database, and DevTools. | 23 stars · 6 forks | No one-command install · Source | |
| 4695 | 78.537 | threatflux-yarafluxmcp · back-end | Provides YARA-based malware scanning capabilities with support for local and MinIO storage backends, enabling security professionals to manage rules… | 23 stars · 6 forks | No one-command install · Source | |
| 4695 | 78.537 | mission69b-t2000mcp · ai-agents | Non-custodial DeFi banking for AI agents on Sui. 35 tools, 20 prompts for save, borrow, invest, exchange, send, pay — with auto yield optimization… | 23 stars · 6 forks | No one-command install · Source | |
| 4695 | 78.537 | memxtmcp · ai-agents | MemXT is a Local long-term memory for Claude Code & coding agents. 100% local | 23 stars · 6 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.