M8ven's public index of MCPs we've independently looked at. M8ven Verified is our verification program — each MCP can earn one or more tiers (behavior, code, or publisher).
M8ven Verified — three independent tiers
Behavior Verified
We verified this MCP by observing its actual behavior — tool calls, network activity, and side effects.
Code Verified
We inspected the source code and checked that its capabilities match what the tool descriptions claim.
Publisher Verified
The author of the MCP submitted it and confirmed ownership. Pairs with behavior or code for full trust.
Each MCP can earn one, two, or all three tiers independently.
Microsoft 365 MCP Server
Provides Claude Desktop and Claude Code with access to Microsoft 365 email and calendar services via the Microsoft Graph API. It enables users to manage emails, search folders, schedule calendar events, and check availability through natural language commands.
ronaldzuniga/ms365-mcp-server
jlab-mcp
An MCP server that enables LLMs to execute Python code on GPU-accelerated compute nodes within SLURM-managed HPC environments. It bridges local clients to remote clusters by launching JupyterLab sessions via SLURM jobs to facilitate high-performance notebook-based computation.
kdkyum/jlab-mcp
Neleus
MCP server for Hyperliquid cryptocurrency trading with market analysis, order book data, and trade execution tools.
auralshin/neleus-mcp
yfinancemcp
MCP Server for Yahoo Finance w/ high level functions
coledie/yfinancemcp
WordPress MCP Server
An MCP server that enables ChatGPT to manage WordPress content by creating, updating, retrieving, and deleting posts via the WordPress REST API. It uses FastAPI and Cloudflare Tunnels to provide a secure interface for natural language site administration.
kuksenokpolina23-arch/mcp22
my-mcp
A note management MCP server that enables users to store, retrieve, and summarize personal notes via a custom URI scheme. It provides tools for adding content and prompts for generating brief or detailed summaries of stored information.
ovezthaking/MCP-Server
Stock Research MCP Server
Provides comprehensive stock intelligence and technical analysis by integrating Alpha Vantage and Finnhub data. It enables users to generate detailed research reports and retrieve real-time market metrics, indicators, and news sentiment.
Sauravmehto/mcpserverstock
xmcp Application
A Model Context Protocol (MCP) server template designed for building structured tools, prompts, and resources with built-in support for HTTP and STDIO transports. It provides a standardized framework for developers to create and deploy AI-driven services using TypeScript and Zod schema validation.
SumitNawathe/mcp-test
jons-mcp-java
Provides Java development capabilities through Eclipse JDT.LS, enabling symbol navigation, code diagnostics, workspace searching, and Javadoc access across Java projects.
jonmmease/jons-mcp-java
kernel-build-mcp
An MCP server designed for remote Linux kernel cross-compilation over Tailscale SSH. It enables users to manage configurations, execute kernel builds, and retrieve build artifacts directly through an MCP-compatible interface.
arttttt/kernel-build-mcp
MCP Server Unified Deployment
MCP Server Unified Deployment Open Source Project
BigUncle/MCP-Server-Unified-Deployment
Command Execution MCP Server for Claude Desktop
Command Execution MCP Server for Claude Desktop
ryaker/CommandExecution
National Weather Service
Integrates with the National Weather Service API to retrieve active weather alerts by US state with proper error handling and timeout management for weather monitoring and emergency preparedness applications.
264gaurav/mcp_ai
Nager MCP v202 MCP Server
An MCP server that provides access to the Nager.Date API, enabling AI agents to retrieve public holiday information for various countries. It facilitates seamless integration with LLMs through standardized tools and Docker-based deployment.
Traia-IO/nager-mcp-v202-mcp-server
Android MCP Server
Enables control of Android devices through ADB using natural language commands. Supports browser automation, SMS sending, device information retrieval, settings control, and common device actions like screenshots and button presses.
IngaleChinmay04/android-mcp-server
clawshow
Instant Backend for SMBs — AI-callable MCP tools for generating business pages, Stripe payments, notifications, and invoice processing. No signup, no dashboard, just results.
jason2016/clawshow-mcp-server
Penpot MCP Server
Enables AI agents to programmatically access self-hosted Penpot instances to read, create, modify, and export design elements through natural language. It provides 66 tools for managing projects, shapes, design tokens, and comments using a dual-access strategy of direct database reads and RPC API writes.
ancrz/penpot-mcp-server
Digital Zen Garden (數位枯山水) MCP Server
Enables AI agents to create and interact with ASCII-based Zen gardens through tools for raking sand, placing stones, and practicing digital meditation. It provides resources for random Zen koans and generates meditation guides based on the current garden state.
simonliu-moltbot/mcp-daily-2026-01-30
Error Analyzer MCP Server
Analyzes log files to identify root causes of project errors and generates detailed fix plans with risk assessments. It implements a multi-phase workflow that ensures no code modifications are applied without explicit user approval.
pnini7814/mcp
Skincare MCP
An ingredient-based recommendation engine that identifies similar products using TF-IDF vectorization and scans ingredient lists for potential irritants. It enables users to perform NLP-based product matching and check for skin-sensitivity red flags within Claude.
pserein/skincare-mcp
Voice Loop MCP
Enables hands-free voice conversations with Claude using real-time speech recognition and text-to-speech on macOS. Creates a self-sustaining conversation loop where Claude can autonomously listen, respond, and continue the interaction without keyboard input.
theonlypal/voice-loop-mcp
Intelligent Medical Assistant
An MCP server and web application that enables natural language medical queries and patient data analysis powered by Gemini AI. It allows users to track and analyze patient biometrics, including vitals, sleep patterns, and laboratory results, through a comprehensive set of automated medical tools.
sp2learn/medical-mcp-server
Garmin MCP Server for Poke
Exposes over 90 Garmin Connect tools for tracking activities, health metrics, and training data through the Model Context Protocol. It is optimized for Poke compatibility and supports deployment to Render via HTTP.
theol0403/garmin-mcp-poke
PostgreSQL MCP Server for Claude Desktop
Enables Claude Desktop to interact with PostgreSQL databases through natural language for schema exploration, data analysis, and query execution. Users can search schemas, describe tables, and perform read or write operations without needing to write manual SQL.
User-Gold/Claude-Desktop-to-PostgreSQL
HistGradientBoostingClassifier MCP Server
Provides tools for training, managing, and making predictions with scikit-learn's HistGradientBoostingClassifier models. It allows users to handle model lifecycles, including creation, evaluation, and serialization, via the Model Context Protocol.
francoisgoupil/MCP3
OPC UA MCP Server
Model Context Protocol (MCP) server for OPC UA operations. This server provides a set of tools to interact with OPC UA servers, including reading/writing variables, browsing nodes, calling methods, and performing batch operations.
midhunxavier/OPCUA-MCP
PracticePanther
Manages legal matters, contacts, and billing through the PracticePanther legal practice management API.
admin-anlawfirm/practicepanther-mcp
Claude Managed Agents Docs
MCP server exposing Claude Managed Agents documentation as searchable tools for Claude Desktop and Claude Code.
attilio81/mcp_cma
AI Makerspace MCP Server
An MCP server providing tools for web searching via the Tavily API, dice rolling using standard notation, and cryptocurrency market data through the CoinGecko API. It is designed to integrate these capabilities into AI workflows using a standard input/output transport mode.
Swathi3255/13-MCP-session
Handaas Qualification MCP Server
Provides comprehensive enterprise qualification and certificate data, including honors, administrative licenses, and professional background statistics. It enables users to search for companies and verify their bidding eligibility or compliance status through natural language queries.
handaas/qualification-mcp-server
Primer Agent
Provides research and document analysis tools for generating structured primers on topics.
bhq-primer/primer-agent
Graphiti MCP
Provides persistent memory and context continuity for AI agents using Zep's Graphiti and Neo4j graph database. Enables storing, retrieving, and linking memories to build a knowledge graph accessible across Cursor and Claude.
apexneural-hansika/graphiti_mcp
MCP Gemini CLI Base
A base setup for creating MCP servers that integrate with Google's Gemini CLI, including example implementations for weather data retrieval from OpenWeatherMap and basic resource/tool definitions using FastMCP.
MarkAndersonIX/mcp-gemini-cli-base
MCP Excel Server
An MCP server that enables AI agents to automate Excel file operations including workbook creation, worksheet management, and data manipulation. It provides a standardized interface for reading, writing, merging, and filtering cell ranges within Excel documents.
bassem-elsodany/mcp_excel_server
Wellness Planner
Integrates simulated health data and task management to provide energy-aware scheduling based on calculated readiness scores. It allows users to query health summaries, manage tasks, and generate optimized daily schedules through a local SQLite database.
rwking/wellness_planner
mcp2mqtt
This server bridges the Model Context Protocol (MCP) to the MQTT protocol, allowing LLMs to interact with IoT devices and hardware systems through configurable message topics. It enables users to map natural language prompts to specific MQTT commands for controlling devices like Raspberry Pi fans or PWM controllers.
BLACKHKER/mcp2mqtt
Link Scan MCP Server
Automatically scans and summarizes video links (YouTube, Instagram Reels) and text links (blogs, articles) using AI-powered transcription and summarization. Provides concise 3-sentence summaries without requiring API keys.
chweyun/mcp-link-scan
MCP Quickstart Weather Server
A basic MCP server adapted from the official quickstart guide that provides weather data functionality and works with OpenAI chat completions API. Demonstrates MCP server setup with configuration examples for Claude Desktop and development tools.
veysby/mcp-quickstart
xiaozhi-mcp
A framework for extending AI capabilities through remote control, calculations, and email operations using the Model Context Protocol. It provides a configuration-driven interface supporting multiple transport types including stdio, SSE, and HTTP.
ZhouhaoJiang/xiaozhi-mcp
Straight Connect
An MCP server for communication service connectors that currently provides multi-account Telegram integration with granular tool access and security controls. It allows AI models to manage messages, chats, and media across various accounts through a flexible, extensible routing architecture.
AI-Guru/mmxxvi_straight_connect
QMT-MCP-Server
QMT-MCP-Server
nnquant/qmt-mcp-server
plane-mcp
An MCP server for the Plane project management platform that enables users to manage workspaces, projects, and work items. It supports full CRUD operations for issues while providing access to cycles, modules, labels, and workflow states.
cmet7/plane-mcp
ComfyUI MCP Server
Enables Claude to generate images through a local ComfyUI instance using Stable Diffusion and SDXL models via natural language. Users can trigger image generation, list available checkpoint models, and monitor the ComfyUI queue status directly from their MCP client.
MatthewSnow2/comfyui-mcp
MCP Start App
A comprehensive local file management and system operations server that provides advanced file editing, VSCode-like search capabilities, code formatting and validation, backup management, and safe system command execution with security safeguards.
nexus-aissam/mcp-local
turnono/datacommons-mcp-server
Discover statistical indicators and topics in Data Commons. Retrieve observations for specific var…
turnono/datacommons-mcp-server
Simple Remote MCP Server
A template and demonstration project for building, testing, and deploying remote MCP servers using FastMCP and uv. It provides a foundational structure for creating MCP-compliant tools that can be hosted publicly and integrated with LLM agents.
ParthSharma1197/remote-mcp-server
Ops MCP Server
Provides tools for AI assistants to manage and diagnose MWAA Airflow environments, EMR Serverless jobs, S3 files, and Confluence documentation. It features automated pipeline failure diagnosis and comprehensive log retrieval across these integrated platforms.
SrujanReddyKallu2024/MCP
World Bank Documents MCP Server
Enables discovery and retrieval of World Bank reports and publications through the Documents & Reports API. It supports full-text search, structured filtering by topic or country, and metadata extraction for research and data analysis.
Mounika-Nemalipuri/WB_MCP
SQL-Assistant
A SQL automation do questions MCP Server
crazyfrankie/sqlassistant
MCP Server for NASA API integration.
MCP demo server
fdmocho/mcp_server_nasa
For MCP registries
Drop M8ven AT2 into your registry's listing page as a filter, a badge, or a full sandbox report. Webhook + REST + MCP-native. Beta waitlist is open.
Request API accessFor builders
Free trust score, a verified publisher badge for your README, and a listing developers can find before they connect.
Submit your MCP →