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.
Pagos Data MCP Server
Pago's Official MCP Server
pagos-ai/pagos-mcp
Stock MCP Server
Provides technical analysis for Korean and US stocks through natural language queries. Enables users to analyze stock charts, search for tickers, and access technical indicators like RSI and MACD within Claude Desktop and other MCP clients.
Juuuuuuni/stock-mcp-server
Chess.com MCP Server
Provides tools to interact with the Chess.com Public API for fetching real-time player profiles and detailed game statistics. It enables LLMs to access information like player ratings, win/loss records, and current online status.
Gelberm/chess-mcp
Neo4j MCP Server
Neo4j MCP Server - A microservice for Neo4j database operations
dandelionmayday123/neo4j-mcp
acme-mcp
A nested MCP system that demonstrates server composition by using an orchestrator to manage an internal vector store for semantic search. It enables complex, multi-hop retrieval and reasoning over a knowledge base through an agentic reasoning loop.
Origin-Digital-LLC/nested-mcps
Blender 3D Modeling
Integrates with Blender's 3D modeling and rendering engine to enable file management, object creation and manipulation, transformations, distance calculations, and export to glTF/GLB formats with point cloud processing capabilities.
barosandu/blender-mcp-yong
Early MCP
Integrates with the EARLY (Timeular v4) API to manage activities, track time, and generate analytics like efficiency and billing reports. It enables AI assistants to perform comprehensive time tracking tasks, including starting/stopping timers and querying manual time entries.
sakebomb/early_mcp
Mistral OCR MCP Server
An MCP server that enables Claude to perform OCR on local files using Mistral AI's document processing capabilities. It converts documents and images into markdown format for seamless analysis and interaction.
D-Diaa/mistral-ocr-mcp
Indodax MCP Server
Exposes Indodax's Private and Public REST APIs as MCP tools, enabling AI agents to manage cryptocurrency trading and account information. It supports tasks like checking market prices, viewing account balances, and executing or canceling buy and sell orders.
adhinugroho1711/mcp-indodax
literature-agent-mcp
Exposes a local biomedical literature pipeline as MCP tools for automated research workflows. Enables literature search, open-access paper retrieval, and draft generation for biomedical and pathology domains through standard MCP clients.
zouxy111/mcp
Bailian Voice Clone MCP
Enables voice cloning and speech synthesis through Alibaba Cloud's Bailian and DashScope platforms. It provides tools to create, manage, and synthesize audio using custom cloned voice profiles.
ghc189/mcp_fuction
Mcp_testrail
Mcp Server to access testrail data
Murali-Bobby/mcp_testrail
Code Execution MCP
Enables efficient AI agent operations through sandboxed Python code execution with progressive tool discovery, PII tokenization, and skills persistence, achieving up to 98.7% token reduction by processing data in a sandbox rather than in context.
marc-shade/code-execution-mcp
mcp-gateway-go
A Go gateway that converts stdio-based MCP servers to SSE endpoints using mcp-go.
zhengkunwang223/mcp-gateway-go
mcp-netmiko-server
An MCP server that eanbles LLMs interacting with your network devices
upa/mcp-netmiko-server
Introduction to MCP
Minimal MCP server/client example demonstrating basic calculator operations via SSE and stdio transports.Minimal MCP server/client example demonstrating basic calculator operations via SSE and stdio transports.
LiteObject/introduction-to-mcp
Edge-TTS MCP Server
An MCP server that leverages the Microsoft Edge TTS service to provide high-quality text-to-speech capabilities across over 80 languages. It enables users to generate audio files, query available voices, and create subtitle files using natural language commands.
yangwuan55/edge-tts-mcp
NIH Reporter MCP Server
Provides programmatic access to the NIH Reporter API for searching and retrieving detailed information on NIH-funded research projects, grants, and investigators. It enables AI assistants to query project abstracts, funding amounts, and organization details through natural language.
jhalsey87/MCP_NIH_Reporter
vmware-nsx
AI-powered VMware NSX networking management. Configure segments, gateways, NAT, routing, and IPAM via natural language with 31 MCP tools.
zw008/VMware-NSX
typecast-api-mcp-server-sample
MCP Server for typecast-api
neosapience/typecast-api-mcp-server-sample
Baidu Map Search MCP Server
Provides a suite of tools for location retrieval and multi-modal route planning within China using the Baidu Maps API. It enables AI agents to perform address-to-coordinate conversions, nearby place searches, and calculate directions for driving, transit, walking, and cycling.
leng-2024/agent-with-mcp
NotebookLM MCP Server
Enables AI assistants to interact with Google NotebookLM to manage notebooks, sources, and conversations via the Model Context Protocol. It allows for querying sources using NotebookLM's AI and automatically saving responses as notes.
mukadeshinigami/MCPNotebookLM
DataForge Semantic MCP Server
Provides a semantic gateway for AI agents to interact with the DataForge Product API, enabling the retrieval of projects, versions, measures, and dimensions. It features automated normalization and file-based caching to streamline access to DataForge metadata through the MCP protocol.
SGromych/dataforge-mcp-gateway
VibeSpace Ternary
Enables real-time streaming of contextual information through NATS with ternary data representation, featuring configurable privacy controls and JSON-RPC methods for collaborative virtual environments.
bmorphism/vibespace-mcp-go-ternary
WeChat Article MCP Server
Enables saving articles to WeChat Official Account drafts with support for rich text, automatic image upload, and Markdown rendering including Mermaid diagrams.
jeweis/wx-article-mcp
DigiKey
Integrates with DigiKey's Product Search API to enable electronic component discovery, detailed specifications retrieval, pricing information, product substitution finding, and datasheet access for electronics engineers and procurement teams.
bengineer19/digikey_mcp
Followin MCP
Enables personalized discovery of crypto news, trending topics, and project insights from the Followin platform with intelligent search, content normalization, and recommendation explanations.
qinshoudawang/crypto-mcp
Azure Impact Reporter
Enables AI to report Azure infrastructure issues by authenticating with Azure credentials and submitting standardized workload impact reports through the Azure Management API
chand45/mcp-server-azure-impact-reporting
Warteg Online MCP Server
Enables AI assistants to manage Warteg Online meal delivery subscriptions through natural language, including viewing schedules, skipping deliveries, rescheduling meals, updating addresses, and managing dietary restrictions.
andhikapraa/wartegonline-mcp
Paymo MCP Server
An MCP server for the Paymo platform that enables AI assistants to manage time entries, projects, and tasks through natural language. It supports tracking unbilled revenue and generating detailed invoice timesheets for efficient project management.
feamster/paymo-mcp
MLB SportRadar MCP Server
Connects Claude to the SportRadar MLB API to access real-time baseball data including game schedules, live scores, player statistics, team standings, injury reports, and play-by-play information through natural language queries.
robcerda/mlb-sportradar-mcp
Vision MCP Server
Provides free and unlimited vision capabilities for AI coding assistants using the Groq API and Meta Llama 4 Vision model. It enables users to perform image analysis, OCR, UI layout description, and error diagnosis directly from screenshots and documents.
itcomgroup/vision-mcp-server
YtMCP
A Model Context Protocol server providing comprehensive read-only access to YouTube data, including video search, transcripts, and channel forensics. It features 16 specialized tools designed for content analysis and metadata retrieval in LLM applications.
Utkarshchaudhary009/YtMCP
Gemini Image MCP Server
Enables image generation and prompt enhancement within Claude.ai by leveraging Google Gemini models. It allows users to create visual content in various styles like photorealistic and 3D render directly through natural language.
turanalemfilms-cloud/gemini-mcp-server
TrueNAS Middleware MCP Server
Provides optimized documentation and API patterns from the TrueNAS middleware repository to help AI assistants understand its codebase structure without context overload. It automatically processes CLAUDE.md files to expose categorized resources including plugin guides, API models, and testing patterns.
sonicaj/tn_mcp
Roboflow MCP Server
Integrates the Roboflow platform with Claude Code to manage computer vision datasets, trigger training runs, and perform inference directly from the CLI. It enables users to search Roboflow Universe for public datasets and handle image uploads or model evaluations using natural language commands.
nickedridge-wq/roboflow-mcp
Vault MCP Server
Enable secure and efficient management of encrypted data vaults through a standardized protocol interface. Facilitate seamless integration of encrypted storage and retrieval operations within your applications. Enhance data security and accessibility by leveraging this server's capabilities.
alexhtruong/vault-mcp
Test MCP Server Traia
This MCP server provides access to the Test mcp server Traia API, enabling AI agents and LLMs to interact with its endpoints through standardized tools. It features asynchronous operation handling and simple deployment options via Docker for efficient integration.
Traia-IO/test-mcp-server-traia-mcp-server
MCP Document Server
Efficiently delivers project documentation to AI agents like Claude on-demand, optimizing token usage by loading context only when needed. Supports document retrieval, listing, and keyword search with security features.
onoda4480/Document-Server-MCP
MCPLite
MCP client/server framework from scratch
acesanderson/MCPLite
cite-finance
Returns verified financial data (SEC EDGAR & FRED) with machine-readable citations. Guaranteed zero hallucinations for AI agents.
Spectating101/cite-finance-mcp
Netmind Web3 MCP Server
Provides a comprehensive suite of Web3 tools for querying token addresses, news summaries, and real-time market data via CoinGecko. It also facilitates DeFi operations including token price tracking, pool information, and swap quotes through Sugar DeFi integration.
protagolabs/netmind-web3-mcp
Weather MCP Server
Provides current weather data and city comparisons for any location with support for metric/imperial units and optional forecasts.
glassBead-tc/weather-mcp
Pragmatic RAG Agents Core
Build and deploy pragmatic retrieval-augmented generation (RAG) agents efficiently. Integrate various data sources and APIs to enhance your AI agents' capabilities. Streamline agent development with a robust core library designed for practical applications.
chughtapan/praga_core
crypto-data-mcp
Free MCP server for real-time cryptocurrency data. Get token prices, market overview, top movers, historical charts, and detailed token info directly in Claude Code, Cursor, or any MCP-compatible AI tool. Powered by CoinGecko with 70+ token mappings and built-in caching.
Wh0FF24/crypto-data-mcp
Moviesda MCP Server
An MCP server for searching and managing Tamil movies from moviesda16.com using a local SQLite database. It enables users to search for movie titles, manually add listings, and automatically update the database through web scraping.
Danjraizen/McpServer
Gmail MCP Server
Enables natural language interaction with Gmail, providing email search, categorized daily summaries, and Home Assistant integration through REST API with read-only access to your inbox.
murphy360/mcp_gmail
Plex MCP Server
Plex MCP server
djbriane/plex-mcp
pydantic-ai-researcher
pydantic-ai-researcher is a research system that orchestrates an asynchronous loop between two specialized agents: a research agent and an evaluator agent. The research agent answers complex queries using external MCP servers, while the evaluator agent assesses and refines these answers, iterating until a satisfactory response is attained.
ibagur/pydantic-ai-researcher
Excel Analytics MCP Server
Enables users to analyze local Excel and CSV files through natural language queries and a web dashboard while keeping data local. It supports saving specific analyses as reusable tools and building a custom analytics toolkit within Claude Desktop.
blakethom8/excel-mcp
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