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
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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.
MCP MQTT Light Controller
Enables control of smart lights through MQTT messaging protocol, supporting operations like turning lights on/off and adjusting brightness levels from 0-100.
dshenaf/mcp-mqtt-light
MCP Multi-Server Demo with SSE Transport
Example of using MCP servers, both over sdio + sse. Also using langchain-mcp
fredrikp999/mcp-sse-langchain-example
🔍 Rust MCP Server + Inspector Example: SSE Transport with an Add Tool
Rig MCP Server Example (April 7, 2025)
RGGH/rig-mcp-server
Godot MCP Server
An MCP server that provides tools for Godot Engine development, enabling users to run unit tests, check for syntax errors, and manage project scenes or exports.
struktured-labs/godot-mcp
Simple Code Review Assistant
Enables AI models to access GitHub repository information and search local documentation files. Provides three basic tools: fetching repository details, retrieving file contents from GitHub, and searching through local markdown documentation.
Sharath-ts-07/MCPAssignment
Email MCP Server
An MCP server that enables AI models to read, search, and send emails via IMAP and SMTP protocols. It supports various providers like Gmail and Outlook, allowing for tasks such as retrieving unread messages, searching by sender, and managing mailbox folders.
chinmay4382/gmail-mcp-server
miguelgarzons/mcp-cun
Greet people by name with friendly, personalized messages. Add a warm touch to onboarding, demos,…
miguelgarzons/mcp-cun
MedVision MCP
Provides AI-powered medical image analysis tools for LLM agents, enabling tasks such as X-ray classification, interactive segmentation, and visual question answering. It supports multi-step diagnostic reasoning and clinical workflows through a suite of specialized medical AI models.
u9401066/medvision-mcp
FRD Orchestrator
An MCP server that exposes structured Functional Requirements Documents (FRDs) to enable AI assistants like GitHub Copilot to automatically generate complete NestJS boilerplate architectures. It orchestrates the multi-phase creation of production-ready APIs including core CRUD, database integration, JWT authentication, and unit testing.
jorge6242/boilerplate-nestjs-mcp
MCP Public APIs
An MCP server that indexes the public-apis catalogue, allowing LLMs to search and filter over 1,400 public APIs by category, authentication type, and technical requirements. It facilitates precise API discovery for developers by providing tools to query specific features like HTTPS support and CORS compatibility.
Attilio81/MCP_PUBLIC_APIS
qlib-mcp
An MCP server for the Microsoft Qlib quantitative research platform that enables AI agents to perform financial data queries, factor analysis, and strategy backtesting. It supports A-share and US stock markets through Qlib expressions and built-in analytical tools.
lsj210001/qlib-mcp
raindrop-mcp
MCP for raindrop
sachin-philip/raindrop-mcp
DART-MCP
An MCP server that enables Claude to perform financial analysis and visualization of Korean listed companies using the DART API. It supports detailed financial metrics, business unit sales breakdowns, and company comparisons for KOSPI and KOSDAQ stocks.
2geonhyup/dart-mcp-test
Graphiti MCP Server
Enables users to query a comprehensive knowledge graph of personality psychology containing over 16,000 nodes covering traits, frameworks, and assessments. It supports semantic search of facts and entities, relationship extraction, and the ability to add new information to the graph.
tesfandiari1/graphiti-mcp-server
MCP Git Analysis Server
Analyzes local Git repositories to provide detailed insights into commit statistics, contributor activity, and frequently changed files. It allows users to query repository history and access structured activity data through the Model Context Protocol.
Jaz-spec/alex_mcp_workshop
Strava MCP Server
Enables AI agents to interact with the Strava API to retrieve athlete statistics and activity data. It provides tools for listing recent activities and fetching detailed information for specific workout sessions.
saxenanurag/strava-mcp
Alibaba Sourcing MCP Server
Enables comprehensive B2B sourcing on Alibaba.com with Prizm ERP integration. Automates procurement workflows from product search and supplier discovery to RFQ management and quotation comparison through 21 specialized tools.
Ghazalawy/alibaba-mcp
Perplexity MCP Server
Integrates with Perplexity's API to provide web search and AI-powered answers with citations. Offers a three-tier research workflow: search for sources, ask for grounded AI answers, and ask_more for deeper analysis using advanced models.
Pantainos-Toolkit/perplexity-mcp
JMeter MCP Server
Enables the execution and analysis of JMeter performance tests through MCP-compatible clients. It provides tools for running tests in non-GUI mode, identifying performance bottlenecks, and generating comprehensive insights and visualizations from result files.
ebadAhmed10/jmeter-mcp
Stitch-MCP
An MCP server that exposes Google Stitch's AI-powered UI design capabilities as local tools. It enables project management, screen generation/editing, and design system operations by forwarding requests to Google's Stitch API.
samueljayasingh/Stitch-MCP
Meyhem
Agent-native search for MCP servers and web content with outcome ranking.
c5huracan/meyhem
RAGFlow MCP Server
Provides a comprehensive Model Context Protocol interface for RAGFlow, enabling AI models to perform semantic retrieval, manage datasets, and handle document chunks. It supports advanced features like GraphRAG and RAPTOR for sophisticated knowledge base management and natural language querying.
MigoXV/ragflow-mcp
Gemini OCR MCP Server
Provides OCR services powered by Google's Gemini API to extract text from images via file paths or base64 strings. It enables high-accuracy text recognition and CAPTCHA processing through simple MCP tools.
WindoC/gemini-ocr-mcp
MCP Search Server
An MCP server that provides semantic search capabilities by integrating with an OpenSearch-based search service. It enables users to perform complex document searches across multiple indices with support for advanced filtering and robust error handling.
Oleg200447/MCPServer
BowenXU0126/aistudio_hw3
Send personalized greetings with optional pirate flair. Compose friendly salutations for any name…
BowenXU0126/aistudio_hw3
Gmail MCP Summarizer
Enables AI models to fetch and summarize Gmail messages, send emails with attachments, and convert text content into PDFs. It streamlines email-based workflows like automated reporting and task management through the Model Context Protocol.
hasanoz07/mcp-gmail-summarizer
MCP Reflection Tool
Provides a 'reflect' tool that creates cognitive checkpoints for AI assistants, forcing structured step-by-step reasoning through complex problems to improve accuracy and maintain context during task execution.
fourcolors/think-tool
FastMCP Patient Information Server
Retrieves comprehensive patient information including personal details, insurance plans, and employee data through the get_patient tool. Supports Docker Compose deployment and integration with Watson Orchestrate for healthcare data access.
sudhakaren/healthnav
mcp-omnienv-nix
Enables creation of ephemeral, polyglot development environments using Nix for on-demand execution of code with specific dependencies across Python, Node.js, Ruby, R, and Lua without cluttering the system.
StealthBadger747/mcp-omnienv-nix
Xiaohongshu MCP Python
A Python implementation of an MCP server for Xiaohongshu that enables AI models to browse feeds, search content, and manage interactions like liking or commenting. It leverages Playwright for browser automation to support account management and content publishing features.
betars/xiaohongshu-mcp-python
MCP Tool Server
A production-ready Python MCP server providing tools for fetching live weather data, querying local SQLite databases, reading files, summarizing webpages, and performing safe mathematical calculations. It enables MCP-compatible LLM clients to execute these tasks autonomously as part of agentic workflows.
rakeshpvconnect-ops/per-MCP-SERVER
QA Agent
Enable question answering workflows with a simple agent setup. Facilitate automated responses to queries using predefined workflows. Streamline information retrieval and processing for end-users.
DaRealBada/qa-agent
Trade-MCP
Enables trading automation through Zerodha Kite Connect API, allowing users to place buy/sell orders and fetch holdings via MCP tools accessible to Claude Desktop and other MCP-compatible clients.
SamarJyoti496/Trade-mcp
AkShare MCP Server
Provides access to historical financial data for US, Hong Kong, and A-share markets using the AkShare library. It returns formatted stock market data, including prices and trading volumes, in easy-to-read Markdown tables.
guangxiangdebizi/Akshare-MCP
BigContext MCP
Enables working with large documents of any size by intelligently segmenting them and using TF-IDF search to retrieve only relevant fragments, preventing context window saturation. Provides 31 domain-agnostic tools for document ingestion, semantic analysis, epistemological validation, and extraction verification across formats like PDF, EPUB, and HTML.
Rixmerz/bigcontext_mcp
Router-MCP
Routes natural language queries to appropriate MCP tools and planners with high-precision semantic matching and safety guardrails. Supports multi-intent detection, task planning, and strict role-based filtering to prevent misexecution or unauthorized access.
gungunj/routrt-mcp
Anki MCP Data Bridge
Provides comprehensive CRUD access to Anki flashcard data via MCP, enabling Claude to analyze decks, manage cards, create and update flashcards, organize tags, and perform advanced spaced repetition analysis through 18 data management tools.
stefanspycher/anki-mcp
Discord MCP
Enables comprehensive interaction with Discord servers to manage guilds, channels, messages, and members through an agentic workflow. It supports RAG capabilities, rate-limited message operations, and includes a React-based dashboard for monitoring and configuration.
sandraschi/discord-mcp
KentraBOT MCP Server
Enables LLMs to control a two-track robot through movement commands, providing independent track control, high-level directional driving (forward, backward, left, right), and emergency stop functionality.
kentra/KentraBOT-MCP
Jules MCP Server
Enables LLM applications to interact with Google's Jules AI coding assistant to manage repositories, coding sessions, and pull requests. It allows users to programmatically create tasks, approve plans, and communicate with the assistant during active coding sessions.
Paladiamors/jules-mcp
FastMCP Production-Ready Server
A production-ready MCP server that enables users to interact with Neo4j databases through health checks and Cypher query tools. It features a structured, containerized architecture with built-in support for Azure deployments and environment-driven configuration.
aliaksandr-liapin/fast-mcp
Kibana Dashboard Builder
Enables AI agents to create and manage Kibana dashboards, Lens visualizations, and data views via the Kibana Saved Objects API. It allows for programmatically listing existing resources and assembling new visualizations into dashboards through natural language commands.
brienhackney/kibana-mcp-server
FleetMind MCP Server
AI-powered delivery dispatch management system with 29 tools for managing orders, drivers, and intelligent route assignments. Uses Gemini 2.0 Flash AI to optimize delivery assignments based on weather, traffic, driver capabilities, and vehicle types.
mashrur-rahman-fahim/fleetmind-mcp
SQL Server MCP Server
Enables AI assistants to interact with SQL Server databases through natural language, providing capabilities for executing queries, exploring schemas, analyzing performance, backing up tables, and managing data with built-in safety limits.
Nebhg/sql-server-mcp
MCP Salesforce Revenue Cloud
Provides AI assistants with direct access to Salesforce Revenue Cloud data and operations, enabling retrieval of products, price books, quotes, orders, and execution of custom SOQL queries through natural language.
MarijanMiletic/mcp_salesforce_revenue_cloud
🛠️ AI-SolidWorks
the first local gui mcp server for SolidWorks
sina-salim/AI-SolidWorks
Heventure Search MCP
Enables web search without API keys using DuckDuckGo and Bing search engines, and retrieves webpage content. Supports multiple search engines simultaneously with privacy protection and asynchronous processing.
HughesCuit/heventure-search-mcp
ProjectBrain
Project planning and execution platform with tools for tasks, decisions, milestones, and team messaging.
9-trinkets/projectbrain-mcp
mcp_docs_server
helper for build a mcp server
crossagent/mcp_docs_server
Meta & Google Ads Connector
MCP server connecting to Meta Ads and Google Ads APIs to retrieve campaign performance metrics and audience insights.
benheis/ads-mcp-connector
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