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.
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BedVibe Mail Bridge
by mormolykos
A local Windows desktop app and MCP server that allows AI assistants to read, search, and draft replies for Gmail, but enforces human confirmation for all destructive actions like sending, deleting, or unsubscribing.
Mormolykos/bedvibe-mail-bridge
excel-mcp-server
by shmaxi
Enables manipulation of Excel files including creating, reading, writing data, formatting, charts, pivot tables, and worksheet management via natural language.
shmaxi/excel-mcp-server-node
microsoft-todo-mcp-server
by vexxhost
MCP server for Microsoft To Do that enables managing task lists, tasks, and checklist items via the Microsoft Graph API with zero-config authentication.
vexxhost/microsoft-todo-mcp-server
Gitrama MCP Server
by gitramallc
Provides 15 MCP tools for AI-powered Git intelligence, enabling commit messages, branch creation, PR descriptions, code review, diff analysis, and push operations directly from your AI assistant.
GitramaLLC/gitrama-mcp
Vision QA MCP
by wonderstone843
An MCP server that enables automated quality control for generated images, evaluating them against reference images and rules to return structured scores and issues.
wonderstone843/vision-qa-mcp
gui-user
by yaskawa-global
An MCP server for external computer-use that launches, observes, and interacts with any X11 application via AT-SPI2 accessibility tree and xdotool input injection.
Yaskawa-Global/gui-user
nextcloud-mcp
by tadmstr
MCP server for Nextcloud that exposes occ admin commands, OCS provisioning, and WebDAV file operations as tools.
TadMSTR/nextcloud-mcp
basic-mcp
by eshkook
A minimal MCP server for text processing, providing word count, uppercase conversion, and a summarization prompt template.
eshkook/basic-mcp
ToolMux
by subnetangel
Aggregates multiple MCP servers via a single interface with token optimization and multiple operating modes (Gateway, Meta, Proxy, Search, Code).
subnetangel/ToolMux
Finance App
by youssefaltai
Double-entry accounting service for personal finance with MCP tools, enabling AI agents to manage accounts, transactions, budgets, and analytics via PostgreSQL.
youssefaltai/finance-app
Napari MCP Server
by royerlab
MCP server for remote control of napari viewers via Model Context Protocol, enabling AI-assisted microscopy analysis with Claude Desktop and other LLM applications.
royerlab/napari-mcp
Productivity Tracker MCP Server
by manasamadgul
Enables natural language task management including logging, updating, and summarizing productivity activities across multiple categories using a local SQLite database. It allows users to manage workflows and generate time-based summaries through standardized Model Context Protocol tools.
manasamadgul/Tracker
Trino MCP Server
by thainajardim
Enables querying Trino with SSO via OAuth2 external authentication, compatible with Cursor.
ThainaJardim/trino-mcp-python
mcp-server-webdriver
by vitexus
Enables AI agents to control a real web browser (Firefox) via Selenium WebDriver, supporting page navigation, interaction, and inspection through natural language.
Vitexus/mcp-server-webdriver
gems-mcp
by plutor-05
MCP server wrapping xGEMS for thermodynamic equilibrium calculations, offering tools to list systems, get system info, and run simulations.
Plutor-05/gemscli
SSO MCP Server
by dauquangthanh
Provides Azure Entra ID authenticated access to organizational development resources including checklists, process documentation, and workflows with dual-mode authentication support.
DauQuangThanh/sso-mcp-server
gumroad-mcp
by rmarescu
A Model Context Protocol (MCP) server implementation for Gumroad API
rmarescu/gumroad-mcp
korea_weather
by ohhan777
An MCP server that provides Korean weather information from the Korea Meteorological Administration's short-term forecast API, enabling natural language queries about weather conditions such as current weather, rain forecasts, and suitability for outdoor activities.
ohhan777/korea_weather
Article Quadrant Analyzer MCP Server
by vincent623
Extracts content from articles, URLs, and images (via OCR), then generates intelligent 2x2 quadrant analysis visualizations in Chinese with direct ASCII matrix output for analyzing work processes, collaboration patterns, and content strategy.
vincent623/-Article-Quadrant-Analyzer-MCP-Server
memoh-mcp
by seniorcat
MCP server for managing Memoh AI agents from Claude Code, Cursor, or any MCP-compatible client, providing 26 tools for bots, containers, files, skills, memory, chat, settings, and health.
seniorcat/memoh-mcp
CoinGlass MCP Server
by forgequant
Provides AI agents access to cryptocurrency derivatives analytics through 22 unified tools covering 80+ CoinGlass API endpoints. Enables analysis of open interest, funding rates, liquidations, whale positions, order book data, and market sentiment indicators with plan-aware feature gating.
forgequant/coinglass-mcp
AI Blog MCP Agent
by bhavinxagheda
A local AI-powered research agent that searches the web, fetches real content, and generates grounded answers using a local Ollama model, exposed as an MCP tool for Claude Desktop.
BhavinXAgheda/AI_Blog_MCP_Agent
Simple MCP Server
by tanvirislam-bd
A calculator MCP server providing add and subtract tools, along with file resources and a code review prompt, supporting in-memory, HTTP, and STDIO transports. It also includes a LangGraph ReAct agent example that uses the tools.
TanvirIslam-BD/simple-MCP-server-built-with-FastMCP
angelogiacco/elevenlabs-mcp
by angelogiacco
An ElevenLabs MCP server
angelogiacco/elevenlabs-mcp
clickhouse-mcp
by kevinkda
Read-only MCP server for large-scale cross-sectional quant analysis of US stock market data (1.49 billion rows) using ClickHouse.
kevinkda/clickhouse-mcp
Mailtrap Email Sending MCP
by railsware
An MCP server that provides a tool for sending transactional emails via Mailtrap
railsware/mailtrap-mcp
aspen-mcp
by ddtlxc001
Enables natural language control of Aspen Plus for chemical process simulation, including parameter tuning, batch runs, and result reading.
ddtlxc001/aspen-mcp
MultiversX MCP Server
by multiversx
MCP Server for MultiversX
multiversx/mx-mcp
Outlook MCP Server
by bina165
Provides LLMs with access to Microsoft Outlook email functionality, allowing them to read, search, compose, and manage emails through a standardized MCP interface on Windows.
bina165/outlook_mcp_small
Honeybee-MCP
by loftytao
Enables AI agents to understand, query, and manipulate Honeybee building energy models through natural language via the Model Context Protocol.
LoftyTao/Honeybee-MCP
Maestro MCP
by rmstxrx
Enables AI agents to orchestrate a heterogeneous machine fleet via SSH, with unified command execution, file transfer, and dispatch of coding agents across platforms.
rmstxrx/maestro-mcp
Zoom MCP Server
by chadkunsman
Enables intelligent monitoring and management of Zoom rooms across multiple sites using smart location resolution and hierarchical discovery. It provides tools for checking room status, retrieving location hierarchies, and accessing detailed room configurations through the Zoom API.
chadkunsman/zoom-mcp
Sepolia FastMCP Server
by oscarthedev15
A Model Context Protocol (MCP) server for interacting with the Sepolia Ethereum testnet, providing debugging tools and blockchain interaction capabilities through the MCP protocol.
oscarthedev15/sepolia-mcp
btdiag
by crsuraj1
Enables AI agents to control Bluetooth audio devices via MCP tools, including battery status, connect/disconnect, find-my, and snoop decoding.
Crsuraj1/btdiag
GPTDARR - Sonarr & Radarr MCP Server
by csmit195
A MCP Server for efficiently managing and automating TV shows and movies in Sonarr and Radarr setups. Simplify your media library management with AI-driven insights and commands.
csmit195/gptdarr
mcp_linux_ssh
by samdoran
Enables running commands over SSH on remote Linux hosts, with logging and standalone executable support.
samdoran/mcp_linux_ssh
code-reviewer-mcp
by arthdh
An MCP server that performs automated code reviews by analyzing git diffs against configurable review standards with custom reviewer personas.
ArthDh/code-reviewer-mcp
Précis-MCP
by precis-finance
Read-only MCP server for FP&A & management reporting — governed metrics, financial statements and drill-down over a SQL semantic layer. Your own financials on your own warehouse, not market data. Open core of Précis. (metric engine · ClickHouse · OIDC · Docker)
precis-finance/precis-mcp
simple_math
by vasuaggarwal0509
A simple MCP server that provides basic arithmetic operations like add and multiply, enabling Claude to perform math calculations.
Vasuaggarwal0509/MCP-Claude-integration
MCP Browser
by bobmatnyc
An MCP server for browser automation and console log capture via a Chrome extension, enabling AI-driven DOM interaction, navigation, and screenshot capabilities.
bobmatnyc/mcp-browser
Redfish MCP Server
by hankerbiao
Enables interaction with Redfish-compliant BMC devices for server management, firmware updates, and hardware monitoring through session-based authentication and standardized API endpoints.
hankerbiao/redfish-mcp
Cloud Tasks MCP Server
by gitskyflux
MCP Server to interact with Google Cloud Tasks
gitskyflux/cloudtasks-mcp
mcp-server-fxmacrodata
by fxmacrodata
Provides access to macroeconomic indicators, FX rates, COT data, commodities, and release calendars through the FXMacroData API for AI agents.
fxmacrodata/mcp-server-fxmacrodata
Screen Vision MCP Server
by avicuna
Enables Claude to capture screenshots, watch your screen in real-time, read text via OCR, and analyze video files, all running locally as an MCP server.
avicuna/screen-vision
Roamio MCP Server
by aryashahprog
Event discovery based on your actual schedule, location, and who's free -- delivered inside iMessage via Poke.
aryashahprog/roamio-mcp
SaC — Software as Content
by software-as-content
Give your AI agent the ability to respond with live, interactive apps that evolve.
Software-As-Content/software-as-content-sdk
mcp-umphreys
by pete-builds
Enables querying Umphrey's McGee setlist data including shows, songs, jam charts, and guest appearances through natural language.
pete-builds/mcp-umphreys
IBM Storage Scale MCP Server
by ibm
Model Context Protocol (MCP) server for interacting with IBM Storage Scale clusters, enabling management of storage resources through natural language.
IBM/ibm-storage-scale-mcp-server
1Password-enabled MySQL MCP Server
by chrisdail
Provides secure MySQL database access using credentials stored in 1Password, enabling AI assistants to query MySQL databases without exposing passwords.
chrisdail/mcp-mysql-1password-server
longmem
by marerem
Hybrid semantic + keyword memory across all your projects. Works with Cursor, Claude Code, and your team.
marerem/longmem
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