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.
🦙 ollama-mcpo-adapter
Adapter to expose MCPO, the MCP-to-OpenAPI proxy server, tools in Ollama-compatible format
tappi287/ollama-mcpo-adapter
spotify-mcp
An MCP server that enables users to control Spotify playback, search for music, and manage playlists through MCP-compatible clients. It supports features like track recommendations and playback management using secure OAuth authentication.
GraysonCAdams/spotify-mcp
pymcp-sse: Python MCP over SSE Library
Asynchronous Python library for building Model Context Protocol (MCP) servers and clients over HTTP/SSE, ideal for AI agents, tool integrations, and chatbot ecosystems.
rvirgilli/pymcp-sse
PyGithub
Integrates with GitHub's API through PyGithub to enable repository management, issue tracking, and pull request operations with automatic authentication, rate limiting, and error recovery.
astromined/pygithub-mcp-server
JupyterMCP - Jupyter Notebook Model Context Protocol Integration
A Model Context Protocol (MCP) for Jupyter Notebook
jjsantos01/jupyter-notebook-mcp
abuseipdb_mcp
MCP server for AbuseIPDB API
gogela/abuseipdb_mcp
Unipile
Integrates with Unipile to provide unified access to messages across LinkedIn, WhatsApp, Instagram, Messenger, and Telegram, enabling efficient multi-platform communication management.
honeybluesky/mcp-unipile
iFlytek SparkAgent MCP Server
Enables integration with iFlytek's SparkAgent Platform to invoke task chains and upload files. Provides tools for interacting with iFlytek's AI agent services through the Model Context Protocol.
funchs/ifly-spark-agent-mcp
Trino MCP Server
MCP Server for Trino
stinkgen/trino_mcp
Mozisu Character Counter
Provides accurate character counting for text with special handling for multi-byte characters like Japanese text and emojis, returning both total and non-whitespace counts
atotti/mozisu-mcp-server
AWS Cost Explorer and Bedrock Usage Analytics
Integrates with AWS Cost Explorer and CloudWatch to analyze cloud spending patterns and Bedrock model usage statistics for detailed cost monitoring and optimization.
aarora79/aws-cost-explorer-mcp-server
Powerpoint MCP server
A MCP server project that creates PowerPoint presentations, forked from supercurses/powerpoint with additional features
Ichigo3766/powerpoint-mcp
Tavily Extract
Integrates with the Tavily API to extract web page content, enabling efficient web scraping capabilities for projects requiring content extraction.
algonacci/mcp-tavily-extract
User Prompt MCP
A Model Context Protocol (MCP) server for Cursor that enables requesting user input during generation
nazar256/user-prompt-mcp
DeepSeek Reasoner
Integrates DeepSeek's R1 reasoning engine to enhance problem-solving, research assistance, and decision support capabilities.
harshj23/deepseek-claude-mcp-server
Climatiq MCP Server
A Model Context Protocol (MCP) server for accessing the Climatiq API to calculate carbon emissions. This allows AI assistants to perform real-time carbon calculations and provide climate impact insights.
jagan-shanmugam/climatiq-mcp-server
MCP Image Placeholder Server
A lightweight MCP server for generating placeholder images from multiple providers.
husniadil/mcp-image-placeholder
MySQLReader
This is a MCP server about read data from mysql databsase .
ChenRongpeng1998/MySQLReader
BlueSky
Integrates with BlueSky's API to retrieve user profiles and social graph data, enabling user analysis, network visualization, and content discovery.
berlinbra/bluesky-mcp
MCP Fly Deployer
MCP server that provides docker files for stdio based MCP server to be deployed on platform like Fly.IO
NakulRajan/mcp-fly-deployer
Tavily Search
Integrates with the Tavily API to provide web search capabilities, enabling internet searches and fact-checking for up-to-date information retrieval.
algonacci/mcp-tavily-search
WhereAmI MCP Server
A lightweight mcp server that tells you exactly where you are.
kukapay/whereami-mcp
Notion MCP Server
My implementation of a Notion MCP Server
kyrelldixon/notion-mcp
azure-devops-mcp-server
MCP server for Azure DevOps
munishm/azure-devops-mcp-server
Playwright
Integrates Playwright with MCP to enable web browser automation for tasks like scraping, testing, and content generation/submission.
blackwhite084/playwright-plus-python-mcp
Spring Boot Bridge
Automatically converts Spring Boot REST applications into MCP servers, enabling AI tools to interact with existing Spring APIs without rewriting backend services.
brunosantoslabs/spring-mcp-bridge
LYRAIOS
LYRAI is a Model Context Protocol (MCP) operating system for multi-AI AGENTs designed to extend the functionality of AI applications by enabling them to interact with financial networks and blockchain public chains. The server offers a range of advanced AI assistants, including blockchain public chain operations (SOLANA,ETH,BSC,etc.)
GalaxyLLMCI/lyraios
1、前言
MCP Server 示例
AndyM129/mcp_playground
Pilot
A high-performance browser automation MCP server that provides AI agents with a fast, persistent Chromium instance via Playwright. It features reference-based element interaction, snapshot diffing, and manual handoff capabilities to handle complex tasks like CAPTCHAs.
TacosyHorchata/Pilot
mcp-ntopng
An MCP server for network monitoring software ntopng
marcoeg/mcp-ntopng
CosmosDB MCP Server
Model Context Protocol server implementation for CosmosDB
danielmeppiel/cosmosdb-mcp-server
Hide MCP server
MCP server for Hide
hide-org/hide-mcp
Hello-MCP 🚀
A Simple MCP Demo With Client & Server
Cookie-HOO/hello-mcp
MCPHub 🚀
MCPHub - A cross-platform GUI application to discover, install, and manage Model Context Protocol (MCP) servers. Think of it as apt/pip but for MCP servers.
hemangjoshi37a/mcphub
Bloodhound-MCP
MCP server for bloodhound's api
tac01337/bloodhound-mcp
TiDB MCP Server
Enables interaction with TiDB serverless databases through the Model Context Protocol. Allows users to connect to and manage TiDB cloud databases using natural language through Claude Desktop.
c4pt0r/mcp-server-tidb
Solr Vector Search
Bridges Apache Solr search indexes with vector embeddings for hybrid keyword and semantic document retrieval, enabling contextual searches against structured data repositories without direct database access
allenday/solr-mcp
System Info
Provides real-time system information including CPU, memory, disk, and GPU statistics through a simple API endpoint for monitoring and diagnostic purposes.
allenbijo/mcp-sysinfo
Kagi Search
Integrates Kagi search API to provide web search, news retrieval, and fast GPT-powered question answering for up-to-date information access and content enrichment.
apridachin/kagi-search-mcp
GBox MCP Server
GBox MCP Server 是一个基于 FastMCP 协议的服务器实现,提供了与 GBox 游戏引擎的实时通信和控制能力。它能帮助 AI 理解和操作 GBox 脚本,实现游戏运行时的智能控制和资源管理。同时通过与 ComfyUI 的集成,支持基于文本描述生成游戏素材和图像资源
jinruozai/gbox_mcp
FFmpeg
Enables multimedia processing operations using FFmpeg, allowing direct manipulation of audio and video files for tasks like trimming, conversion, extraction, and watermarking without leaving the conversation interface.
amoldericksoans/ffmpeg-mcp
Any OpenAPI
Integrates with any OpenAPI-compliant service using dynamic tool generation and vector-based semantic search for efficient API operation discovery and interaction.
baryhuang/mcp-server-any-openapi
aaPanel
Bridges AI with aaPanel web hosting control panel for managing websites, databases, Docker containers, and system resources through Go-based API integration.
aapanel/mcp-server
MCP SVG to Font
🎨 MCP Server that converts SVG icons into web fonts with CSS and TypeScript support. Generate icon fonts from directories of SVG files.
omy13/mcp-svg-to-fonts
Notion MCP Client
A simple MCP server that integrates with Notion's API to manage my personal habit track.
phoenine/Notion-MCP
Rust MCP Stdio Server Test
unofficial SDK for MCP servers in Rust
mediar-ai/mcp-rust-sdk
mcpc
Mcp server scaffolding tool
vlyl/mcpc
Mcp Wecombot Server
An MCP server application that sends various types of messages to the WeCom group robot.
gotoolkits/mcp-wecombot-server
mcp-server-nmap
A MCP server for Nmap.
douyipu/mcp-server-nmap
Ultra-MCP-Servers
Ultra MCP servers that we have made and tested
motebus/Ultra-MCP-Servers
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