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.
PyApple MCP Tools
Provides seamless integration with macOS native applications including Messages, Notes, Contacts, Mail, Reminders, Calendar, and Maps, enabling natural language control and automation of Apple ecosystem apps.
54yyyu/pyapple-mcp
China Festival MCP Server
Provides Chinese holiday information, lunar calendar conversion, traditional festivals, 24 solar terms, and BaZi (Eight Characters) calculations for AI assistants to accurately handle Chinese calendar queries and date conversions.
Eis4TY/china-festival-mcp
Breez Lightning
Integrates with the Breez SDK to provide Bitcoin Lightning Network wallet operations including balance checking, payment sending, invoice creation, and transaction history for building Lightning-enabled applications.
breez/breez-mcp
Seo Api2 MCP Server
Provides a comprehensive suite of SEO and web utility tools for domain analysis, keyword tracking, SERP data, and technical site audits. It enables users to perform various tasks such as checking domain age, WHOIS information, and website technology stacks.
BACH-AI-Tools/bachai-seo-api2
CVE Risk MCP Server
Enables CVE lookups and risk assessment by integrating CISA Known Exploited Vulnerabilities (KEV) data and CVSS metrics. It helps users prioritize patching efforts by ranking vulnerabilities based on exploitation status and calculated risk scores.
sarveshkapre/cve-risk-mcp
Frontend Design Loop
Screenshot-grounded design iteration for frontend development.
alexalexalex222/frontend-design-loop-mcp
Garmin Multi-Account MCP
Enables interaction with multiple pre-configured Garmin accounts to query health and activity data such as steps, training readiness, and activity logs. It supports remote access via HTTP/HTTPS, allowing users to connect their Garmin Connect data directly to LLMs like ChatGPT.
aviman1109/garmin_mcp
Molecule Visualizer MCP Server
MCP server for visualizing molecules in Claude Desktop :)
leelasd/molecule_mcp
MCP Chat CLI
A command-line chat interface that connects to an MCP server for reading and editing documents. It provides tools for document manipulation, resource access, and prompts for formatting and summarization.
cslylla/mcp_chat_cli
MCP System Monitor Server
Enables real-time monitoring of system resources including CPU, GPU (NVIDIA, Apple Silicon, AMD/Intel), memory, disk, network, and processes across Windows, macOS, and Linux platforms through natural language queries.
huhabla/mcp-system-monitor
Vertica MCP Server
Enables AI assistants to interact with Vertica Analytics Databases for querying, schema exploration, and performance optimization through natural language. It provides enterprise-grade features like fine-grained permissions, query streaming, and secure SSL/TLS connections.
zaboura/vertica-mcp
Video URL Analyzer
Analyzes YouTube, TikTok, and Instagram videos through Gemini-powered transcription, content analysis, Q&A, and tutorial step extraction.
alihsh0/video-url-analyzer-mcp
OpenReview MCP Server
Connects Claude to OpenReview to facilitate conference reviewer and area chair workflows through the Model Context Protocol. It enables users to manage paper assignments, read submissions and reviews, and perform write actions like submitting reviews or comments using a preview-and-confirm system.
michaelqshieh/openreview-mcp
Kitty MCP Server
A production-grade server for programmatically controlling kitty terminal instances, allowing users to launch windows, send text or key combinations, and capture scrollback buffer content. It facilitates automation workflows and command analysis by providing remote control over the kitty terminal through the Model Context Protocol.
den-tanui/kitty-mcp
Google Sheets MCP Server
A Model Context Protocol (MCP) server implementation for Google Sheets
amaboh/google-sheets-mcp-server
trading-mcp
Provides foundational trading utilities by fetching market data through Akshare and computing technical indicators like RSI and MACD using TA-Lib. It enables users to retrieve candlestick data and technical analysis series via a standardized MCP interface.
tohsaka888/trading-mcp
OpenAI Codex MCP Server
An MCP server to wrap the OpenAI Codex CLI for use with Claude Code
Tomatio13/openai-codex-mcp
MCP Server for Prometheus
A Model Context Protocol (MCP) server enabling LLMs to query, analyze, and interact with Prometheus databases through predefined routes.
CaesarYangs/prometheus_mcp_server
MCP iCal Server
Mcp server with singular tool communication to agent using o4-mini with OpenAI Agent SDK integration to manage google/apple calendar.
kristofferv98/Mcp_calender_agent
Pararam Nexus MCP
Enables interaction with pararam.io communication platform, allowing users to search and send messages, manage chats, upload/download files, and search users through natural language commands.
GaijinEntertainment/pararam-nexus-mcp
Aragorn
A direct kernel debugger MCP server for Windows security research that connects to VM kernels via kdnet using DbgEng COM interfaces. It exposes over 60 tools for memory inspection, breakpoint management, and coordinated execution control between the host and target VM.
alfarom256/Aragorn
Naver DataLab MCP Server
Provide access to Naver DataLab data through an MCP server interface, enabling LLM applications to query and utilize Naver DataLab insights seamlessly. Facilitate integration of Naver DataLab analytics into AI workflows for enhanced data-driven decision making. Simplify retrieval and manipulation of Naver DataLab data for intelligent agents.
choi20201101/ccfm_naver
mcp2ws
Exposes SOAP-based web services as MCP servers by parsing WSDL files. Enables AI assistants to interact with legacy SOAP/WS-\* web services through the Model Context Protocol.
AustinWise/mcp2ws
VseGPT MCP Servers
MCP сервера для VseGPT
janvarev/mcp-vsepgt-server
gsc-mcp-rs
MCP server for Google Search Console. 21 tools for search analytics, keyword opportunities, URL inspection, sitemaps, indexing, and property management.
eyupcanakman/gsc-mcp-rs
mcp-memento
Provides AI coding assistants with persistent memory storage using a local SQLite database. Enables tools to remember project details, notes, and relationships across sessions to maintain context and reduce repetitive explanations.
Bogeymanlicitness496/mcp-memento
CVE MCP Server
A Model Context Protocol server providing CVE vulnerability information query capabilities. This server enables LLMs to query detailed information for specific CVE IDs, retrieving data from MITRE's CVE database.
xishir/cve-mcp-server
Terry-Form MCP
A secure, containerized MCP server that enables AI assistants to manage Terraform infrastructure using integrated Language Server Protocol (LSP) tools. It facilitates safe operations like initialization, validation, and planning while providing context-aware code completion and documentation.
aj-geddes/terry-form-mcp
Lightroom Classic MCP
Enables AI agents to control Adobe Lightroom Classic on macOS for professional photo editing and catalog management. It allows users to inspect photos, apply develop settings, and automate workflows through a secure local bridge without direct catalog database manipulation.
4xiomdev/lightroom-classic-mcp
QR Code Generator
Generates QR codes from any text including Chinese characters with customizable styling options like colors, box size, and borders, returning base64-encoded images for document generation, contact sharing, and URL shortening workflows.
2niuhe/qrcode_mcp
Quotes By Api Ninjas MCP Server
Enables retrieval of random inspirational quotes from various categories including age, art, business, courage, education, friendship, happiness, leadership, and many more through the API Ninjas Quotes API.
BACH-AI-Tools/quotes_by_api_ninjas
Ops Mcp Server
This project uses only the Java SDK MCP library. For the Spring-based implementation, please refer to the spring-ai-mcp-server repository.
Heht571/ops-mcp-server
saij-mcp
Connects AI clients to Argentina's official legal database (SAIJ) to search and retrieve court rulings, legislation, summaries, and legal doctrine. It enables users to perform keyword searches and fetch detailed metadata and summaries for Argentinian legal research.
frontalinilucas/saij-mcp
Kroki MCP
A production-ready MCP server scaffold that features built-in authentication, Docker support, and a comprehensive CI/CD release pipeline. It provides a standardized template for deploying servers with multi-transport support and configurable read-only modes.
pvliesdonk/kroki-mcp
THU Agent by CyberCraze
An interactive coding agent and MCP server that provides access to various AI models via the Tsinghua University lab proxy API. It enables users to inspect files and execute shell commands within their local directory using models like DeepSeek, GLM, and Qwen.
cybercrazetech/THU-deepseek-glm-api-mcp-server
GoDevMCP
A MCP server for Golang development
fpt/go-dev-mcp
Simplenote MCP Server
Integrates Simplenote with Claude Desktop, allowing AI assistants to read, create, update, search, and manage your Simplenote notes as a memory backend or content source.
docdyhr/simplenote-mcp-server
Mcp Telegram
MCP Server for Telegram
dryeab/mcp-telegram
Onesource MCP
MCP server with 43 tools for blockchain data — token lookups, wallet balances, live chain queries across 10+ networks, and full API documentation search.
blockparty-global/1s-mcp
AWS MCP Server
Enables Claude Desktop to interact with 57 AWS services using over 200 tools and local machine profiles. It supports multi-profile configurations and features a read-only safe mode by default to manage infrastructure like EC2, S3, and Lambda securely.
marcelobrake/aws-mcp
ScrapeGraphAI/scrapegraph-mcp
Enable language models to perform advanced AI-powered web scraping with enterprise-grade reliabili…
ScrapeGraphAI/scrapegraph-mcp
kevros-mcp
Governance primitives for autonomous agents. Verify actions against policy, record signed provenance, and bind intents cryptographically. Free tier available.
taskhawk-systems/kevros-mcp
harcx-mcp
An MCP server that enables AI assistants to verify BibTeX citations and URLs against academic databases like Semantic Scholar and DBLP. It allows users to ensure bibliography accuracy and link accessibility directly within their research workflows.
Vashistht/harcx-mcp
contraptionco/mcp
An MCP server that provides [describe what your server does]
contraptionco/mcp
Volatility MCP
Enables AI assistants to perform memory forensics analysis using Volatility 3 through natural language prompts. Supports process listing, network connection analysis, and other memory artifact inspection from memory images.
Gaffx/volatility-mcp
offer-quest mcp
A fast, secure, and LLM-friendly Model Context Protocol (MCP) server that scrapes job listings from major platforms (LinkedIn, Indeed, Google) and converts them into structured Markdown format.
theomatrix/Offer-Quest-MCP-
OpenML MCP Server
An MCP server to interact with OpenML
mallochio/openml-mcp-server
Yakpdf MCP Server
Enables PDF generation from URLs or HTML strings through the Yakpdf API, allowing users to convert web content into PDF documents.
BACH-AI-Tools/bachai-yakpdf
Microsoft Graph MCP Server
Provides read-only access to Microsoft 365 services including SharePoint, OneDrive, Outlook, Teams, and Calendar through the Microsoft Graph API, enabling users to search, browse, and retrieve content across their M365 suite.
eesb99/msgraph-mcp
notion-mcp
A simple Model Context Protocol (MCP) server that integrates with Notion's API to manage my personal todo list.
Badhansen/notion-mcp
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