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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MCP Server
by geoaziz
A persistent backend that reduces AI agent context window bloat by centralizing memory, tools, and logic, enabling lean prompts and scalable multi-agent architectures.
GeoAziz/mcp-server
systerd-lite
by rintaro-s
An AI-Native OS Core that enables LLMs to autonomously monitor, control, and optimize Linux systems with 200+ system control tools covering process management, security, containers, and self-editing capabilities.
rintaro-s/sisterd_lite
MCP Mempool
by jaducku
An MCP server that provides AI agents with real-time and historical Bitcoin network data by wrapping the mempool.space WebSocket and REST APIs. It enables tracking addresses, monitoring blocks, and retrieving transaction details or fee estimates through natural language.
jaducku/mcp-mempool
PR-Reviewer
by attikpo-akrabal-godwin
Analyzes GitHub pull requests and creates detailed reports in Notion via MCP.
attikpo-akrabal-godwin/PR-Reviewer
agentic-patterns
by agentpatternscatalog
Exposes the Agentic Patterns Catalog as MCP resources and tools for AI coding agents to search, retrieve, and recommend patterns, recipes, frameworks, methodologies, and anti-patterns.
agentpatternscatalog/mcp
libvirt-mcp
by matiasvara
Experimental MCP server for Libvirt
MatiasVara/libvirt-mcp
personal-llm-wiki-kit
by repisto
Enables querying a local wiki through MCP-style tools, including search, Q\&A, and knowledge map, with a web viewer for human browsing.
repisto/personal-llm-wiki-kit
wayland-mcp
by someaka
Provides screenshot, analysis, mouse and keyboard control tools for modern Linux desktops via Wayland.
someaka/wayland-mcp
MCP JustWatch Server
by kkrizka
Enables searching for movies and TV shows and retrieving streaming availability data across multiple platforms and countries.
kkrizka/mcp-justwatch
Web-Scout
by uppermoon0
Enables AI-powered web searches using DuckDuckGo with automatic summarization via Google's Gemini AI. Supports both summary and detailed analysis modes for search results.
UpperMoon0/Web-Scout
VidTranslate MCP Server
by sonuji8252-creator
Enables AI-powered translation of YouTube videos into localized versions with synthesized voiceovers and avatar videos. Supports the full content pipeline from transcript extraction and translation to video generation and publishing across social platforms.
sonuji8252-creator/vidtranslate-mcp
codex-mcp-agent
by 1worldcapture
Enables Claude Code, Cursor, and other AI tools to call OpenAI Codex for task execution, with safe and writable modes.
1WorldCapture/codex-as-mcp
MCPizza - Enhanced
by dshanklin-bv
An educational MCP server that enables users to browse Domino's menus, find coupons, and configure customized pizza orders via natural language. It demonstrates complex tool orchestration and real-time API integration for order validation and pricing, though final placement is limited by CAPTCHA.
dshanklin-bv/mcp-pizza
n8n-mcp
by shifusen329
A Python-based MCP server adapted from the n8n_agent project that implements a note storage and summarization system. It enables users to create, retrieve, and summarize notes through the Model Context Protocol.
shifusen329/n8n-mcp
mcp-browser
by souhailmerroun
Exposes Playwright browser automation as MCP tools, enabling AI assistants to control a real browser tab-by-tab for form filling, navigation, and more, while preserving the user's active session.
souhailmerroun/mcp-browser
expense-tracker-mcp-server
by sayouncdr
MCP server for tracking personal expenses using FastMCP and SQLite, enabling adding, listing, updating, deleting expenses and summarizing by category via natural language tools.
SAYOUNCDR/Expense-Tacker-MCP-Server
Skyscanner MCP Server
by shadyvb
Enables flight and airport search capabilities through Skyscanner, allowing users to find flight options, compare prices, and locate airports using natural language.
shadyvb/mcp-skyscanner
yummy-research-mcp
by yeom
Exposes overseas and domestic macro/market statistics as MCP tools, including market sentiment and valuation indices like CNN Fear & Greed and KOSPI Buffett Index.
Yeom/yummy-research-mcp
Product MCP Telegram Bot
by balychevtsev-coder
This MCP server enables product management and mathematical calculations through a Telegram bot interface. It allows users to view, search, and add products to a database using natural language commands.
balychevtsev-coder/MCP
FRED API MCP Server
by dracepj
Enables searching and retrieving economic data from the Federal Reserve Economic Data (FRED) API, including time series, categories, releases, and popular indicators.
dracepj/fred-mcp
bichon-mcp
by pras-labs
MCP server that enables AI agents to search and read locally-archived emails via the Bichon email archiver API, without exposing Gmail or IMAP credentials.
pras-labs/bichon-mcp
thewardn-mcp
by gtrotter13
Governance wrapper for MCP servers that intercepts and evaluates every Claude tool call against policy, with verdicts including CLEARED, HELD, or BLOCKED, enabling oversight and escrow for human review.
gtrotter13/thewardn-mcp
cdisc-mcp
by teninq
Exposes CDISC standards data including SDTM, ADaM, CDASH, and Controlled Terminology as tools for AI assistants via the CDISC Library API. It enables users to search standards, retrieve domain variables, and access codelist definitions to facilitate clinical research data management.
Teninq/cdisc-mcp
hvac-quotes
by marceausolutions
Enables HVAC equipment Request for Quote (RFQ) management via MCP, allowing users to submit RFQs, check status, and compare quotes from distributors.
MarceauSolutions/hvac-quotes-mcp
SQL Server MCP Server (Diamond Inventory)
by dhruvipatel712
Enables safe, read-only querying and schema exploration for Microsoft SQL Server databases with preconfigured Diamond Inventory support, multiple database management, and optional HTTP API.
DhruviPatel712/mcp_server
cuba-memorys
by leandropg19
Persistent memory MCP server for AI agents — Rust, 19 tools, knowledge graph, Hebbian learning, episodic memory, contradiction detection, prospective triggers, Bayesian calibration, zero-config Docker setup.
LeandroPG19/cuba-memorys
Memvid
by angrysky56
Converts text content and PDFs into searchable video-based memory systems using H.264/H.265 encoding, enabling semantic search and chat interactions with encoded content for persistent knowledge storage and retrieval.
angrysky56/memvid_mcp_server
trip2g
by trip2g
Self-hosted knowledge mesh with built-in MCP server enabling AI agents to search and retrieve notes across federated hubs.
trip2g/trip2g
MaaMCP_CC
by arcelibs
Enables Claude Code to directly control Android emulators or Windows windows for MaaFramework pipeline development, with features like screenshot with grid, template cropping, and real-time recognition testing.
Arcelibs/MaaMCP_CC
WeatherServer
by ngangu63
Provides weather data including current conditions, humidity, wind speed, sunrise/sunset, and 7-day forecast via Open-Meteo APIs, discoverable and callable by LangChain agents.
ngangu63/WeatherMcp
Discord Decision MCP
by yarang
Enables AI agents to request user decisions and send notifications via Discord when human intervention is required during autonomous tasks. It supports blocking questions with custom options, progress reporting, and persistent state for seamless remote task management.
yarang/discord-decision-mcp
Magnetics SME MCP Server
by jkearney126
Provides specialized tools for electromagnetics and magnetic circuit analysis, including field calculations, material property lookups, and unit conversions. It enables AI agents to perform precise physics computations and reason through complex engineering problems using real-world equations.
jkearney126/maxwell_bot
mcp-clipboardify
by fluffypony
Provides clipboard access tools (get and set) for AI assistants via the Model Context Protocol, enabling seamless clipboard operations across platforms.
fluffypony/mcp-clipboardify
MCP Weather Server
by dilmurodmak
Provides real-time weather information for any location using FastMCP.
DilmurodMak/mcpweather
Crypto MCP Server
by nielsen642
Provides real-time and historical cryptocurrency market data using ccxt, enabling users to fetch live prices, historical candlestick data, and stream real-time ticker updates across multiple exchanges.
Nielsen642/Crypto_MCP_Server
MCP Code Reviewer
by whtan410
An AI-powered server for code analysis, requirements validation, and automated fix proposals with human-in-the-loop confirmation. It supports multiple LLM providers and ensures safe file modifications through automatic backups and path validation.
whtan410/mcp_code_review
LeaveManager
by umamaheswararao04
A Model Context Protocol server that enables users to manage employee leave through natural language. It provides tools to check leave balances, apply for leave, and view leave history via Claude integration.
umamaheswararao04/leavemanager-mcp-server
A11y Expert MCP
by elizabeth1979
An accessibility expert MCP server that provides AI coding assistants with real-time access to WAI-ARIA patterns, code review, contrast checking, and WCAG guidance for writing accessible code from the start.
Elizabeth1979/a11y-expert-mcp
timeweb-mcp
by evgeninho69
Local MCP server for Timeweb Cloud that enables running any twc CLI command and provides shortcuts for managing servers, apps, and account.
evgeninho69/timeweb-mcp
mlctl
by isouravsengupta
Enables natural language management of the full ML lifecycle including experiments, model registration, deployment, and pipeline orchestration through a conversational agent.
isouravsengupta/mlctl
GitHub MCP App Shim
by incognita-labs
A lightweight stdio-to-http relay that enables the GitHub MCP server to authenticate using a GitHub App instead of a Personal Access Token. It automatically manages fine-grained permissions and short-lived tokens for secure, organizational AI agent workflows.
incognita-labs/github-mcp-shim
Graphiti MCP Demo
by kartikk-26
Enables AI agents to build real-time knowledge graphs using Zep's Graphiti memory, persisting context in Neo4j.
Kartikk-26/Graphiti-MCP-Demo
MelviChat MCP Server
by melvi24
Enables AI clients like Cursor and Claude Desktop to interact with the MelviChat platform through the Model Context Protocol. It provides a standardized interface for consuming MelviChat API services within AI development tools.
melvi24/MCP-CHAT-IA
Housecall Pro MCP Servers
by buildwithbeacon
A collection of over 20 specialized MCP servers that enable LLMs to manage customers, jobs, scheduling, invoicing, materials, and more in Housecall Pro's field service management system.
BuildWithBeacon/housecallpro-mcp
ToolBridge
by alexlaguardia
A governed MCP server for integrating AI agents with customer data, featuring role-based access control, field redaction, and human-in-the-loop approval for secure support operations.
AlexlaGuardia/toolbridge-demo
youtube-mcp
by ppiai
MCP server for YouTube Data API v3 enabling video search, channel lookup, trending content, comments, and playlist management.
PPiai/youtube-mcp
safe-oas2mcp
by noezeke
A safe gateway to convert OpenAPI specs into MCP tools with secure defaults, risk inspection, and confirmation gates.
noezeke/safe-oas2mcp
Jira CLI MCP
by benomahony
A Model Context Protocol (MCP) server that wraps the Jira CLI tool, exposing Jira commands through MCP resources, tools, and prompts for AI assistant integration.
benomahony/jira_cli_mcp
runwayMCP
by satovarb16
runwayMCP enables job seekers to evaluate US job postings by automatically checking a company's H-1B sponsorship history using real USCIS data, helping them avoid wasting time on roles that won't sponsor visas.
satovarb16/runwayMCP
PEP MCP Server
by ribbit-br
Provides tools to search, list, and retrieve Python Enhancement Proposals (PEPs) directly from official sources like peps.python.org. It enables users to query active PEP titles and fetch document content or focused excerpts through natural language.
ribbit-br/mcp-pep-server
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