Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4001 | 81.256 | evilran-baidu-searchmcp · search | Provides web search capabilities through Baidu's search engine, enabling retrieval of search results and webpage content with robust error handling… | 28 stars · 8 forks | No one-command install · Source | |
| 4001 | 81.256 | interactive-feedbackmcp · browser | Enables human-in-the-loop workflows by launching a browser interface where users can provide interactive feedback during task execution, returning… | 28 stars · 8 forks | No one-command install · Source | |
| 4001 | 81.256 | hotels-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that allows LLMs to search for hotels and destinations using the Booking.com API. | 28 stars · 8 forks | No one-command install · Source | |
| 4004 | 81.227 | hatmanstack-ragstackmcp · search | Search, chat, upload, and scrape a serverless RAGStack knowledge base on AWS. | 25 stars · 10 forks | No one-command install · Source | |
| 4004 | 81.227 | mikusnuz-metamcp · back-end | Manage Instagram and Threads content, analytics, and engagement through Meta's Graph API v25.0. | 25 stars · 10 forks | No one-command install · Source | |
| 4004 | 81.227 | zspace-nas-mcpmcp · ai-agents | Enables AI agents like Claude Code to directly control a ZSpace NAS with 90 tools for file management, media, notes, cloud disks, and more. | 25 stars · 10 forks | No one-command install · Source | |
| 4004 | 81.227 | music21-mcp-servermcp · back-end | A multi-interface music analysis server providing MCP, HTTP, CLI, and Python interfaces for music21-based analysis. | 25 stars · 10 forks | No one-command install · Source | |
| 4004 | 81.227 | l33tdawg-strapi-cmsmcp · other | Integrates with Strapi CMS to enable creating, reading, updating, and deleting content entries with support for filtering, pagination, sorting, and… | 25 stars · 10 forks | No one-command install · Source | |
| 4004 | 81.227 | libreoffice-mcpmcp · database | Enables interaction with LibreOffice documents (Writer, Calc, Impress, Draw) via MCP, supporting document management, data analysis, and database… | 25 stars · 10 forks | No one-command install · Source | |
| 4004 | 81.227 | heilgar-shadcn-uimcp · front-end | Provides tools for managing and installing shadcn/ui components directly through assistants, enabling efficient component discovery, documentation… | 25 stars · 10 forks | No one-command install · Source | |
| 4004 | 81.227 | kukapay-modbus-mcpmcp · back-end | An MCP server that standardizes and contextualizes industrial Modbus data. | 25 stars · 10 forks | No one-command install · Source | |
| 4004 | 81.227 | inkeep-ragmcp · search | Enables Claude to search and retrieve relevant documentation through Inkeep's RAG API, returning structured citation data for technical support and… | 25 stars · 10 forks | No one-command install · Source | |
| 4004 | 81.227 | hannesj-antd-componentsmcp · front-end | Provides Ant Design component documentation through specialized tools for discovery, exploration, and implementation guidance in React applications | 25 stars · 10 forks | No one-command install · Source | |
| 4014 | 81.198 | gh-janghyuckyun-youtube-intelligencemcp · back-end | Extracts YouTube video metadata, transcripts, and comments via yt-dlp with server-side LLM summarization, entity extraction, topic segmentation, and… | 51 stars · 3 forks | No one-command install · Source | |
| 4014 | 81.198 | modular-mcpmcp · ai-agents | A proxy MCP server that manages multiple upstream MCP servers by grouping them and loading tool schemas on-demand, reducing LLM context usage. | 51 stars · 3 forks | No one-command install · Source | |
| 4016 | 81.173 | mindscapehq-raygunmcp · observability | Monitor crash reports and performance metrics for application stability. | 22 stars · 12 forks | No one-command install · Source | |
| 4016 | 81.173 | pinterest-mcp-servermcp · back-end | Enables AI agents to interact with the Pinterest API, allowing management of boards and pins through natural language commands. | 22 stars · 12 forks | No one-command install · Source | |
| 4016 | 81.173 | salamentic-google-flightsmcp · search | Leverages the fast-flights API to enable advanced flight search and travel planning capabilities, providing tools for searching one-way and round-trip… | 22 stars · 12 forks | No one-command install · Source | |
| 4019 | 81.171 | gpu-mcp-servermcp · ai-agents | An MCP server that enables AI agents to query real-time NVIDIA GPU metrics like utilization, memory, temperature, and power without external… | 15 stars · 13 forks | No one-command install · Source | |
| 4019 | 81.171 | p2pclaw-mcp-servermcp · ai-agents | A backend MCP server that enables AI agents to publish, validate, and search research papers, submit swarm-compute jobs, and invoke formal proof… | 15 stars · 13 forks | No one-command install · Source | |
| 4019 | 81.171 | aashari-mcp-server-aws-ssomcp · auth | AWS Single Sign-On (SSO) integration enabling AI systems to securely interact with AWS resources by initiating SSO login, listing accounts/roles, and… | 15 stars · 13 forks | No one-command install · Source | |
| 4019 | 81.171 | surajadsul-salesforcemcp · ai-agents | Integrates Claude with Salesforce, enabling natural language interactions for object management, schema exploration, data querying, and manipulation… | 15 stars · 13 forks | No one-command install · Source | |
| 4023 | 81.165 | siddhant-k-code-apple-notesmcp · search | Bridges AI systems with macOS Notes application through AppleScript automation, enabling note creation, search, and content retrieval without… | 24 stars · 11 forks | No one-command install · Source | |
| 4023 | 81.165 | octomind-e2e-test-automationmcp · other | Enables AI-driven test automation through the Octomind platform for creating, executing, and analyzing end-to-end tests without leaving your… | 24 stars · 11 forks | No one-command install · Source | |
| 4023 | 81.165 | incentivai-quickchat-ai-mcpmcp · ai-agentsalso listed as quickchat-ai | Launch your conversational Quickchat AI agent as an MCP to give AI apps real-time access to its Knowledge Base and conversational capabilities. | 24 stars · 11 forks | No one-command install · Source | |
| 4027 | 81.149 | apex-log-mcp-servermcp · back-end | An MCP server that gives AI assistants tools to analyze Salesforce Apex debug logs for performance bottlenecks, slow methods, and governor limit… | 32 stars · 6 forks | No one-command install · Source | |
| 4027 | 81.149 | universal-netlist-mcp-servermcp · ai-agents | This MCP server enables AI agents to understand and analyze electrical schematics from Cadence and Altium for comprehensive design reviews through… | 32 stars · 6 forks | No one-command install · Source | |
| 4027 | 81.149 | reachy-mini-mcp-servermcp · back-end | Control a Reachy Mini robot through natural language, with tools for head/antenna movement, gestures, emotions, camera, and command sequences. | 32 stars · 6 forks | No one-command install · Source | |
| 4027 | 81.149 | fu-jie-mimomcp · back-endalso listed as mimo-free-api-mcp | OpenAI-compatible gateway for Xiaomi's MiMo AI models with web search and vision tools via reverse-engineered API access. | 32 stars · 6 forks | No one-command install · Source | |
| 4027 | 81.149 | mustafacagri-ai-quality-gatemcp · other | Automates code quality checks for AI-generated code through ESLint, Prettier, and optional SonarQube analysis. | 32 stars · 6 forks | No one-command install · Source | |
| 4027 | 81.149 | librespritemcp · front-end | Enables control of the LibreSprite pixel art editor through JavaScript scripting via a Flask proxy server that bridges communication between external… | 32 stars · 6 forks | No one-command install · Source | |
| 4027 | 81.149 | willibrandon-netcontextmcp · other | Enables AI assistants to explore and understand .NET codebases. | 32 stars · 6 forks | No one-command install · Source | |
| 4027 | 81.149 | d2-diagrammingmcp · other | Integrates with Terrastruct's D2 diagramming language to generate technical diagrams, flowcharts, and architectural visualizations in SVG, PNG, and… | 32 stars · 6 forks | No one-command install · Source | |
| 4027 | 81.149 | jean-technologies-writer-blog-searchmcp · database | Connect to your Substack/Medium blogs via their RSS feeds, fetches your posts, and permanently caches them locally. It also generates embeddings for… | 32 stars · 6 forks | No one-command install · Source | |
| 4037 | 81.140 | olgasafonova-miromcp · other | Integrates with Miro collaborative whiteboards for creating and managing boards, shapes, diagrams, and visual content. | 26 stars · 9 forks | No one-command install · Source | |
| 4037 | 81.140 | mcp-sap-gui-servermcp · back-end | An MCP server that enables AI assistants to interact with SAP GUI for Windows through the SAP GUI Scripting API. | 26 stars · 9 forks | No one-command install · Source | |
| 4037 | 81.140 | wolido-openaaasmcp · ai-agents | Python MCP adapter connecting Claude/Cursor/Cline to the OpenAaaS scientific agent network. Submit tasks to remote research agents (literature… | 26 stars · 9 forks | armory install wolido-openaaas --cli claude | |
| 4037 | 81.140 | turlockmike-macos-notifiermcp · comms | Enables interaction with macOS notifications and system dialogs for desktop alerts, user input, and system operations. | 26 stars · 9 forks | No one-command install · Source | |
| 4037 | 81.140 | paperswithcodemcp · back-end | Integrates with PapersWithCode API to search and retrieve research papers, authors, conferences, and code implementations in machine learning, with… | 26 stars · 9 forks | No one-command install · Source | |
| 4037 | 81.140 | lancedb-mcp-servermcp · back-end | A basic serverless MCP server using LanceDB to store and retrieve documents via three tools: ingest, retrieve, and get table details. | 26 stars · 9 forks | No one-command install · Source | |
| 4037 | 81.140 | ctvidic-whoopmcp · back-end | Integrates with the Whoop API to retrieve and process fitness data, enabling applications to incorporate health metrics and performance analysis. | 26 stars · 9 forks | No one-command install · Source | |
| 4044 | 81.118 | gossipcatmcp · ai-agents | Enables multi-agent code review with cross-verification of findings against source code, catching hallucinations and improving agent accuracy over… | 41 stars · 4 forks | No one-command install · Source | |
| 4044 | 81.118 | instagram-mcpmcp · observability | Provides Instagram analytics, media downloads, and search capabilities through an MCP interface for use with Claude and other MCP clients. | 41 stars · 4 forks | No one-command install · Source | |
| 4044 | 81.118 | antibanana-mcpmcp · otheralso listed as awei84-antibanana | 封装了 Google Antigravity 的 Nano Banana 图像生成能力，使 AI 客户端可通过 MCP 调用生成或编辑图片。 | 41 stars · 4 forks | No one-command install · Source | |
| 4044 | 81.118 | a2a-4kmcp · ai-agents | Kotlin Implementation of the A2A Protocol | 41 stars · 4 forks | No one-command install · Source | |
| 4049 | 81.099 | samwang0723-sumologicmcp · observability | Integrates with the Sumo Logic API to perform log searches, enabling custom queries and analysis of log data for troubleshooting, monitoring, and… | 11 stars · 14 forks | No one-command install · Source | |
| 4049 | 81.099 | sacode-searxng-searchmcp · search | Integrates with SearxNG privacy-focused search engine to provide web search capabilities with customizable parameters like result count, language, and… | 11 stars · 14 forks | No one-command install · Source | |
| 4051 | 81.085 | justinbeckwith-gongmcp · other | Integrates with Gong conversation intelligence platform to query call recordings, retrieve transcripts with speaker attribution, access call summaries… | 21 stars · 12 forks | No one-command install · Source | |
| 4051 | 81.085 | cpf-validadormcp · ai-agents | Valida CPFs, confirma titularidade, descobre CPF completo a partir de dígitos parciais e resolve CAPTCHA automaticamente, integrando com agentes AI… | 21 stars · 12 forks | No one-command install · Source | |
| 4051 | 81.085 | theposch-gmailmcp · comms | Provides direct access to Gmail accounts for reading, sending, drafting, archiving, and organizing emails through the Google API with comprehensive… | 21 stars · 12 forks | No one-command install · Source | |
| 4054 | 81.076 | docslicermcp · ai-agents | Enables vectorless RAG by letting LLM clients like Claude and Cursor parse documents, inspect outlines, and retrieve specific sections with heading… | 35 stars · 5 forks | No one-command install · Source | |
| 4054 | 81.076 | zoharbabin-google-researchermcp · search | Google Search, web scraping, and multi-source research tools. | 35 stars · 5 forks | No one-command install · Source | |
| 4054 | 81.076 | pwndbg-mcpmcp · ai-agents | An MCP tool that enables AI agents to debug ELF binaries, particularly for CTF pwn challenges. | 35 stars · 5 forks | No one-command install · Source | |
| 4054 | 81.076 | fradser-cloudflare-to-markdownmcp · devops | Bridges Claude with Cloudflare's AI services to convert PDFs, images, HTML, and Office documents into structured markdown descriptions for content… | 35 stars · 5 forks | No one-command install · Source | |
| 4054 | 81.076 | egoist-exa-searchmcp · search | Integrates with Exa Search API to enable web searches with customizable parameters for search type, content categories, date ranges, and domain… | 35 stars · 5 forks | No one-command install · Source | |
| 4059 | 81.059 | argotmcp · ai-agents | A local guardrail MCP server that checks agent-written code against a repo's own patterns — learned statistically from its git history, no LLM. | 50 stars · 3 forks | No one-command install · Source | |
| 4059 | 81.059 | lilbeemcp · browser | Find, run, and manage your local AI models, then talk to your files, your code, and the sites you crawl. Every answer cites the source, it all runs on… | 50 stars · 3 forks | No one-command install · Source | |
| 4059 | 81.059 | shibayu36-slack-explorermcp · comms | Retrieves Slack messages, threads, and user profiles with advanced search and filtering capabilities. | 50 stars · 3 forks | No one-command install · Source | |
| 4062 | 81.040 | rapid7-bulk-exportmcp · back-endalso listed as rapid7-bulk-export-mcp-server | Exports and queries Rapid7 Command Platform vulnerability and asset data via Bulk Export API with DuckDB-powered analysis. | 29 stars · 7 forks | No one-command install · Source | |
| 4062 | 81.040 | ydb-platform-ydbmcp · database | Provides a bridge between AI and YDB databases, enabling natural language interactions for executing SQL queries, exploring schema information, and… | 29 stars · 7 forks | No one-command install · Source | |
| 4062 | 81.040 | cyreslab-exploitdbmcp · database | Provides direct access to ExploitDB functionality for cybersecurity research, enabling exploit searches by keywords, CVE IDs, or platforms with local… | 29 stars · 7 forks | No one-command install · Source | |
| 4062 | 81.040 | macrocosm-os-macrocosmos-mcpmcp · searchalso listed as macrocosmos-mcp | 🎖️ 🐍 ☁️ Access real-time X/Reddit/YouTube data directly in your LLM applications with search phrases, users, and date filtering. | 29 stars · 7 forks | No one-command install · Source | |
| 4062 | 81.040 | zereight-confluence-jiramcp · back-end | Integrates with Confluence and JIRA APIs to enable querying and management of Atlassian project data, documentation, and issues. | 29 stars · 7 forks | No one-command install · Source | |
| 4062 | 81.040 | archimdescrypto-excel-readermcp · other | Integrates with Excel files to enable efficient processing and analysis of large spreadsheet datasets through automatic chunking and pagination. | 29 stars · 7 forks | No one-command install · Source | |
| 4062 | 81.040 | feishu-markdown-mcpmcp · otheralso listed as huandu-feishu-markdown | Converts Markdown to Feishu/Lark document format and provides an MCP service for integration with the Model Context Protocol. | 29 stars · 7 forks | No one-command install · Source | |
| 4062 | 81.040 | agentpmmcp · ai-agents | A planning and orchestration system for AI-driven software development that integrates as an MCP server, enabling developers to plan, prioritize, and… | 29 stars · 7 forks | No one-command install · Source | |
| 4062 | 81.040 | gemini-cli-orchestratormcp · ai-agents | Provides strategic metaprompting guidance for Google's Gemini CLI through intelligent frameworks that teach agents sequential analysis workflows… | 29 stars · 7 forks | No one-command install · Source | |
| 4062 | 81.040 | r-lz-video-digestmcp · other | Transcribes and analyzes video content from sources like YouTube using multiple transcription services with automatic fallback for reliable text… | 29 stars · 7 forks | No one-command install · Source | |
| 4062 | 81.040 | jenstangen1-powerpointmcp · other | Enables creation and manipulation of Microsoft PowerPoint presentations through natural language, offering tools for managing slides, shapes, charts… | 29 stars · 7 forks | No one-command install · Source | |
| 4076 | 81.015 | outlook-mcp-2mcp · back-end | Enables AI assistants to manage Microsoft Outlook email and calendar through the Microsoft Graph API, including reading, sending, searching emails… | 27 stars · 8 forks | No one-command install · Source | |
| 4076 | 81.015 | wazionapps-nexomcp · ai-agents | Cognitive memory for AI agents with Atkinson-Shiffrin memory model (STM/LTM/sensory register), semantic RAG, Ebbinghaus decay, trust scoring, and 76+… | 27 stars · 8 forks | No one-command install · Source | |
| 4076 | 81.015 | gh-bruno-portfolio-agrobrmcp · other | Brazilian agricultural data — commodity prices, crop statistics, climate data, and deforestation tracking. | 27 stars · 8 forks | No one-command install · Source | |
| 4076 | 81.015 | dify-tools-bridgemcp · other | Bridges Dify's tool ecosystem with MCP-compatible assistants, enabling organizations to extend their existing Dify tool configurations without… | 27 stars · 8 forks | No one-command install · Source | |
| 4076 | 81.015 | cybersecurityup-offensive-toolkitmcp · back-end | Provides cybersecurity professionals with penetration testing capabilities through specialized servers for payload generation, reconnaissance… | 27 stars · 8 forks | No one-command install · Source | |
| 4076 | 81.015 | locchung-three-jsmcp · search | Enables real-time manipulation of Three.js 3D scenes through WebSocket connections, allowing natural language control of object creation, movement… | 27 stars · 8 forks | No one-command install · Source | |
| 4076 | 81.015 | deep-researchmcp · search | Provides a stateful web research system that iteratively explores topics using Firecrawl for searches and GPT-4 for analysis, generating citation-rich… | 27 stars · 8 forks | No one-command install · Source | |
| 4083 | 80.968 | plaud-notes-mcp-servermcp · back-end | Connects your Plaud voice recorder to Claude, giving access to recordings, transcripts, and AI summaries so you can query your notes via natural… | 14 stars · 13 forks | No one-command install · Source | |
| 4084 | 80.927 | perses-monitoringmcp · back-end | Enables AI to query and analyze monitoring data from Perses visualization applications through authenticated API calls for accessing projects… | 31 stars · 6 forks | No one-command install · Source | |
| 4084 | 80.927 | ai-zerolab-toolboxmcp · front-end | Integrates with external APIs and services to provide command execution, Figma file interaction, and file operations, enhancing LLM capabilities for… | 31 stars · 6 forks | No one-command install · Source | |
| 4084 | 80.927 | revolut-mcpmcp · back-end | Bridges AI assistants with the Revolut Business API to enable banking operations such as listing accounts, checking balances, viewing transactions… | 31 stars · 6 forks | No one-command install · Source | |
| 4084 | 80.927 | yodolabs-plateau-creative-mcpmcp · ai-agents | An MCP server that turns Project PLATEAU's 3D city data into scene-editing and glTF export tools for creative LLM agents. | 31 stars · 6 forks | No one-command install · Source | |
| 4084 | 80.927 | emicklei-mcp-log-proxymcp · front-end | MCP server proxy that offers a Web UI to the full message flow | 31 stars · 6 forks | No one-command install · Source | |
| 4084 | 80.927 | salesforce-mcp-server-2mcp · back-end | Enables AI assistants to interact with Salesforce organizations, allowing them to execute Apex code, query data, describe objects, and manage org… | 31 stars · 6 forks | No one-command install · Source | |
| 4084 | 80.927 | attalla1-photopeamcp · front-end | Enables AI-driven image editing through Photopea's browser-based design application with 34 specialized tools. | 31 stars · 6 forks | No one-command install · Source | |
| 4084 | 80.927 | mcp-appium-gesturesmcp · other | Provides resources and tools for generating Appium mobile gesture code (tap, swipe, scroll, etc.) in JavaScript and Java. | 31 stars · 6 forks | No one-command install · Source | |
| 4092 | 80.926 | sarveshsea-m-moiremcp · front-endalso listed as sarveshsea-memoire | Design system MCP server. 20 tools: extract design tokens from any URL, pull from Figma (REST or WebSocket) and Penpot, generate React + shadcn/ui… | 40 stars · 4 forks | No one-command install · Source | |
| 4092 | 80.926 | slyfox1186-openroutermcp · devops | Provides unified access to multiple AI models including Claude, Gemini, and Kimi through OpenRouter's API with intelligent model aliasing… | 40 stars · 4 forks | No one-command install · Source | |
| 4092 | 80.926 | browsermcp-anchor-browsermcp · browser | Provides remote browser automation with built-in proxy rotation and stealth capabilities through Anchor Browser's cloud infrastructure for web… | 40 stars · 4 forks | No one-command install · Source | |
| 4096 | 80.870 | mobile-reality-mdmamcp · front-end | Extends Markdown with interactive components — forms, approval gates, tables, and webhooks — enabling AI assistants to produce structured, actionable… | 66 stars · 2 forks | No one-command install · Source | |
| 4097 | 80.869 | inercia-mittomcp · ai-agents | Control AI coding agents on the go from Mac, Web, or Mobile. | 34 stars · 5 forks | No one-command install · Source | |
| 4097 | 80.869 | trueline-mcpmcp · back-end | MCP server providing hash-verified file editing and targeted reads, reducing context consumption and preventing silent corruption by requiring content… | 34 stars · 5 forks | No one-command install · Source | |
| 4097 | 80.869 | kumorfm-mcp-servermcp · back-end | Enables AI assistants to query KumoRFM for predictive analytics on relational data, including graph management, natural language to PQL conversion… | 34 stars · 5 forks | No one-command install · Source | |
| 4097 | 80.869 | tampermonkeymcp · other | Manage Tampermonkey userscripts from AI assistants — list, read, write, patch, and delete scripts via the Tampermonkey Editors extension. | 34 stars · 5 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.