Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 101 | 77.568 | hyadesmcp · comms | Render LaTeX math as pure Unicode text art for terminals, code comments, and emails. | 30 stars · 3 forks | No one-command install · Source | |
| 102 | 77.567 | mcp-google-multimcp · comms | Gives MCP clients access to Google Workspace (Gmail, Drive, Calendar, Sheets, Docs, etc.) across multiple Google accounts simultaneously. | 12 stars · 10 forks | No one-command install · Source | |
| 103 | 77.460 | gmailmcp · comms | Manage Gmail end-to-end: send, draft, reply, forward, and bulk-modify or delete messages and threads. Organize your inbox with labels, archiving, and… | 32,715 installs | No commit datelisted | No one-command install · Source |
| 104 | 77.233 | messagesmcp · comms | Enables fuzzy search and browsing of Apple Messages (iMessage/SMS) with contact resolution, filtering by sender or date, and context display through… | 20 stars · 6 forks | No one-command install · Source | |
| 105 | 76.996 | nirholas-mcp-notifymcp · comms | Monitor the MCP Registry for new servers and changes with real-time notifications via Discord, Slack, Email, Telegram, Teams, and webhooks. | 28 stars · 3 forks | No one-command install · Source | |
| 106 | 76.807 | chatmcp-heybeautymcp · comms | Provides a bridge between virtual try-on technology and clothing visualization, enabling users to see how selected items would look on them through… | 19 stars · 6 forks | No one-command install · Source | |
| 107 | 76.751 | hardheadhackerhead-discordmcp · comms | Comprehensive Discord administration with 134 tools across roles, channels, members, moderation, forums, events, and webhooks. | 27 stars · 3 forks | No one-command install · Source | |
| 108 | 76.366 | golutramcp · comms | Bridge for the Golutra collaboration platform providing chat, roadmap, context, and skill discovery tools. | 17 stars · 7 forks | No one-command install · Source | |
| 109 | 76.278 | gbrigandi-cortex-threat-intelligencemcp · comms | Integrates with Cortex threat intelligence services to analyze IP addresses, domains, URLs, and email addresses using security tools like AbuseIPDB… | 16 stars · 8 forks | No one-command install · Source | |
| 110 | 76.190 | google-tasksmcp · comms | Google Tasks provides a simple to-do list and task management system integrated into Gmail and Google Calendar for quick and easy tracking | 10,811 installs | No commit datelisted | No one-command install · Source |
| 111 | 76.182 | hoshinonyaruko-gensokyomcp · comms | Bridges chat bot platforms with cross-platform support for message processing, WebSocket connectivity, and media handling across Linux, macOS… | 32 stars · 2 forks | No one-command install · Source | |
| 112 | 75.845 | runekaagaard-notmuch-sendmailmcp · comms | Integrates Notmuch email management with sendmail functionality to enable email composition, searching, and sending capabilities. | 7 stars · 10 forks | No one-command install · Source | |
| 113 | 75.815 | hundun-dingdingmcp · comms | Integrates with DingDing (DingTalk) messaging platform to enable automated notifications, team alerts, and AI-generated content delivery through… | 24 stars · 3 forks | No one-command install · Source | |
| 114 | 75.737 | harshavardhan-sai-m-gmail-integrationmcp · comms | Integrates with Gmail APIs to enable reading, sending, and managing emails across multiple accounts, supporting automated email processing and… | 17 stars · 6 forks | No one-command install · Source | |
| 115 | 75.555 | slackmcp · comms | Slack is a channel-based messaging platform. With Slack, people can work together more effectively, connect all their software tools and services, and… | 8,515 installs | No commit datelisted | No one-command install · Source |
| 116 | 75.153 | jxnl-apple-native-applicationsmcp · comms | Enables AI interaction with macOS native applications through AppleScript for tasks like managing contacts, notes, emails, reminders, calendar events… | 16 stars · 6 forks | No one-command install · Source | |
| 117 | 75.117 | yiyang-li-twilio-smsmcp · comms | Enables Claude and other assistants to send SMS and MMS messages through Twilio's API with phone number validation and specialized prompts for… | 15 stars · 7 forks | No one-command install · Source | |
| 118 | 75.004 | strand-ai-lambda-labsmcp · comms | Manages Lambda Labs cloud GPU instances with tools for launching, monitoring, and terminating instances, checking availability across regions and GPU… | 22 stars · 3 forks | No one-command install · Source | |
| 119 | 74.286 | pinkpixel-notification-chimesmcp · comms | Provides audio notification system that plays platform-specific chimes when tasks complete, supporting five built-in sounds and custom audio files for… | 14 stars · 7 forks | No one-command install · Source | |
| 120 | 73.658 | cbinsights-chatcbimcp · comms | Integrates with CB Insights' ChatCBI platform to provide direct access to market intelligence, company research, funding data, acquisitions… | 14 stars · 6 forks | No one-command install · Source | |
| 121 | 73.650 | discource-mcp-toolsmcp · comms | Manage and explore forum communities by searching topics, reading posts, and viewing user profiles. Facilitate communication through chat channels… | 6,591 installs | No commit datelisted | No one-command install · Source |
| 122 | 73.012 | imprvhub-status-observermcp · comms | Provides real-time monitoring of operational status for major digital platforms like GitHub, Slack, and Discord through a command interface that… | 8 stars · 8 forks | No one-command install · Source | |
| 123 | 72.723 | ejb503-gmailmcp · comms | Integrates with Gmail to enable natural language-based email management, including searching, reading, deleting, and sending emails with attachment… | 12 stars · 7 forks | No one-command install · Source | |
| 123 | 72.723 | kazuph-gmail-gasmcp · comms | Integrates Gmail functionality, enabling email search, message retrieval, and attachment downloads via Google Apps Script. | 12 stars · 7 forks | No one-command install · Source | |
| 125 | 72.644 | scopegatemcp · comms | Granular permission gateway for MCP agents with per-agent scopes for Google Drive, Gmail, and Calendar. | 17 stars · 3 forks | No one-command install · Source | |
| 125 | 72.644 | hermes-second-brainmcp · comms | Enables capturing, searching, and organizing Obsidian notes from Telegram via Hermes Agent (MCP). | 17 stars · 3 forks | No one-command install · Source | |
| 127 | 72.381 | vibe-paymcp · comms | Platform access code. Email coryhigham@gmail.com with subject "MCP Trial" to request one | 8,540 installs | No commit datelisted | No one-command install · Source |
| 128 | 72.112 | netflyapp-fluentcrmmcp · comms | Integrates with FluentCRM WordPress plugin to provide complete email marketing automation including contact management, campaign creation, tag and… | 13 stars · 5 forks | No one-command install · Source | |
| 129 | 72.056 | domdomegg-gmailmcp · comms | Integrates with Gmail API to enable comprehensive email management including reading, sending, archiving messages, managing drafts and labels… | 11 stars · 7 forks | No one-command install · Source | |
| 130 | 71.892 | macos-notify-tmuxmcp · comms | Provides native macOS notifications with intelligent tmux session integration that automatically detects terminal environments and enables… | 14 stars · 4 forks | No one-command install · Source | |
| 131 | 71.864 | agentic-calmcp · comms | Unified email and calendar management with AI agent, supporting email operations, calendar availability, and time blocking via MCP tools. | 19 stars · 2 forks | No one-command install · Source | |
| 132 | 71.437 | timsonner-external-reconmcp · comms | Provides network reconnaissance tools for penetration testers, enabling systematic domain enumeration, IP discovery, email security assessment, and… | 9 stars · 7 forks | No one-command install · Source | |
| 133 | 71.394 | reminder-mcpmcp · comms | Enables scheduling and triggering reminders delivered via Slack or Telegram through natural language, using an external cron service to ensure… | 15 stars · 3 forks | No one-command install · Source | |
| 133 | 71.394 | chatbimcp · comms | Transforms CSV and Excel files into conversational data analysis by generating and executing Python code to answer natural language questions about… | 15 stars · 3 forks | No one-command install · Source | |
| 133 | 71.394 | trusted-gmailmcp · comms | Securely accesses Gmail through AWS Nitro enclaves, enabling email search, retrieval, and sending while protecting sensitive credentials | 15 stars · 3 forks | No one-command install · Source | |
| 136 | 71.363 | shawyeok-dingding-botmcp · comms | Integrates with DingDing (Dingtalk) to enable sending text and markdown messages to group chats through custom robot webhooks, supporting user… | 12 stars · 5 forks | No one-command install · Source | |
| 137 | 71.077 | phiality-koboldaimcp · comms | Integrates KoboldAI's text generation, enabling local language model interactions for creative writing, chatbots, and content generation. | 13 stars · 4 forks | No one-command install · Source | |
| 138 | 71.025 | florianbuetow-imap-minimcp · comms | Lightweight IMAP email integration for reading, searching, organizing, and drafting emails with built-in safety guardrails that prevent sending or… | 8 stars · 7 forks | No one-command install · Source | |
| 138 | 71.025 | fabian1710-intercom-conversationsmcp · comms | Integrates with Intercom to provide filtered access to conversations and chats, enabling detailed analysis of customer interactions and support… | 8 stars · 7 forks | No one-command install · Source | |
| 140 | 71.020 | finance-mcp-stocks-crypto-fx-portfolio-mathmcp · comms | Quick market data for AI workflows: real-time quotes, crypto prices, foreign exchange rates, portfolio P&L calculations. Wraps Yahoo Finance… | 6,135 installs | No commit datelisted | No one-command install · Source |
| 140 | 71.020 | finance-mcp-stocks-crypto-fx-portfolio-math-2mcp · comms | Quick market data for AI workflows: real-time quotes, crypto prices, foreign exchange rates, portfolio P&L calculations. Wraps Yahoo Finance… | 6,135 installs | No commit datelisted | No one-command install · Source |
| 142 | 70.564 | tejasq-mcp-appsmcp · comms | Proof-of-concept demonstrating MCP Apps protocol extension where tools return rendered HTML widgets inside AI chat interfaces. | 14 stars · 3 forks | No one-command install · Source | |
| 143 | 70.476 | outlookmcp · comms | Read and send emails, manage calendar events, and organize contacts. Search messages, handle attachments, and schedule meetings. | 4,896 installs | No commit datelisted | No one-command install · Source |
| 144 | 70.383 | gh-n24q02m-better-telegrammcp · comms | Production-grade Telegram integration with dual-mode Bot API and MTProto support for messaging, media, contacts, and chat management. | 11 stars · 5 forks | No one-command install · Source | |
| 145 | 69.986 | factorio-ai-companionmcp · commsalso listed as lveillard-factorio-ai-companion | Bidirectional chat bridge between Factorio and Claude Code via MCP protocol, enabling players to send /companion commands and receive AI responses. | 10 stars · 6 forks | No one-command install · Source | |
| 145 | 69.986 | chatterboxio-meeting-botmcp · comms | Integrates with ChatterBox's meeting bot service to join Zoom, Google Meet, and Microsoft Teams sessions for automated transcript capture, meeting… | 10 stars · 6 forks | No one-command install · Source | |
| 145 | 69.986 | ejb503-redditmcp · comms | Enables AI to search, read, and interact with Reddit content through tools for analyzing subreddits, creating posts/comments, managing notifications… | 10 stars · 6 forks | No one-command install · Source | |
| 149 | 69.392 | faiz-gear-difymcp · comms | Integrates Dify workflows to enable capabilities into tools for chatbots, content generation, and data analysis pipelines. | 5 stars · 7 forks | No one-command install · Source | |
| 150 | 69.349 | spark-mcpmcp · comms | Enables users to access, search, and analyze Spark Desktop meeting transcripts and emails through natural language via the Model Context Protocol. | 11 stars · 4 forks | No one-command install · Source | |
| 151 | 69.273 | nextstat-chatgpt-historymcp · comms | Converts ChatGPT conversation exports into searchable Markdown files with Tantivy-powered full-text search and three MCP tools for browsing… | 20 stars · 1 fork | No one-command install · Source | |
| 152 | 69.255 | tomcools-twitch-chatmcp · comms | Integrates with Twitch chat using Apache Camel and Quarkus to enable real-time interaction, moderation, and analysis of live stream conversations. | 10 stars · 5 forks | No one-command install · Source | |
| 153 | 67.900 | posthivemcp · comms | Schedule and manage social media posts across 13 platforms (Bluesky, Threads, Instagram, LinkedIn, Mastodon, YouTube, Facebook, Pinterest, Telegram… | 13 stars · 2 forks | No one-command install · Source | |
| 153 | 67.900 | local-voice-mcpmcp · comms | Enables MCP clients to speak by running local voice models using Chatterbox Turbo TTS or Kokoro TTS, with support for voice cloning, paralinguistic… | 13 stars · 2 forks | No one-command install · Source | |
| 155 | 67.151 | openagentemailmcp · comms | Self-hosted email for AI agents: unlimited mailboxes on your own domain, with OTP extraction. 7 MCP tools via npx -y @openagentemail/mcp. Apache-2.0. | 12 stars · 2 forks | armory install openagentemail --cli claude | |
| 155 | 67.151 | suprsendmcp · comms | Manages SuprSend notification workspace resources including templates, workflows, schemas, and events via AI clients. | 12 stars · 2 forks | No one-command install · Source | |
| 155 | 67.151 | lumabyteco-clarifypromptmcp · comms | Transforms vague prompts into platform-optimized prompts for 58+ AI platforms across image, video, chat, code, voice, and music categories. | 12 stars · 2 forks | No one-command install · Source | |
| 158 | 66.938 | nausika-2mcp · comms | Marine, maritime, nautical and sailing data for AI assistants and chatbots. Mediterranean marine forecast: wind, wave, swell, gust. Tide tables and… | 6,022 installs | No commit datelisted | No one-command install · Source |
| 159 | 66.893 | maitreyam-gmailmcp · comms | Enables sending emails through Gmail's SMTP service with support for attachments from local files, pre-staged files, or URLs downloaded during… | 10 stars · 3 forks | No one-command install · Source | |
| 159 | 66.893 | mcp-server-temporary-emailmcp · commsalso listed as selenium39-tempmail | Manages temporary email addresses via the ChatTempMail API, supporting creation, listing, and deletion of emails and messages, as well as webhook… | 10 stars · 3 forks | No one-command install · Source | |
| 159 | 66.893 | society-elizaos-connector-mcpmcp · comms | Integrates ElizaOS agents with Cursor IDE, allowing users to list, select, and chat with agents via MCP tools. | 10 stars · 3 forks | No one-command install · Source | |
| 159 | 66.893 | prem-research-telegrammcp · comms | Provides a bridge between Telegram messaging platform and conversational interfaces, enabling message retrieval, chat history access, and automated… | 10 stars · 3 forks | No one-command install · Source | |
| 164 | 66.871 | cyanty-arcs-multi-platform-article-publishermcp · comms | Automates article publishing across Chinese tech platforms including CSDN, JueJin, Zhihu, WeChat, Halo, and CNBlogs with markdown content processing… | 9 stars · 4 forks | No one-command install · Source | |
| 164 | 66.871 | dingtalkmcp · comms | Integrates with DingTalk messaging platform through webhook connections to send text messages, markdown content, and link cards with @mentions and… | 9 stars · 4 forks | No one-command install · Source | |
| 166 | 66.528 | call-a-human-mcpmcp · commsalso listed as nishantmodak-call-a-human | An MCP server that enables AI agents to pause and request human approval or information via Slack, Telegram, or macOS dialogs before proceeding with… | 15 stars · 1 fork | No one-command install · Source | |
| 166 | 66.528 | hofill-requestrepomcp · comms | Integrates with requestrepo webhook testing service for HTTP request capture, DNS record management, file response configuration, and real-time… | 15 stars · 1 fork | No one-command install · Source | |
| 169 | 66.258 | blackveil-dnsmcp · commsalso listed as madaburns-blackveil-dns | A DNS and email security scanner with 77 MCP tools for assessing SPF, DMARC, DKIM, DNSSEC, SSL/TLS, and more, providing guided remediation and attack… | 8 stars · 5 forks | No one-command install · Source | |
| 169 | 66.258 | slack-listsmcp · comms | Integrates with Slack Lists to enable creation, retrieval, filtering, and management of list items with support for bulk operations, data export to… | 8 stars · 5 forks | No one-command install · Source | |
| 172 | 66.031 | seah-boon-keong-chat-with-opendosm-datasetsmcp · comms | MCP for public datasets OpenDOSM (Developed by Seah Boon Keong) What it delivers: - 163 curated datasets (Department of Statistics Malaysia + sources)… | 3,821 installs | No commit datelisted | No one-command install · Source |
| 173 | 65.043 | woyaxnini-max-messengermcp · comms | Control MAX Messenger (VK's Russian national messenger) through MCP. Send and read messages, manage chats, pin messages, and handle group… | 10 stars · 2 forks | No one-command install · Source | |
| 174 | 64.619 | elieworkspace-rocketchatmcp · comms | Integrates with RocketChat instances to enable team communication through channel management, message sending and retrieval, user information access… | 6 stars · 5 forks | No one-command install · Source | |
| 175 | 64.134 | inboxapimcp · comms | Gives AI agents a personal email address to send, receive, search, and reply to emails. | 12 stars · 1 fork | No one-command install · Source | |
| 176 | 63.952 | iqai-discordmcp · comms | Integrates with Discord through Discord.js to provide comprehensive bot capabilities including message management, channel operations, forum posts… | 5 stars · 5 forks | No one-command install · Source | |
| 177 | 63.694 | discord-mcp-agentmcp · comms | A Model Context Protocol (MCP) server for Discord-based AI agent-user communication. Enables AI agents to communicate with users through Discord… | 9 stars · 2 forks | No one-command install · Source | |
| 177 | 63.694 | chatty-mcpmcp · comms | Provides voice summaries after each AI request in Cursor, Cline, or any MCP-supported editor, allowing users to hear what was done and stay informed… | 9 stars · 2 forks | No one-command install · Source | |
| 179 | 62.111 | mcp-telegram-claudecodemcp · comms | Enables Claude Code to send and receive messages via Telegram for remote interaction and approval of sensitive operations. | 7 stars · 3 forks | No one-command install · Source | |
| 180 | 60.684 | mailroommcp · comms | Enables AI agents to manage project email by listing, describing, and running bounded mailbox operations such as reading messages, searching, and… | 15 stars | No one-command install · Source | |
| 181 | 60.677 | gh-josiebot26-prospectormcp · comms | Find and verify B2B email addresses with self-contained DNS/SMTP verification and web scraping. | 9 stars · 1 fork | No one-command install · Source | |
| 181 | 60.677 | vivid-moneymcp · comms | Open a Vivid Business account from your AI chat. | 9 stars · 1 fork | No one-command install · Source | |
| 183 | 60.344 | cablate-gmailmcp · comms | Integrates with Gmail's API to enable email operations including sending, receiving, and managing emails for automation and workflow integration | 2 stars · 5 forks | No one-command install · Source | |
| 184 | 60.262 | alexandertsai-telegrammcp · comms | Enables Claude to monitor and respond to Telegram messages by accessing chat lists, reading conversations, and sending replies that match the user's… | 7 stars · 2 forks | No one-command install · Source | |
| 184 | 60.262 | parthjadhav-telegram-notifymcp · comms | Send text messages, images, and files to Telegram as notifications from AI agent workflows. | 7 stars · 2 forks | No one-command install · Source | |
| 184 | 60.262 | mcp-windows-notifymcp · comms | Enables AI development tools on Windows to send native system notifications for task completion, errors, and reminders, with customizable icons and… | 7 stars · 2 forks | No one-command install · Source | |
| 184 | 60.262 | imvirtue-hr-policy-chatbotmcp · comms | Enables HR departments to provide workplace policy information through a RAG-based chatbot that indexes, retrieves, and generates answers from PDF… | 7 stars · 2 forks | No one-command install · Source | |
| 184 | 60.262 | kazuph-devinmcp · comms | Integrates with Slack to enable seamless team collaboration through automated session management, thread context preservation, and channel-based… | 7 stars · 2 forks | No one-command install · Source | |
| 184 | 60.262 | vinayak-mehta-gmailmcp · comms | Integrates with Gmail to enable email search, retrieval, and interaction for natural language-driven email management and analysis tasks. | 7 stars · 2 forks | No one-command install · Source | |
| 190 | 60.136 | onesignalmcp · comms | OneSignal is a customer engagement platform that lets you send targeted push notifications, emails, SMS, and in-app messages, manage audiences, and… | 4,551 installs | No commit datelisted | No one-command install · Source |
| 191 | 60.035 | laodev1-perplexitymcp · comms | Integrates with Perplexity AI's language models, enabling enhanced interactions through chat completions and single-query tools. | 6 stars · 3 forks | No one-command install · Source | |
| 192 | 59.814 | darrenjrobinson-hibpmcp · comms | Query Have I Been Pwned breach data, check compromised passwords, and search paste dumps for exposed email addresses. | 5 stars · 4 forks | No one-command install · Source | |
| 192 | 59.814 | gmail-mcp-2mcp · comms | Enables AI assistants to send, read, search, and manage Gmail emails, drafts, and labels via the Model Context Protocol. | 5 stars · 4 forks | No one-command install · Source | |
| 194 | 59.029 | kstonekuan-discord-notificationmcp · comms | Sends messages directly to Discord channels through webhook integration for automated notifications, alerts, and updates. | 8 stars · 1 fork | No one-command install · Source | |
| 195 | 58.185 | elagerway-magpipemcp · comms | Manage voice agents, calls, SMS, contacts, and phone numbers via Magpipe. | 6 stars · 2 forks | No one-command install · Source | |
| 196 | 57.927 | mcp-taskmcp · comms | Enables LLMs to interact with any ERPNext instance through comprehensive CRUD operations, advanced permissions, and a web chat interface. | 1 star · 5 forks | No one-command install · Source | |
| 197 | 57.364 | agentailor-slimcontextmcp · comms | Chat history compression with token-based trimming and AI-powered summarization | 5 stars · 3 forks | No one-command install · Source | |
| 198 | 57.245 | emailensmcp · comms | Email compatibility analysis across 15 clients with preview, audit, fix, diff, and deliverability tools. | 7 stars · 1 fork | No one-command install · Source | |
| 198 | 57.245 | social-cli-mcpmcp · comms | MCP server for posting to Twitter/X, Reddit, LinkedIn, Instagram, and email via CLI or AI agents, with Telegram bot control and security… | 7 stars · 1 fork | No one-command install · Source | |
| 198 | 57.245 | nhype-owa-exchange-mcpmcp · comms | Microsoft Exchange / OWA integration for email, calendar, and directory. | 7 stars · 1 fork | 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.