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The MCP Trust Index.

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.

6,236 MCPs on the index

Page 114 of 125

D/41
tools pending

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

D/41
tools pending

README.md

Очень удобный поисковик на python. Можно внедрить на сайт или использовать локально на ПК с любой ОС.

romanshablio/mcp_server

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

perfdog_mcp

kimjeonghyun225-cpu/perfdog_mcp

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

Model Context Protocol (MCP)

SSE based MCP server and Client demo with auto registry, Dockerfile setup and env.

S1LV3RJ1NX/mcp-server-client-demo

D/41
tools pending

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

D/41
tools pending

Aider MCP Server

An experimental MCP server to use aider as a coding agent.

danielscholl/aider-mcp-server

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

mycop

Agentic security scanning in Claude Code, Cursor, Windsurf

AbdumajidRashidov/mycop

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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

D/41
tools pending

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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