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).
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Behavior Verified
We verified this MCP by observing its actual behavior — tool calls, network activity, and side effects.
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We inspected the source code and checked that its capabilities match what the tool descriptions claim.
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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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subway-mcp
by sungsanmerrygoround
실시간 수원역 지하철 도착정보를 조회하는 MCP 서버로, 1호선과 수인분당선의 도착정보를 제공합니다.
Sungsanmerrygoround/subway-mcp
BloodHound-MCP-AI
by mordavid
BloodHound-MCP-AI is integration that connects BloodHound with AI through Model Context Protocol, allowing security professionals to analyze Active Directory attack paths using natural language instead of complex Cypher queries.
MorDavid/BloodHound-MCP-AI
speech-mcp-server
by thundersoft-td
MCP server integrating VolcEngine for automatic speech recognition (ASR) and text-to-speech (TTS), converting audio to text or text to audio files.
thundersoft-td/mcp-server-speech
Rami-Kali MCP Server
by direct-to
Wraps Kali Linux penetration testing tools for authorized security assessments, driven by a local LLM via LM Studio.
Direct-TO/kail-mcp
Scalene-MCP
by ptmorris05
A FastMCP server that provides LLMs with structured access to Scalene's CPU, GPU, and memory profiling for Python applications. It enables automated performance analysis, bottleneck identification, and optimization suggestions through natural language interactions in supported IDEs.
ptmorris05/scalene-mcp
GitHub MCP Server
by evin009
Enables users to interact with GitHub via natural language requests, executing API calls and returning structured responses.
Evin009/GitHub-MCP
mcp-oauth
by shahrear33
FastMCP server with Bearer token authentication mounted on FastAPI, including OAuth 2.1 endpoints for dynamic client registration and metadata discovery.
shahrear33/mcp-oauth
Amazing-Marvin-MCP
by bgheneti
Model Context Provider for Amazing Marvin productivity app - Access your tasks, projects, and categories in AI assistants
bgheneti/Amazing-Marvin-MCP
eShipz Tracking MCP Server
by kavinvetrivel
A Model Context Protocol (MCP) server that provides shipment tracking functionality through the eShipz API. This server enables Claude Desktop to track packages across multiple carriers with intelligent, status-aware formatting.
KavinVetrivel/eshipz-mcp
gotham-browser
by gotham-os
Enables Claude Code to control a real browser using AI for web scraping, competitive intelligence, and UX auditing through the MCP protocol.
gotham-os/gotham-browser
whatsapp-mcp-assistant
by hamzafayaz
MCP server that exposes a real WhatsApp account to Cursor through safe, approval-gated tools and a local Go bridge, enabling chat management, contact search, and message send with explicit confirmation.
HamzaFayaz/whatsapp-mcp-assistant
CodeKarma MCP Server
by firgga-sunil
Provides production insights and code analysis by leveraging Nexus instrumentation data to identify CPU-intensive methods and visualize execution flow trees. It enables developers to make data-driven decisions through real-time performance metrics and automated service discovery from Java class names.
firgga-sunil/ck-mcp
MCP Image Analyzer Server
by nyxnyx-cyber
Analyzes images using a vision AI model to provide detailed descriptions, enabling non-vision models to understand image content.
NYXNYX-cyber/MCP-Image_Analyzer
Enterprise MCP Server
by bruriah1999
Production-grade FastMCP 3.x server template for scalable semantic tool retrieval, dynamic providers, paginated tool lists, and role-based progressive disclosure.
bruriah1999/mcp_server
Oracle-42 DarkIntel MCP
by mintmas
Darknet threat intelligence MCP server with 10 tools powered by 12,000+ vectorized data points from IronClaw pipeline.
mintmas/oracle42-darkintel-mcp
Local Git Changes Analyzer
by manavgup
A FastMCP server for analyzing outstanding local git changes that haven't made their way to GitHub yet.
manavgup/mcp_local_repo_analyzer
yahoo-finance-mcp-server
by christiangrogers
An MCP server that exposes comprehensive Yahoo Finance data (quotes, financials, options, news, and more) to AI agents via the yfinance library, requiring no API key.
christianGRogers/yahoo-finance-mcp-server
oak-mcp
by monarch-initiative
Enables AI agents to interact with ontologies through the Ontology Access Kit, providing ontology querying and management capabilities.
monarch-initiative/oak-mcp
MCP PDF Server
by optltd
Provides tools for extracting text, performing OCR on scanned documents, and retrieving images from PDF files. It enables Model Context Protocol clients to process PDF content page-by-page through specialized extraction tools.
OptLTD/mcp-pdf-reader
Gridscale MCP
by fabiante
MCP Server to interact with the Gridscale API
fabiante/gridscale-mcp
Hatchet MCP Server
by gjakobi
Enables monitoring and debugging of Hatchet workflows and jobs through MCP clients like Claude Code. Users can list workflows, track run statuses, query queue metrics, and retrieve job results using natural language commands.
GJakobi/hatchet-mcp
SecureNote.link MCP Server
by jackalterman
Enables AI agents to create end-to-end encrypted, self-destructing notes that can be securely shared via a one-click link, ensuring secrets are never stored in plain text in chat history.
jackalterman/securenote-link-MCP-server
MemRL
by anvanster
Memory-augmented reinforcement learning system that captures coding sessions as episodes, learns from successful problem-solving patterns, and provides semantic search to retrieve relevant past experiences.
anvanster/tempera
LangSmith MCP Server
by don-aie-cohort8
Enables read-only querying of LangSmith traces including runs, children, and URLs without extra instrumentation.
don-aie-cohort8/langsmith-mcp-server
SAP Ariba MCP Server
by vanshikadhole
Exposes 48 SAP Ariba APIs as Claude-compatible tools for managing procurement, sourcing, supplier management, and supply chain data. It enables AI agents to interact with contracts, catalogs, and business network transactions through natural language.
VanshikaDhole/McpServer
robinhood-mcp
by rwlarow-ui
Enables AI models to manage Robinhood portfolios, execute trades, and run automated trading bots with stop-loss/take-profit monitoring.
rwlarow-ui/robinhood-mcp
mcp-starter
by ejoliet
A minimal MCP server demonstrating tools, resources, and prompts for managing notes, with a simple notes app that supports adding, listing, deleting notes and summarizing them.
ejoliet/mcp-starter
Intercom MCP Server
by damilola-max
An MCP server that exposes Intercom tools to Claude Desktop and sends a daily support report via email.
Damilola-max/intercom-mcp-server
ynab-mcp-server
by gregarrific
A personal MCP server that gives Claude native access to YNAB budget data.
Gregarrific/ynab-mcp-server
Proflores MCP Server
by jjesusaf
Enables management of the Proflores budgeting system, allowing users to interact with catalogs for clients, projects, and resources. It supports comprehensive budget operations including creation, item updates, and Unit Price Analysis (APU) through a Supabase backend.
jjesusaf/mcp-server
GitHub Projects MCP Server
by jamescalam
Provides an MCP server for scraping and retrieving data from GitHub Projects, including issues, pull requests, and organizational metadata. It enables natural language interaction with project boards and repository contents using GitHub Personal Access Tokens.
jamescalam/github-projects-mcp
semaphore-mcp-server
by vitexsoftware
Enables AI assistants to interact with Semaphore UI for managing Ansible, Terraform, and other automation workflows through project, task, template, and inventory management.
VitexSoftware/semaphore-mcp-server
xtai-mcp-data-analysis
by vaesonshu
An MCP server for data analysis and visualization supporting CSV and Excel files. It enables users to generate statistical summaries and create multi-dimensional charts like heatmaps and bar plots through natural language.
vaesonshu/xtai-mcp-data-analysis
Nager MCP v102 MCP Server
by traia-io
Provides access to the Nager.Date API through the Model Context Protocol, allowing AI agents to query worldwide public holiday information. It enables seamless integration of holiday data into LLM workflows using standardized tools.
Traia-IO/nager-mcp-v102-mcp-server
Blood Pressure Tool
by mclarkson
Manages blood pressure readings (create, read, update, delete) via an MCP server, integrable with Open WebUI.
mclarkson/bptool
google-fonts-mcp
by sliday
MCP server for searching Google Fonts and generating complete CSS/Tailwind typographic systems with font pairings and modular scales.
sliday/google-fonts-skill
Test MCP Server Feb6 USDT
by traia-io
An MCP server that enables AI agents and LLMs to interact with the Test MCP Server Feb6 USDT API through standardized tools. It provides features such as Docker support and async operations for efficient integration.
Traia-IO/test-mcp-server-feb6-usdt-mcp-server
ocr-mcp
by asharca
Enables document OCR processing via OcrPlane APIs, supporting document parsing, asynchronous polling, markdown extraction, and task management.
asharca/ocr-mcp
blender-mcp-bridge
by otinori
Enables natural language control of Blender via Claude by converting MCP JSON-RPC calls to Blender's custom TCP protocol for scene manipulation, object creation, and Python execution.
otinori/blender-mcp-bridge
sysprobe-mcp
by raindancer118
Token-efficient MCP server for Linux system diagnostics and desktop/hardware control, providing compact JSON output with hard size limits and a safety model that requires explicit flags for mutating actions.
Raindancer118/sysprobe-mcp
Academic Author Network
by alperenkocyigit
Aggregates academic data from Semantic Scholar, OpenAlex, Crossref, and Google Scholar to discover research collaborators with collaboration frequency counts and extract research keywords from scholar profiles for academic network analysis and collaboration mapping.
alperenkocyigit/authorprofilemcp
Sentry
by getsentry
Retrieving and analyzing issues from Sentry.io
getsentry/sentry-mcp-ts
GitHub MCP Server
by maheshjagzap123
Exposes GitHub actions as tools for creating branches, pushing files, opening and merging pull requests.
maheshjagzap123/MCP-Server
USDA MCP Server
by nstclore
Enables plain English queries about US agricultural data, including historical crop statistics from NASS QuickStats and current cash grain prices from AMS Market News.
nstclore/usda-mcp
Personal Library MCP Server
by srgsanky
A demo server that allows AI models to manage a personal reading list stored in a local SQLite database. It provides tools for searching, adding, and updating books while demonstrating core Model Context Protocol features like resources and tools.
srgsanky/mcp-demo
pdf-reader-mcp
by iflow-mcp
MCP server for extracting text from PDF files, supporting local files and URLs.
iflow-mcp/pdf-reader-mcp-1
Horse Racing News
by mchow01
Retrieves and displays the latest horse racing news stories from Thoroughbred Daily News RSS feed, including titles, content, and links.
mchow01/horseracingnews
Minimal MCP Server for AutoCAD DWG
by jooseokkim-dl
A FastAPI-based MCP server scaffold designed to extract material tables from AutoCAD DWG files. It enables users to automate CAD data processing by configuring drawing folder paths and layer-specific extraction parameters.
JooseokKim-DL/MCP-for-MS-Copilot-Agenthon
vCenter MCP Server
by downeyou
Enables interaction with VMware vCenter 8.0 REST API via a reverse proxy, providing read-only and write tools with dry-run protection and automatic session management.
DowneyOu/vcenter-mcp-stack
Plex MCP Server
by vladimir-tutin
Enables interaction with Plex Media Server via the MCP protocol, allowing AI agents to manage libraries, media, playlists, collections, users, sessions, and server administration.
vladimir-tutin/plex-mcp-server
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