Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 4401 | 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 | |
| 4401 | 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 | |
| 4401 | 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 | |
| 4401 | 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 | |
| 4401 | 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 | |
| 4401 | 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 | |
| 4401 | 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 | |
| 4408 | 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 | |
| 4408 | 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 | |
| 4408 | 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 | |
| 4408 | 81.118 | a2a-4kmcp · ai-agents | Kotlin Implementation of the A2A Protocol | 41 stars · 4 forks | No one-command install · Source | |
| 4408 | 81.118 | laravel-tall-stack-ai-development-starter-kitworkflow · front-end | Transform your Laravel TALL (Tailwind, AlpineJS, Laravel, Livewire) stack development with comprehensive Claude Code configurations that provide… | 41 stars · 4 forks | No one-command install · Source | |
| 4414 | 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 | |
| 4414 | 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 | |
| 4416 | 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 | |
| 4416 | 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 | |
| 4416 | 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 | |
| 4419 | 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 | |
| 4419 | 81.076 | zoharbabin-google-researchermcp · search | Google Search, web scraping, and multi-source research tools. | 35 stars · 5 forks | No one-command install · Source | |
| 4419 | 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 | |
| 4419 | 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 | |
| 4419 | 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 | |
| 4424 | 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 | |
| 4424 | 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 | |
| 4424 | 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 | |
| 4427 | 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 | |
| 4427 | 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 | |
| 4427 | 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 | |
| 4427 | 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 | |
| 4427 | 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 | |
| 4427 | 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 | |
| 4427 | 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 | |
| 4427 | 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 | |
| 4427 | 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 | |
| 4427 | 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 | |
| 4427 | 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 | |
| 4441 | 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 | |
| 4441 | 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 | |
| 4441 | 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 | |
| 4441 | 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 | |
| 4441 | 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 | |
| 4441 | 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 | |
| 4441 | 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 | |
| 4448 | 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 | |
| 4449 | 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 | |
| 4449 | 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 | |
| 4449 | 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 | |
| 4449 | 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 | |
| 4449 | 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 | |
| 4449 | 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 | |
| 4449 | 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 | |
| 4449 | 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 | |
| 4457 | 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 | |
| 4457 | 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 | |
| 4457 | 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 | |
| 4461 | 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 | |
| 4462 | 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 | |
| 4462 | 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 | |
| 4462 | 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 | |
| 4462 | 80.869 | tampermonkeymcp · otheralso listed as tampermonkey-mcp | 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 | |
| 4462 | 80.869 | anton15k-wiki-agentmcp · ai-agents | MCP server for personal wiki and knowledge management that converts URLs, PDFs, audio, and video into Obsidian notes. | 34 stars · 5 forks | No one-command install · Source | |
| 4462 | 80.869 | iamr0s-ruto-phonemcp · ai-agents | Automates Android devices via ADB with vision-based agent, touch controls, and skill-driven task execution. | 34 stars · 5 forks | No one-command install · Source | |
| 4462 | 80.869 | dh1011-auto-faviconmcp · other | Automatically generates complete favicon sets from PNG images or URLs, creating multiple sizes, ICO files, Apple touch icons, and web app manifests… | 34 stars · 5 forks | No one-command install · Source | |
| 4462 | 80.869 | rust-local-ragmcp · search | Provides local document search and retrieval using Rust for high-performance PDF processing and semantic search with Ollama embeddings, automatically… | 34 stars · 5 forks | No one-command install · Source | |
| 4471 | 80.868 | gh-dimitar-grigorov-file-toolsmcp · other | File operations with non-UTF-8 encoding support for 22 character sets including Cyrillic, Windows-125x, and ISO-8859. | 24 stars · 10 forks | No one-command install · Source | |
| 4471 | 80.868 | damientilman-mailchimp-mcp-servermcp · back-end | Mailchimp Marketing API integration with 53 tools for managing campaigns, audiences, reports, automations, landing pages, e-commerce data, and batch… | 24 stars · 10 forks | No one-command install · Source | |
| 4471 | 80.868 | mattydsmith-things-cloudmcp · other | Full read/write access to Things 3 task manager via reverse-engineered cloud SDK. | 24 stars · 10 forks | No one-command install · Source | |
| 4471 | 80.868 | bugsnag-mcp-servermcp · back-endalso listed as tgeselle-bugsnag-mcp | Enables interacting with Bugsnag to investigate and resolve errors via natural language. Supports browsing organizations, projects, errors… | 24 stars · 10 forks | No one-command install · Source | |
| 4471 | 80.868 | ziwei-mcpmcp · back-end | A professional Ziwei Doushu (Purple Star Astrology) MCP server that generates and interprets astrological charts, analyzes fortune and compatibility… | 24 stars · 10 forks | No one-command install · Source | |
| 4471 | 80.868 | kamel-irzouni-qwen-maxmcp · back-end | Integrates with Qwen Max large language model via Dashscope API for text generation and analysis tasks in applications. | 24 stars · 10 forks | No one-command install · Source | |
| 4471 | 80.868 | openlink-sqlalchemy-odbc-bridgemcp · database | Provides a bridge between databases and SQL/SPARQL queries through ODBC connections, enabling schema exploration, table management, and query… | 24 stars · 10 forks | No one-command install · Source | |
| 4471 | 80.868 | dsp-mcp-server-steammcp · back-end | Integrates with the Steam Web API. Allows for querying various stats, such as games in your library and their respective playtime. | 24 stars · 10 forks | No one-command install · Source | |
| 4480 | 80.859 | zqushair-frontappmcp · back-end | Integrates Claude with Front customer communication platform, enabling AI to manage conversations, contacts, and accounts directly through the Front… | 19 stars · 12 forks | No one-command install · Source | |
| 4480 | 80.859 | gx-55-multi-gmailmcp · auth | MCP server for managing multiple Gmail accounts with tools for reading, writing, organizing, and OAuth authentication. | 19 stars · 12 forks | No one-command install · Source | |
| 4482 | 80.846 | cdcxmcp · back-end | MCP server for the Crypto.com Exchange API, providing 86 dynamically generated tools for market data, trading, account management, and more with… | 25 stars · 9 forks | No one-command install · Source | |
| 4482 | 80.846 | shouldnotappearcalm-a-share-stock-marketmcp · other | Access Chinese A-share market data including real-time quotes, K-lines, and technical indicators. | 25 stars · 9 forks | No one-command install · Source | |
| 4482 | 80.846 | axhlzy-il2cpp-frida-bridgemcp · ai-agents | Bridges Unity IL2CPP applications with Frida dynamic instrumentation for real-time reverse engineering analysis including class inspection, method… | 25 stars · 9 forks | No one-command install · Source | |
| 4482 | 80.846 | iamalexander-readwisemcp · search | Integrates with Readwise to provide access to saved articles, books, highlights, and documents, enabling users to reference, analyze, and search… | 25 stars · 9 forks | No one-command install · Source | |
| 4482 | 80.846 | drissionpage-mcp-servermcp · back-end | 基于 DrissionPage 的模型上下文协议 (MCP) 服务，为 AI 助手提供强大的浏览器自动化能力。 | 25 stars · 9 forks | No one-command install · Source | |
| 4482 | 80.846 | crazyrabbitltc-twittermcp · back-end | Integrates with the X API v2 to enable post, search, and reply to tweets. | 25 stars · 9 forks | No one-command install · Source | |
| 4482 | 80.846 | avimbu-slackmcp · back-end | Provides a bridge to the Slack API, enabling message posting and user list retrieval for workspace interactions through a TypeScript implementation. | 25 stars · 9 forks | No one-command install · Source | |
| 4489 | 80.812 | open-and-async-mcp-servermcp · back-end | Enables async-first working practices by providing tools to draft decision docs, convert meetings to async artifacts, score status updates, and triage… | 48 stars · 3 forks | No one-command install · Source | |
| 4489 | 80.812 | hyperion-gpu-proofflowmcp · devopsalso listed as proofflow-mcp-server | Audit infrastructure for AI coding agents with evidence-backed review and policy gates. | 48 stars · 3 forks | No one-command install · Source | |
| 4492 | 80.780 | minirag-mcpmcp · search | Local-first RAG MCP server that indexes local documents and provides hybrid search (semantic + keyword) with file ingestion, URL fetching, and a CLI… | 65 stars · 2 forks | No one-command install · Source | |
| 4493 | 80.775 | cwvedvik-tripletexmcp · otheralso listed as tripletex-mcp-server | Access to Tripletex accounting software for time tracking, invoicing, and financial management. | 23 stars · 11 forks | No one-command install · Source | |
| 4495 | 80.770 | akash-networkmcp · devops | Bridges AI agents with the Akash Network, enabling deployment and management of decentralized applications on blockchain-based cloud computing… | 13 stars · 13 forks | No one-command install · Source | |
| 4496 | 80.765 | velanemcp · devops | Integration Infrastructure Agents Actually Control | 39 stars · 4 forks | No one-command install · Source | |
| 4496 | 80.765 | maile456-mcp-chatmcp · ai-agents | Persistent chat loop MCP server for IDE AI assistants with OpenAI and Anthropic API compatibility. | 39 stars · 4 forks | No one-command install · Source | |
| 4496 | 80.765 | pocket-disasmmcp · back-end | Enables coding agents to manage multiple isolated IDA Pro analysis sessions concurrently through a single MCP endpoint, allowing them to open… | 39 stars · 4 forks | No one-command install · Source | |
| 4496 | 80.765 | raye-deng-open-code-reviewmcp · back-end | AI code quality gate detecting hallucinated packages, phantom dependencies, stale APIs, and AI-specific code defects. MCP Server + CLI + CI/CD… | 39 stars · 4 forks | No one-command install · Source | |
| 4496 | 80.765 | tsuchijo-matlabmcp · other | Integrates MATLAB's numerical computing capabilities, enabling execution of MATLAB scripts and functions for data analysis, signal processing, and… | 39 stars · 4 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.