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 | 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 | |
| 2 | 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 | |
| 3 | 53.985 | telegram-mcp-2mcp · comms | Enables LLMs to send notifications and receive responses via Telegram. | 4 stars · 3 forks | No one-command install · Source | |
| 4 | 51.401 | dead-lettermcp · comms | MCP server that converts .eml email exports (Gmail, Outlook, and other archives) into clean Markdown with YAML front matter — splitting reply threads… | 7 stars | No one-command install · Source | |
| 5 | 32.223 | dexopt-ahmemcp · comms | Background daemon that compresses chat conversations into structured JSON summaries using local Ollama models for persistent cross-session memory. | 2 stars | No one-command install · Source | |
| 6 | 23.374 | tolmachov-telegrammcp · comms | Integrates with Telegram through the MTProto API to send messages, retrieve chat histories, search conversations, manage notifications, and perform… | 1 fork | No one-command install · Source | |
| 7 | Unranked | mcp-sms-agentmcp · comms | Enables an AI-powered SMS assistant that receives inbound messages via TextBee, processes them with a local Ollama model and optional MCP tools, and… | No signals yet | No one-command install · Source | |
| 8 | Unranked | sales-chat-qualitymcp · comms | Enables collection and scoring of sales chat conversations via CDP, computing response times and generating evidence-linked LLM quality reviews. | No signals yet | No one-command install · Source | |
| 9 | Unranked | mailmesh-mcpmcp · comms | A private, single-user MCP server that unifies Gmail, Microsoft 365/Outlook, and IMAP mailboxes for LLMs to search and read emails live, without… | No signals yet | No one-command install · Source | |
| 10 | Unranked | mcp-info-gatherermcp · comms | Enables searching and gathering information from multiple online sources (web, Twitter/X, Telegram, GitHub, Hugging Face, arXiv) through a unified MCP… | No signals yet | No one-command install · Source | |
| 11 | Unranked | extended-rlmmcp · comms | A self-learning knowledge layer for local LLM chat that answers questions from Markdown files, writes new knowledge back every turn, and provides… | No signals yet | No one-command install · Source | |
| 12 | Unranked | raj-assistant-mcpmcp · comms | A modular AI Assistant built using the Model Context Protocol that provides tools for calculator, weather, news, AI chat, currency conversion… | No signals yet | No one-command install · Source | |
| 13 | Unranked | mcp-copilot-automationsmcp · comms | Bridges LLMs with enterprise IT operations by resolving user intents via Dataverse, creating ServiceNow service requests, and triggering Azure… | No signals yet | No one-command install · Source | |
| 14 | Unranked | myaimcp · comms | Decentralized AI inference on Base with OpenAI-compatible chat via community GPUs, paid in MYAI token. | No signals yet | No one-command install · Source | |
| 15 | Unranked | discord-analysis-mcpmcp · comms | Enables LLMs to read and write Discord messages, search content, and compute channel statistics via a Discord bot. | No signals yet | No one-command install · Source | |
| 16 | Unranked | mcp-personalmcp · comms | MCP server that provides tools to manage Gmail and Outlook emails, and search Mercadona products, for use with Cursor and LangChain. | No signals yet | No one-command install · Source | |
| 17 | Unranked | blip-2-vision-languageskill · comms | Vision-language pre-training framework bridging frozen image encoders and LLMs. Use when you need image captioning, visual question answering… | No signals yet | No commit datelisted | armory install blip-2-vision-language --cli claude |
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.