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.
Google Tag Manager MCP Server
Integrates Google Tag Manager with Claude to automate the creation and management of tags, triggers, and variables using natural language prompts. It provides specialized tools for GA4 and Facebook Pixel setup, along with automated tracking workflows for ecommerce and lead generation sites.
neep305/mcp-for-gtm
README.md
Очень удобный поисковик на python. Можно внедрить на сайт или использовать локально на ПК с любой ОС.
romanshablio/mcp_server
Cisco Catalyst Center MCP Server
Enables network management through Cisco Catalyst Center, providing tools for monitoring device health, tracking client data, and managing network issues. It also supports compliance and lifecycle management by retrieving EoX summaries and detailed security advisory status.
martynrees/Catalyst-MCP
mcp_sdk_petstore_api_4
An MCP server generated from an OpenAPI specification that exposes Petstore API endpoints as tools for AI assistants. It enables interaction with pet store management functionalities using the Model Context Protocol over SSE transport.
VaishnaviJagan/mcp_sdk_petstore_api_4
Fed Speech MCP
Retrieves, parses, and analyzes speeches and testimonies from Federal Reserve officers, enabling searches by speaker, topic, and keyword with automatic RSS feed discovery and intelligent relevance scoring.
zsun4work/fed-speech-mcp
Bank Negara Malaysia
Integrates with Bank Negara Malaysia's public APIs to provide direct access to Malaysian financial and economic data including exchange rates, interest rates, monetary aggregates, banking statistics, and macroeconomic indicators through over 30 specialized tools.
meisin/bnm-mcp
Simple MCP Demo
A Python-based demonstration server showcasing multiple Model Context Protocol transport mechanisms, including stdio, SSE, and HTTP. It provides a functional reference for tool discovery and execution using a sample number addition tool.
anupamsharnagat/mcpdemo
GPT MCP App - User & Loan Info Tools
An MCP server hosted on AWS Lambda that provides tools for retrieving user profiles and loan details via API Gateway. It enables GPT models to interact with structured user and financial data using the Streamable HTTP transport.
adw1029/gpt_mcp
perfdog_mcp
kimjeonghyun225-cpu/perfdog_mcp
TEST MCP USDT MCP Server
Enables AI agents and LLMs to interact with the TEST MCP USDT API through standardized tools using the Model Context Protocol. It provides a containerized environment for executing USDT-related API operations and asynchronous tool handling.
Traia-IO/test-mcp-usdt-mcp-server
aleostudio MCP Server
A lightweight MCP server providing utility tools for math, text processing, data conversion, and URL fetching. It supports both STDIO and SSE communication modes for seamless integration with Claude Desktop and remote AI agents.
aleostudio/mcp-server
Claude Data Buddy
Enables conversational analysis of CSV and Parquet files through natural language, providing statistics, summaries, data type information, and comprehensive multi-step data analysis.
iramk11/claude-data-buddy
Gurobi MCP
Enables AI applications to solve optimization problems including linear programming, mixed-integer programming, and quadratic programming using the Gurobi solver installed on the local device.
KKonuru/GurobiMCP
Inbound Email MCP Server
Enables AI assistants to interact with the Inbound Email API to manage domains, endpoints, and email communications. Users can send or schedule emails, manage webhooks, and retrieve email threads through natural language commands.
inboundemail/mcp
AI Interaction Tool
An MCP server that provides an interactive PyQt5 UI for enhanced model communication, featuring multi-image management, file attachments, and customizable cognitive performance modes. It enables users to input complex content and manage workspace assets through a structured, tag-based output format.
KhaiHuynhVN/MCP-Server_AI-interaction
Simple MCP Feature Sample
This repository demonstrates how to set up and implement basic MCP server that integrates with Claude Desktop.
edom18/simple-mcp-sample
Doggi MCP Server
Provides structured investor psychology coaching tools for the Doggi (Careful Starter) curriculum through 7 specialized tools. Enables Claude to access specific lesson content and coaching interventions on-demand without re-ingesting the entire curriculum each time.
852-glitch/852-mcp12
HexagonML ModelManager MCP Server
Provides a Model Context Protocol interface for HexagonML ModelManager tools, enabling interaction with machine learning model management functionality through natural language.
hexsupport/hex-mcp
FGJ Multimedios MCP Server
Enables automated sending of institutional emails via Gmail SMTP with authentication and automatic signature from FGJ Multimedios' General Manager.
joelGuerraArias/mcpcorreos
QuantPlay MCP Server
Provides access to the QuantPlay trading API for managing broker accounts, tracking positions, and analyzing holdings. It enables users to interact with their trading data through MCP-compatible clients like Claude Desktop.
quantplay/quantplay-mcp
Planslurpen MCP Server
Enables interaction with Planslurpen, a Norwegian service that uses AI to interpret zoning and regulation plans. Supports retrieving plan data, looking up plans by property address, downloading plan provisions, and filtering structured plan information.
2re1million/planslurpen_mcp
Better Email MCP
IMAP/SMTP email MCP server with App Passwords. Auto-discovers Gmail, Outlook, Yahoo, iCloud. 5 composite tools, multi-account.
n24q02m/better-email-mcp
Gmail MCP Server (Powered by LIAM)
Enables AI agents to interact with Gmail through LIAM's CASA-compliant Google OAuth infrastructure. It supports searching, listing, and retrieving emails, threads, and labels using standard Gmail query syntax.
sintem/gmail-mcp
SQLite Memory
Provides persistent key-value memory storage using SQLite with CRUD operations for storing structured data, conversation history, and user preferences across sessions.
bharathjinka09/ai-mcp-sql
mcp-openhexa
Enables interaction with OpenHEXA platform through Claude Desktop, allowing users to query workspaces, list datasets, search pipelines, and view pipeline runs using natural language.
mcrimi/mcp-openhexa
semantic-code-mcp
A local MCP server that provides semantic code search for Python codebases using tree-sitter for chunking and LanceDB for vector storage. It enables natural language queries to find relevant code snippets based on meaning rather than just text matching.
vrppaul/semantic-code-mcp
ExpenseTracker MCP Server
A lightweight server built with FastMCP and SQLite for managing personal finances. It allows users to add, list, and summarize expenses by category through MCP-compatible clients.
samt439/test-remote-mcp-server
Codex MCP Telegram
Enables remote execution of Codex CLI commands and provides an MCP tool for AI agents to escalate questions to humans via Telegram, allowing for human-in-the-loop workflows when away from the machine.
rahul23aug/codex-mcp-telegram
Naver Search Docs MCP Server
Searches for official documentation using Naver Search API and filters results with Gemini AI to identify and return authoritative documentation URLs with descriptions.
hyojun6/mcp_server
Code Analysis MCP Server
A modular MCP server that provides tools for file operations, regex-based code searching, and structural analysis of functions and classes across multiple programming languages. It also includes AI-powered features for intelligently updating files according to architectural changes.
zeocax/code-mcp
ID Factory MCP Server
Provides unified ID handle resolution and querying functionality through the ID Factory API, supporting single and batch ID parsing, component analysis, and detailed metadata retrieval including site information, attribution, and permissions.
yshumei2025/idfactory-mcp-server-test
RealTest MCP Server
Provides structured access to RealTest backtesting documentation and example scripts to help LLM agents generate accurate RealScript code. It offers tools for semantic search, authoritative function references, and verified script retrieval to prevent hallucinations.
cquillen/realtest-mcp
Playwright MCP Extension Repro
A minimal reproduction repository designed to demonstrate and test Chrome extension loading within the Playwright MCP server. It evaluates specific configuration settings required for successful extension injection and page modification.
hsm207/mcp-extension-repro
Finance MCP Server
Enables personal finance tracking through Claude Desktop using natural language to manage income and expenses with persistent SQLite storage. Supports adding and deleting transactions, checking balances, and viewing spending summaries grouped by category or month.
taylor3lewis/finance-mcp-server
MCP LLM Integration Server
Enables integration of local LLM capabilities with MCP-compatible clients like Claude Desktop, Continue.dev, and Cline. Provides tools for processing text prompts through local language models using a customizable inference function.
raptor7197/mcp-server
小红书自动评论工具(MCP Server)
这是一款基于 Playwright 开发的小红书自动搜索和评论工具,作为 MCP Server,可通过特定配置接入 MCP Client,帮助用户自动完成登录小红书、搜索关键词、获取笔记内容及发布智能评论等操作。
chenningling/RedBook-Search-Comment-MCP
MCP Calculator Server
Provides mathematical calculation tools including basic operations, expressions, and functions, along with TypeScript SDK documentation resources and meeting summary prompt templates.
srinath1/MCP_Calculate_Server
Local File Management MCP Server
Enables file system operations such as listing, reading, and creating files within a scoped local project directory. It provides a secure way to manage local files through standardized MCP tools built with FastMCP.
IdoY12/mcp_test
Model Context Protocol (MCP)
SSE based MCP server and Client demo with auto registry, Dockerfile setup and env.
S1LV3RJ1NX/mcp-server-client-demo
turbopuffer-mcp
Enables interaction with the Turbopuffer vector database, providing tools for managing namespaces, schema configuration, and performing advanced vector queries. It supports secure DAuth-style authentication and covers both v1 and v2 Turbopuffer API endpoints for comprehensive data operations.
AgentWings/turbopuffer-mcp
Aider MCP Server
An experimental MCP server to use aider as a coding agent.
danielscholl/aider-mcp-server
jons-mcp-imessage
Enables AI assistants to read iMessage history and send messages on macOS. Supports conversation listing, message search with keyword and semantic modes, contact lookup, and sending messages to existing conversations.
jonmmease/jons-mcp-imessage
Home Assistant MCP Reporter
A minimal MCP server that exposes a single tool to forward JSON reports from Home Assistant to Power Automate webhooks. It enables automated workflow integration by securely transmitting data between Home Assistant and Microsoft Power Automate.
cajo-dk/mcp
mycop
Agentic security scanning in Claude Code, Cursor, Windsurf
AbdumajidRashidov/mycop
Maharashtra Medicine MCP Server
Enables analysis of wholesale medicine purchase data by providing tools for inventory searching, expiry tracking, and supplier or buyer performance analysis. It supports specialized filtering for drug schedules and facilitates natural language queries using the Gemini API.
RajendraPrasad96536/inventory-mcp-server
PS-MCP
An AI-driven integration server that enables natural language control of Adobe Photoshop through the Model Context Protocol. It automates design workflows by facilitating smart asset slicing, layer analysis, and the future generation of UI code from design files.
pangxie231/ps-mcp
todoist-mcp
A Python-based MCP server for Todoist that enables comprehensive task management, including reading, creating, and updating tasks, projects, and comments. It features a specialized rescheduling tool designed to safely preserve reminders and recurring patterns during date changes.
kpanko/todoist-mcp
Siddharth-Basale/mcpserver
An MCP server that diagnoses GitHub Actions workflow failures and automatically creates repair pull requests using LLM-generated unified diffs. It includes a governance layer to orchestrate autonomous fixes or human-reviewed repairs based on risk assessment thresholds.
Siddharth-Basale/mcpserver
Turbopuffer MCP Server
Enables interaction with the Turbopuffer vector database to manage namespaces and perform operations like data writing, querying, and schema updates. It supports DAuth-style authentication for secure, runtime credential management.
aryanma/turbopuffer-mcp
Claude Code Memory Server
Provides persistent memory capabilities for Claude Code using Neo4j graph database to track development tasks, code patterns, solutions, and their relationships across sessions and projects, enabling contextual assistance and pattern recognition.
ViralV00d00/claude-code-memory
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