Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 98.850 | taylorwilsdon-google-workspacemcp · comms | Integrates with Google Workspace to enable seamless interaction with Gmail, Drive, Docs, and Calendar for searching emails, retrieving messages… | 3,101 stars · 972 forks | No one-command install · Source | |
| 2 | 98.455 | chigwell-telegrammcp · comms | Bridges Claude with Telegram messaging, enabling direct interaction with Telegram chats through tools for retrieving chat lists, fetching messages… | 1,703 stars · 438 forks | No one-command install · Source | |
| 3 | 98.250 | gongrzhe-gmail-autoauthmcp · comms | Integrates with Gmail to enable email management tasks like sending, reading, searching, and labeling through natural language commands. | 1,165 stars · 409 forks | No one-command install · Source | |
| 4 | 97.923 | agentmailmcp · comms | Provides dedicated email inboxes for AI agents to send, receive, and query messages | 63 stars · 18 forks · passed install test | No one-command install · Source | |
| 5 | 97.139 | emailmdmcp · comms | Renders markdown into email-safe HTML that holds up in Outlook and Gmail, lints drafts for deliverability problems, and returns a live preview link… | 1,345 stars · 40 forks | No one-command install · Source | |
| 6 | 96.643 | chrisdoc-hevy-fitnessmcp · comms | Integrates with the Hevy Fitness API to enable workout tracking, routine management, exercise template searching, and webhook notifications for… | 450 stars · 80 forks | No one-command install · Source | |
| 7 | 96.459 | ai-zerolab-emailmcp · comms | Integrates with email providers to enable sending and receiving emails, automating workflows and managing communications via IMAP and SMTP… | 320 stars · 118 forks | No one-command install · Source | |
| 8 | 96.215 | claude-channel-weixinmcp · comms | Enables Claude Code to receive and reply to WeChat messages via the WeChat iLink Bot API, using long-polling without requiring a public webhook. | 567 stars · 36 forks | No one-command install · Source | |
| 9 | 96.214 | beever-atlasmcp · comms | Turns team chat (Slack, Discord, MS Teams, Mattermost) into a living knowledge base - a typed knowledge graph plus auto-generated wiki - exposed to AI… | 443 stars · 47 forks | No one-command install · Source | |
| 10 | 96.001 | dmontgomery40-deepseekmcp · comms | Integrates DeepSeek's language models, enabling AI-powered chat completions with customizable parameters for tasks like writing assistance and code… | 350 stars · 55 forks | No one-command install · Source | |
| 11 | 95.380 | ttommyth-interactive-terminalmcp · comms | Interactive terminal interface for enhancing AI interactions with user input capabilities, notifications, and cross-platform support for complex tasks… | 352 stars · 31 forks | No one-command install · Source | |
| 12 | 95.029 | dryeab-telegrammcp · comms | Enables AI interaction with Telegram messaging platform through Python-based tools for sending/editing messages, downloading media, searching… | 250 stars · 38 forks | No one-command install · Source | |
| 13 | 94.346 | aaronsb-gsuitemcp · comms | Integrates with Gmail and Google Calendar to enable email operations, calendar management, and multi-account support for Google Workspace automation. | 172 stars · 49 forks | No one-command install · Source | |
| 14 | 94.261 | sparfenyuk-telegrammcp · comms | Integrates with Telegram via MTProto protocol to enable listing dialogs and messages for automated analysis and chatbot functionality. | 187 stars · 37 forks | No one-command install · Source | |
| 15 | 94.146 | trypeggy-instagram-dmmcp · comms | Integrates with Instagram Direct Messages to enable sending messages, managing chat threads, handling message requests, and converting between… | 178 stars · 37 forks | No one-command install · Source | |
| 16 | 93.994 | langfuse-prompt-managementmcp · comms | Manages prompts in Langfuse with version control, label management, and support for both text and chat prompt formats. | 173 stars · 35 forks | No one-command install · Source | |
| 17 | 93.965 | codefuturist-emailmcp · comms | Full-featured IMAP/SMTP email client with multi-account support, scheduling, IMAP IDLE real-time watching, and AI-powered triage. | 117 stars · 56 forks | No one-command install · Source | |
| 18 | 93.816 | human-in-the-loop-discordmcp · comms | Enables human-in-the-loop interactions by creating Discord threads where assistants can request information from users when they need data that isn't… | 230 stars · 20 forks | No one-command install · Source | |
| 19 | 93.061 | xvhuan-xiaoimcp · comms | Voice notifications and device control for Xiaomi AI speakers via webhook and MCP interfaces. | 203 stars · 16 forks | No one-command install · Source | |
| 20 | 92.776 | shinzo-labs-gmailmcp · comms | Manage your emails effortlessly with a standardized interface for drafting, sending, retrieving, and organizing messages. Streamline your email… | 58 stars · 50 forks | No one-command install · Source | |
| 21 | 92.420 | zilongxue-email-managermcp · comms | Integrates with email systems through IMAP and SMTP protocols to enable searching, retrieving, analyzing, and sending emails directly within… | 114 stars · 28 forks | No one-command install · Source | |
| 22 | 91.975 | jasonsum-gmailmcp · comms | Integrates with Gmail API to enable email operations like sending, managing labels, and searching messages. | 72 stars · 38 forks | No one-command install · Source | |
| 23 | 91.838 | slack-mcp-2mcp · comms | Enables AI assistants to interact with Slack workspaces, providing tools for reading messages, posting content, managing channels, and more. | 36 stars · 47 forks | No one-command install · Source | |
| 24 | 91.666 | tanaikech-google-workspace-automationmcp · comms | Integrates with Google Workspace services through Google Apps Script Web Apps to automate Gmail, Calendar, Drive, Docs, Sheets, Slides, and Forms… | 106 stars · 21 forks | No one-command install · Source | |
| 25 | 91.365 | wechat-devtools-mcpmcp · comms | Wraps the WeChat DevTools CLI as an MCP service, enabling AI in editors to call WeChat CLI commands for mini-program development, testing, debugging… | 127 stars · 14 forks | No one-command install · Source | |
| 26 | 91.256 | hal-wecom-botmcp · comms | Integrates WeCom (WeChat Work) bot functionality for enterprise messaging, notifications, and interactive chatbots. | 103 stars · 18 forks | No one-command install · Source | |
| 27 | 91.087 | mcp-gemini-climcp · comms | Wraps Google's Gemini CLI to expose search, chat, and file analysis tools via the Model Context Protocol for AI assistants. | 101 stars · 17 forks | No one-command install · Source | |
| 28 | 90.947 | socialclawmcp · comms | Social media scheduling and publishing for AI agents. 17 validation-first tools to post to X, LinkedIn, Instagram, TikTok, YouTube, Reddit, Discord… | 85 stars · 23 forks | No one-command install · Source | |
| 29 | 90.893 | areweai-tsgram-mcpmcp · comms | TSgram: Telegram + Claude with local workspace access on your phone in typescript. Read, write, and vibe code on the go! | 89 stars · 20 forks | No one-command install · Source | |
| 30 | 90.829 | chatmol-molecule-visualizationmcp · comms | Connects AI systems to molecular visualization software like PyMol and ChimeraX, enabling direct command execution and image capture of molecular… | 96 stars · 17 forks | No one-command install · Source | |
| 31 | 90.475 | wallisking1991-outlook-emailmcp · comms | Enables direct access to Microsoft Outlook email functionality for reading, searching, composing, and managing emails without leaving the conversation… | 59 stars · 30 forks | No one-command install · Source | |
| 32 | 90.250 | comfyui-animatoolmcp · comms | Enables AI agents to generate anime-style images using ComfyUI and Anima models, with MCP support for native image display in chat clients. | 135 stars · 9 forks | No one-command install · Source | |
| 33 | 89.842 | j3k0-google-workspacemcp · comms | Integrates Google Workspace APIs to enable tasks like sending emails, scheduling meetings, and managing documents in Gmail, Calendar, and Drive. | 32 stars · 32 forks | No one-command install · Source | |
| 34 | 89.758 | tecnologicachile-mail-imapmcp · comms | Secure IMAP email access with read/write operations and cursor-based pagination. | 69 stars · 21 forks | No one-command install · Source | |
| 35 | 89.070 | heltonteixeira-openrouteraimcp · comms | Unifies access to diverse AI models via OpenRouter, enabling flexible model selection and usage for applications like chatbots and content generation. | 63 stars · 19 forks | No one-command install · Source | |
| 36 | 89.003 | godot-mcp-docsmcp · comms | Provides AI assistants with access to the complete Godot Engine documentation, enabling developers to get answers about Godot classes, tutorials, and… | 71 stars · 14 forks | No one-command install · Source | |
| 37 | 88.921 | gitmotion-ntfy-pushmcp · comms | Enables sending push notifications through the ntfy service with customizable titles, summaries, priority levels, and tags for alerting users about… | 72 stars · 13 forks | No one-command install · Source | |
| 38 | 88.865 | lukaskai-voice-callmcp · comms | Enables AI to make outbound phone calls via Twilio with real-time speech processing, creating natural conversations for appointment scheduling… | 61 stars · 19 forks | No one-command install · Source | |
| 39 | 88.843 | waystation-aimcp · comms | Connects productivity tools like Monday, Asana, Notion, and Slack through a secure integration hub, enabling seamless access directly from chat… | 62 stars · 18 forks | No one-command install · Source | |
| 40 | 88.574 | matthewhand-flowisemcp · comms | Integrates Flowise chatflows and assistants with MCP, enabling seamless incorporation of AI-powered conversational interfaces into existing systems. | 54 stars · 23 forks | No one-command install · Source | |
| 41 | 88.549 | syedazharmbnr1-outlook-for-macosmcp · comms | Integrates with Microsoft Outlook for macOS using AppleScript to enable email, calendar, and contact management operations for automated workflows and… | 45 stars · 24 forks | No one-command install · Source | |
| 42 | 88.540 | timecyber-universal-emailmcp · comms | Universal email server that automatically detects provider settings and supports IMAP, POP3, and SMTP protocols for reading and sending emails across… | 73 stars · 11 forks | No one-command install · Source | |
| 43 | 88.159 | postmarkmcp · comms | Integrates with Postmark's email delivery service to send transactional emails with template support, track delivery status, and manage bounces for… | 55 stars · 18 forks | No one-command install · Source | |
| 44 | 87.762 | flomomcp · comms | Enables direct note-taking in Flomo through a simple markdown-to-webhook tool that captures thoughts, ideas, and research findings without manual… | 57 stars · 14 forks | No one-command install · Source | |
| 45 | 87.578 | worldnine-scrapboxmcp · comms | Integrates with Scrapbox to enable reading and writing pages for knowledge management, collaborative note-taking, and chatbot applications. | 50 stars · 18 forks | No one-command install · Source | |
| 46 | 87.415 | qpd-v-telegram-communicatormcp · comms | Enables real-time communication with Telegram users via bots, supporting asynchronous messaging and secure chat interactions. | 47 stars · 20 forks | No one-command install · Source | |
| 47 | 87.358 | dcatfly-wechat-channelmcp · comms | Bidirectional messaging between WeChat and Claude Code via Channel plugin. | 57 stars · 12 forks | No one-command install · Source | |
| 48 | 87.236 | telegram-channel-explorermcp · comms | Enables access to Telegram channels and messages for searching content by keywords, listing available channels, retrieving specific messages, and… | 42 stars · 20 forks | No one-command install · Source | |
| 49 | 86.933 | leshchenko1979-telegrammcp · comms | Production-ready Telegram integration with search, messaging, and HTTP-MTProto bridge | 48 stars · 15 forks | No one-command install · Source | |
| 50 | 86.543 | vibe-with-me-tools-agent-reachoutmcp · comms | Enables Telegram notifications and mobile responses for long-running tasks by redirecting terminal prompts with conversation state management and… | 54 stars · 10 forks | No one-command install · Source | |
| 51 | 86.364 | amotivv-protonmailmcp · comms | Enables sending emails through Protonmail's SMTP service with support for multiple recipients, CC/BCC functionality, and both plain text and HTML… | 50 stars · 11 forks | No one-command install · Source | |
| 52 | 86.350 | gotohumanmcp · comms | Enables AI agents to request human reviews through the gotoHuman platform, creating asynchronous workflows for content approval and critical action… | 52 stars · 10 forks | No one-command install · Source | |
| 53 | 85.992 | chatspatialmcp · comms | Enables natural language-driven spatial transcriptomics analysis with support for multiple analytical methods and platforms. | 44 stars · 13 forks | No one-command install · Source | |
| 54 | 85.820 | epaproditus-google-workspacemcp · comms | Integrates with Gmail and Google Calendar APIs to enable email and calendar management tasks like listing, searching, and modifying emails, as well as… | 31 stars · 18 forks | No one-command install · Source | |
| 55 | 85.534 | shuakami-mailmcp · comms | Enables AI assistants to send and receive emails directly through IMAP and SMTP protocols, bridging email services with conversation interfaces for… | 49 stars · 9 forks | No one-command install · Source | |
| 56 | 85.471 | ashiknesin-pushovermcp · comms | Integrates with Pushover.net to enable sending push notifications to various devices for real-time alerts and updates | 42 stars · 12 forks | No one-command install · Source | |
| 57 | 85.060 | rhnvrm-listmonkmcp · comms | Integrates with Listmonk newsletter platform to manage subscribers, mailing lists, email campaigns, templates, and transactional emails through… | 43 stars · 10 forks | No one-command install · Source | |
| 58 | 85.037 | geminimcp · comms | Provides a robust interface to Google's Gemini AI models with specialized tools for content generation, chat functionality, function calling, and… | 36 stars · 15 forks | No one-command install · Source | |
| 59 | 84.935 | claude-slack-bridgemcp · comms | Enables Claude Code to pause and ask questions via Slack, and allows running Claude from Slack with project-aware context, supporting a full-process… | 33 stars · 16 forks | No one-command install · Source | |
| 60 | 84.617 | n24q02m-better-emailmcp · comms | Provides IMAP/SMTP email operations across multiple accounts with 5 composite tools for search, read, send, organize, and attachment management. | 34 stars · 15 forks | No one-command install · Source | |
| 61 | 84.560 | agent-inboxmcp · comms | Enables AI agents to create temporary email addresses, receive confirmation emails, and extract verification links, automating sign-up and email… | 61 stars · 5 forks | No one-command install · Source | |
| 62 | 83.721 | overpod-mcp-telegrammcp · commsalso listed as overpod-telegram | Telegram MCP server via MTProto/GramJS — 20 tools for reading chats, searching messages, downloading media, managing contacts. QR code login, npx… | 37 stars · 9 forks | No one-command install · Source | |
| 64 | 83.669 | oh-my-cassettemcp · comms | Chat raw clips into a finished cut. Ingest local media, then drive a persistent multi-turn editing thread on the Cassette agent. | 132 stars · 2 forks | No one-command install · Source | |
| 65 | 83.447 | atxp-mcp-servermcp · comms | Gives AI agents a wallet, email, phone number, and instant access to paid MCP tools including web search, image/video/music generation, email, SMS… | 38 stars · 8 forks | No one-command install · Source | |
| 66 | 83.292 | teddyzxcv-ntfy-notificationsmcp · comms | Enables real-time notifications through ntfy.sh, allowing assistants to send customizable alerts with titles and summaries to users for task… | 44 stars · 6 forks | No one-command install · Source | |
| 67 | 83.193 | samihalawa-smtp-email-managermcp · comms | Provides SMTP email functionality with tools for sending individual and bulk emails, managing configurations, and creating customizable templates with… | 19 stars · 15 forks | No one-command install · Source | |
| 68 | 82.907 | batianvolyc-telegram-bot-bridgemcp · comms | Bridges Telegram messaging with remote coding sessions, enabling mobile access to development environments through bot commands while maintaining… | 30 stars · 11 forks | No one-command install · Source | |
| 69 | 82.783 | gotoolkits-wecombotmcp · comms | Integrates WeCom group messaging, enabling automated sending of diverse message types and file uploads for streamlined team communication and… | 37 stars · 7 forks | No one-command install · Source | |
| 70 | 82.732 | cometchat-docsmcp · comms | CometChat docs search + implementation bundles: add chat, voice, video & moderation to your app through your AI coding agent. | 67 stars · 3 forks | No one-command install · Source | |
| 71 | 82.505 | seldonframemcp · comms | Open-source agency CRM platform with MCP-native client management, booking, intake forms, and AI chatbots. | 39 stars · 6 forks | No one-command install · Source | |
| 72 | 82.479 | marlinjai-emailmcp · commsalso listed as marlinjai-email-mcp | Send emails via SMTP with attachment support and HTML formatting. | 19 stars · 14 forks | No one-command install · Source | |
| 74 | 82.383 | vitalyrodnenko-omnifocusmcp · comms | Gives AI assistants full control over OmniFocus on macOS with 45 tools covering tasks, projects, tags, folders, perspectives, forecast, notifications… | 43 stars · 5 forks | No one-command install · Source | |
| 75 | 82.324 | kevinwatt-webhookmcp · comms | Enables sending customizable messages to external webhook endpoints, facilitating automated notifications and workflow integrations. | 29 stars · 10 forks | No one-command install · Source | |
| 76 | 82.229 | thechandanbhagat-cv-forgemcp · comms | Analyzes job postings to extract requirements and generates tailored CVs, cover letters, and email templates with ATS optimization, keyword matching… | 30 stars · 9 forks | No one-command install · Source | |
| 77 | 82.189 | richlira-compassmcp · comms | Shared task state and project context across Claude Chat, Cowork, and Code. | 34 stars · 7 forks | No one-command install · Source | |
| 78 | 82.096 | mcp-gmailmcp · comms | Enables Gmail access through MCP, allowing LLMs to read, compose, and send emails. | 10 stars · 16 forks | No one-command install · Source | |
| 79 | 81.806 | btouchard-heraldmcp · comms | Bridge between Claude Chat and Claude Code for seamless context sharing. | 46 stars · 4 forks | No one-command install · Source | |
| 80 | 81.498 | braden-olmstead-grokmcp · comms | Provides direct integration with Grok AI's language and vision capabilities, exposing chat completion, image understanding, and function calling tools… | 25 stars · 11 forks | No one-command install · Source | |
| 81 | 81.482 | rymurr-signalmcp · comms | Enables secure communication with Signal messaging through direct messaging, group chats, and message reception capabilities, leveraging Signal's… | 26 stars · 10 forks | No one-command install · Source | |
| 82 | 81.215 | aahl-notifymcp · comms | Multi-platform notification delivery supporting WeChat, Telegram, DingTalk, Bark, Lark, Feishu, and more | 28 stars · 8 forks | No one-command install · Source | |
| 83 | 81.104 | 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 | |
| 84 | 81.096 | 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 | |
| 85 | 81.025 | 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 | |
| 86 | 80.388 | devizor-macos-notificationmcp · comms | Enables macOS system notifications, banner alerts, and text-to-speech capabilities with customizable parameters like voice selection and speech rate. | 37 stars · 4 forks | No one-command install · Source | |
| 87 | 80.379 | mcp-telegrammcp · comms | A Telegram MCP server that connects agents to a real Telegram user account via MTProto, enabling reading, searching, sending, moderating, and managing… | 29 stars · 6 forks | No one-command install · Source | |
| 88 | 80.015 | glittercowboy-discordmcp · comms | Provides full administrative control over Discord communities through message, moderation, channel, role, and event management operations with… | 35 stars · 4 forks | No one-command install · Source | |
| 89 | 79.882 | telnyxmcp · comms | Integrates with Telnyx's telecommunications APIs to provide voice calling, SMS/MMS messaging, phone number management, cloud storage, and webhook… | 25 stars · 7 forks | No one-command install · Source | |
| 90 | 79.664 | alexai-mcp-channel-memorymcp · comms | Stores Discord and Telegram channel messages locally for persistent memory across Claude Code sessions. | 22 stars · 9 forks | No one-command install · Source | |
| 91 | 79.577 | agentgatemcp · comms | Human-in-the-loop approval gateway for agent tool calls: agents request, policies decide, humans approve via Slack/Discord/web — with an… | 33 stars · 4 forks | No one-command install · Source | |
| 92 | 79.530 | buryhuang-unipilemcp · comms | Integrates with Unipile to provide unified access to messages across LinkedIn, WhatsApp, Instagram, Messenger, and Telegram, enabling efficient… | 16 stars · 11 forks | No one-command install · Source | |
| 93 | 79.059 | fujitsu-ai-privategptmcp · comms | Integrates privateGPT with MCP-compatible applications, providing chat management, knowledge source organization, and group-based permissions for… | 6 stars · 14 forks | No one-command install · Source | |
| 94 | 78.726 | 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 | |
| 95 | 78.688 | 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 | |
| 96 | 78.478 | arikusi-deepseekmcp · comms | Bridge to DeepSeek AI models with chat, reasoning, multi-turn sessions, function calling, and cost tracking. | 17 stars · 10 forks | No one-command install · Source | |
| 97 | 78.375 | sailay1996-cursor-agentmcp · comms | Wraps the cursor-agent CLI tool with seven specialized tools for code interaction including chat, file editing, analysis, repository search, task… | 21 stars · 7 forks | No one-command install · Source | |
| 98 | 78.358 | cyanheads-ntfymcp · comms | Bridges Claude with ntfy.sh notification service, enabling direct push notifications with support for priorities, tags, attachments, and action… | 20 stars · 8 forks | No one-command install · Source | |
| 99 | 77.961 | mailbox-mcpmcp · comms | Give your AI tools access to your email. Search, read, send, and manage messages across multiple accounts without leaving your terminal. | 7 stars · 12 forks | No one-command install · Source | |
| 100 | 77.746 | arthurpanhku-dragonmcpmcp · comms | Bridges AI agents with Chinese and Hong Kong local services including MTR real-time schedules, Amap navigation, WeChat Pay, Alipay, Didi, and… | 21 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.