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.
EntraID MCP Server (Microsoft Graph FastMCP)
MCP server for interacting with EntraID through Microsoft Graph API.
hieuttmmo/entraid-mcp-server
ATLAS Governance Gateway
A secure middleware that intercepts AI agent tool calls to evaluate risks and manage human-in-the-loop approvals via durable Inngest workflows. It ensures compliance with standards like the EU AI Act by pausing high-risk actions until authorized by a human reviewer.
aidant64/Atlas-MCP-Gateway
Terminal-based Chat Client with MCP Server Integration
MCP Client and Server Experiments
alan-meigs/MCP_EXP
Zhipu AI Image Generation MCP Server
Enables high-quality image generation using Zhipu AI's CogView models through the Model Context Protocol. Users can generate, download, and manage images with customizable sizes and quality settings.
NanguangChou/zhipu_image_mcp
Berry MCP Server
A universal framework for creating and deploying custom Model Context Protocol (MCP) tool servers with decorator-based tool registration, supporting multiple transports and automatic JSON schema generation for AI assistants.
richinex/berry-mcp
Open Food Facts MCP Server
Enables LLMs to search for food products and retrieve detailed nutritional information from the Open Food Facts database using product names or barcodes.
saiprasadthalluri/openfoods_mcp
Google Calendar MCP Server
Enables Claude to manage Google Calendar events, schedules, and meetings through natural conversation. It supports viewing calendars, creating Google Meet events, and searching for upcoming activities using Nango for authentication.
ampcome-mcps/google-calendar-mcp
Minecraft Dedalus MCP
Enables AI agents to control Minecraft bots via natural language commands by bridging a Python MCP server with a Node.js Mineflayer bridge. It supports a wide range of in-game actions including complex pathfinding, resource gathering, crafting, and combat.
Kevin-Liu-01/minecraft-mcp
kbcrumbs/mcp
Live threat intel for Claude — CVE, KEV predictions, IP lookup, malware hashes. Free, no API key.
kbcrumbs/mcp
Sample MCP Server
Provide a simple and minimal MCP server implementation to help developers get started quickly with the Model Context Protocol. Enable basic MCP server capabilities using the official Python SDK as a foundation. Facilitate easy deployment and experimentation with MCP features.
YashKushwaha/sample_mcp_server
ms-fabric-mcp-server
Enables AI agents to interact with Microsoft Fabric by exposing tools for managing workspaces, notebooks, SQL queries, pipelines, and Livy Spark sessions. It provides a comprehensive set of operations for data engineering and analytics tasks using standard Azure authentication.
bablulawrence/ms-fabric-mcp-server
Maya MCP Server
Enables AI assistants to programmatically control Autodesk Maya via natural language using over 30 tools for 3D modeling, lighting, and animation. It connects through Maya's command port to facilitate procedural scene generation and complex production-ready workflows.
AYDJI/Autodesk-Maya-MCP
livetrack-mcp
An autonomous MCP server that polls Garmin LiveTrack data during races, stores time-series metrics in SQLite, and triggers periodic Claude analysis for real-time coaching feedback.
aviman1109/livetrack_mcp
Open Multi-Agent Canvas
The open-source multi-agent chat interface that lets you manage multiple agents in one dynamic conversation and add MCP servers for deep research
CopilotKit/open-multi-agent-canvas
LiveKit Agent integrated with Home Assistant MCP Server
LiveKit Agent integrated with MCP server of Home Assistant
longcw/home-assistant-mcp-agent
Linux MCP Server
Provides AI assistants with the ability to control Linux desktop environments through tools for file management, application launching, and system operations like clipboard access. It includes a multi-level security model to manage permissions for safe, elevated, and restricted actions.
Ronnietag/linux-mcp
Leave Management System
Provides comprehensive leave management functionality including request submission, approval workflows, balance tracking, and HR reporting for streamlined organizational leave processes.
ankaleshsarma/leavemanagementmcp
HackerNews Job Scraper
Extracts and manages job postings from HackerNews 'Who's Hiring' threads, enabling users to search and analyze listings through Claude Desktop. It provides tools for keyword-based job searches and detailed post retrieval while utilizing a file-based caching system.
evilbuck/hn_candidate_mcp
Korean Stock MCP
Provides access to Korean stock market data, including stock listings, daily historical records, and 10-minute intraday candles via FinanceDataReader and Naver APIs. It enables users to search for stocks, retrieve detailed profiles, and calculate technical indicators locally.
ctk03272/mcp-korean-stock
ArcGIS MCP Server
Exposes ArcGIS Pro geoprocessing capabilities to LLMs via the arcpy library, enabling automated spatial analysis and data management. It provides a comprehensive suite of tools for vector geoprocessing, terrain analysis, and raster operations designed for GIS workflows.
SojiroPopo/arcgis-mcp
TTG Scratchpad MCP Server
Provides persistent agent workspaces with MongoDB storage for file management and real-time task progress tracking. It enables secure, isolated user environments with full activity logging for workspace operations.
mrgizmo212/scratchpad-mcp
zoty
A lightweight MCP server that connects AI agents to a local Zotero library for paper management and metadata retrieval. It enables users to search titles and abstracts, browse collections, and automatically ingest papers via arXiv ID or DOI with PDF attachments.
eric-tramel/zoty
Terminal MCP
Enables management of visible, interactive terminal sessions across platforms (macOS, Windows, Linux, WSL). Supports creating, executing commands, capturing output, and managing multiple terminal windows simultaneously.
Hor1zonZzz/terminal-mcp
MCP BMI Server Template
A minimal FastAPI-based MCP server that provides a tool for calculating Body Mass Index (BMI) using SSE for discovery. It serves as a template for developers to build and deploy lightweight MCP services on platforms like Render.
Lufeezhang/bmi-MCP-fastapi
Nationaal Archief MCP Server
Provides access to the Netherlands National Archive collections through OAI-PMH and SPARQL for searching, browsing, and retrieving archival records. It features specialized tools for exploring Dutch business history and colonial records using natural language queries.
w36zl/NA_MCP_server
Video Analyzer
Analyze videos by extracting frames via scene detection, transcribing audio with Whisper, and generating storyboard breakdowns with stylistic fingerprints.
brightwayai/video-analyzer
天气信息与多源工具集成系统
mcp server and langgraph mcp adapeters
haichaozheng/weather-mcp
Klipper MCP Server
An MCP server that enables AI assistants to control and monitor Klipper 3D printers via the Moonraker API. It supports comprehensive printer management, including G-code execution, toolchanger operations, and real-time status monitoring.
Charleslotto/klipper-mcp
accessibility-mcp
Exposes WAI-ARIA Authoring Practices Guide (APG) patterns, providing narratives, keyboard guidance, and official source code examples for accessible widgets. It includes tools for listing patterns, retrieving specific specs, and performing semantic searches via Ollama.
nicolasgalvez/accessibility-mcp
Author Style "-esque" MCP Server
Provides a catalog of curated author writing styles and tools to blend or analyze them across eight dimensions for text and image prompt generation. It enables users to apply structured literary patterns through deterministic style modeling and coordinate-based interpolation.
dmarsters/author-style-mcp
QMCP
A FastAPI-based Model Context Protocol server that enables tool discovery, invocation history, and human-in-the-loop interaction workflows. It features a Python client and CLI for managing automated tasks that require manual approval and persistence.
quaternionmedia/qmcp
MCP CloudOps IaC Rules Server
Enables the validation and generation of Terraform Infrastructure as Code according to Pragma CloudOps standards, covering security, structure, and documentation rules. It provides specialized tools for automated compliance reporting, security auditing, and standardized template generation.
somospragma/cloudops-ref-repo-mcp-iac-rules
Audio Analysis MCP Server
Enables AI models to analyze audio files through numerical fingerprints, pitch tracking, and visual spectrograms without requiring direct audio playback. It provides tools for comparing audio iterations and detecting patterns using token-efficient analysis operations.
zachswift615/audio-analysis-mcp
AI Workspace MCP Server
Provides a secure workspace for AI-driven file management and Python script execution designed to run on Vercel. It enables tools for full file operations and code execution within a sandboxed environment.
A-Proof/Coding-MCP
DB Analytics & Query Platform
A FastAPI-based server that enables executing SQL queries, managing database connections, and retrieving analytics reports through MCP-integrated endpoints. It allows users to interact with database schemas, performance metrics, and access logs using structured queries.
SuryaNangunuri31/MCP
Mindmup2GoogleDriveMCP
A Model Context Protocol (MCP) server that provides seamless integration between MindMup mind maps and Google Drive. This server enables you to search, retrieve, and parse MindMup files stored in your Google Drive directly through the MCP interface.
shyinlim/mcp_mindmup2_google_drive
Unsloth AI Documentation MCP Server
Provides tools to search and retrieve Unsloth AI documentation, including quickstart guides, supported models, and installation instructions. It enables AI assistants to query documentation content in real-time through an MCP-compatible interface.
jdanas/unsloth-mcp
Python MSSQL MCP Server
Enables Language Models to interact with Microsoft SQL Server databases by inspecting table schemas, executing SQL queries, and reading table data through a standardized Model Context Protocol interface.
amornpan/py-mcp-mssql
Local MCP Test Server
A local testing MCP server that provides weather information for L'Hospitalet de Llobregat using the Open-Meteo API, accessible from mobile devices via SSE transport on local networks.
cserra16/local-mcp-test-server
MCP Custom Tools Server
A comprehensive MCP server with 30+ custom tools organized into categories: date/time operations, file management, system information, text processing, and web operations. Enables async communication with robust error handling and flexible CLI integration.
SergiFuster/mcp-custom-tools
mcpRAG
rag using Ollama as emebddings, gemini as LLM and MCP server for agentic use
rajagopal17/mcpRAG
RAGFlow MCP Server
Enables interaction with the RAGFlow API to manage knowledge base datasets and conduct AI-driven chat sessions. Users can list datasets, create chat assistants, and retrieve or query information from specialized knowledge bases.
AITech-Team/ragflow-mcp-server-continue
Dice MCP Server
Provides comprehensive TRPG dice rolling functionality including standard notation, advantage/disadvantage mechanics, and success-counting dice pools. It enables users to perform complex dice logic and track roll history through an MCP-compliant interface.
patissierMongs/roleplayingMCP
Screen Agent
A Windows desktop automation MCP server that enables UI recognition through OCR, UIA controls, and multi-point color matching. It allows agents to interact with desktop applications via actions like clicking and typing while using a learning system to track and improve operation success.
lqszhsp/screen-agent
EKS Log Analyzer MCP Server
Enables AI assistants to analyze Amazon EKS node logs collected by the EKS Log Collector script. It provides tools and troubleshooting workflows for diagnosing issues with VPC CNI, kubelet, DNS, and general node connectivity.
dksshddl/eks-log-mcp
Markdown RAG
A Retrieval Augmented Generation system that enables AI assistants to perform semantic searches and manage document indices for markdown files. It supports PostgreSQL with pgvector and integrates both Google Gemini and Ollama for intelligent embedding generation.
ashrobertsdragon/rag-mcp
go-mcp-demo
mcp server and client
Patrick7241/go-mcp-demo
Exploit-DB MCP Server
Integrates the Exploit-DB database with AI assistants to enable searching for exploits, shellcodes, and proof-of-concept code during penetration testing workflows. It allows users to perform keyword searches and direct CVE-to-exploit mappings to retrieve technical security data.
johnohhh1/exploitdb-mcp-server
Fastmail MCP Server
Enables AI assistants to securely access and search Fastmail emails via the JMAP API. Supports searching emails, retrieving full email content, and listing mailboxes with read-only access using Fastmail API tokens.
NOVA-3951/Fastmail-MCP
Gmail Assistant MCP
Integrates Gmail with Claude to fetch unread emails and generate draft replies based on user context and writing style guidelines stored in Google Docs. It enables automated email management and drafting through natural language interactions within the Model Context Protocol framework.
thejoefriel/gmail-assistant-mcp
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