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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).

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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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Each MCP can earn one, two, or all three tiers independently.

23,544 MCPs on the index

Page 172 of 471

73/100 Code
23 tools

Response MCP Server

by markolauren

Enables agentic SecOps by executing Microsoft Defender XDR response actions (device isolation, antivirus scans, forensic collection, incident management) through natural language with orchestrators like GitHub Copilot.

markolauren/ResponseMCP

73/100 Code
1 tools

mcp-server-ai-bot

by abdurxcode

An MCP server integrating Google Gemini LLM for intelligent customer service, providing chat, analytics, and tools for customer data interaction.

AbdurXCode/mcp-server-ai-bot

73/100 Code
51 tools

Brandcode-Studio/brandsystem-mcp

by brandcode-studio

Enables extraction of brand identity from websites, Figma, and PDFs, and compiles governance, design tokens, and voice rules into a portable .brand/ directory for consistent brand use across AI tools.

Brandcode-Studio/brandsystem-mcp

73/100 Code
2 tools

MCP Integration example with Telegram

by arananet

A Python-based Model Context Protocol (MCP) client and server that enables LLMs to send notifications via Telegram and receive user responses.

arananet/mcp-telegram-poc

73/100 Code
5 tools

Google Trends MCP Server

by cryptoken

Enables AI assistants to access Google Trends data for comparing keywords, discovering trending searches, and analyzing regional interest through natural language.

cryptoken/GoogleTrendsMCP

73/100 Code
29 tools

Paper Search MCP Server

by h-lu

Enables searching, downloading, and reading academic papers from multiple platforms including arXiv, Semantic Scholar, PubMed, bioRxiv, medRxiv, IACR, Google Scholar, RePEc/IDEAS, and Sci-Hub with PDF to Markdown conversion.

h-lu/paper-find-mcp

73/100 Code
41 tools

gophish-mcp

by dan1t0

An MCP server that provides a complete interface to the GoPhish API for managing phishing campaigns, groups, templates, landing pages, SMTP profiles, and users through natural language commands.

dan1t0/gophish-mcp

73/100 Code
tools pending

DuDuClaw

by zhixuli0406

Open-source AI Agent platform — 80+ MCP tools, 7 channels (Slack/Discord/LINE/Telegram), Rust + Python. Self-hostable Claude/GPT alternative for production multi-LLM systems.

zhixuli0406/DuDuClaw

73/100 Code
65 tools

TrainingPeaks MCP

by lsantome

Connect TrainingPeaks to Claude and other AI assistants via the Model Context Protocol to query workouts, build structured intervals, manage calendar, track fitness trends, and control training through natural conversation.

lsantome/Trainingpeaks-MCP

73/100 Code
tools pending

mcp-governance-proxy

by andreas-altamirano

An MCP server that acts as a governance proxy for AI agents, evaluating each tool call against policies before execution, enabling secure and controlled access to systems like Slack, GitHub, and AWS without exposing credentials to the agent.

andreas-altamirano/mcp-governance-proxy

73/100 Code
20 tools

ChatSpatial

by cafferychen777

Natural language-driven spatial transcriptomics analysis via MCP. Integrates 60+ methods for preprocessing, visualization, spatial statistics, cell communication, deconvolution, and trajectory analysis.

cafferychen777/ChatSpatial

73/100 Code
tools pending

Yomiracle

by yomiracle

Host MCP Servers

Yomiracle/trinity-lite

73/100 Code
10 tools

Alibaba Cloud Yaochi DB MCP Server

by aliyun

Enables AI coding assistants to manage Alibaba Cloud databases by creating instances, executing SQL, and more directly from the IDE.

aliyun/alibabacloud-yaochi-db-mcp-server

73/100 Code
tools pending

Polaris Catalog & Iceberg Governance MCP Server

by sankeerthnagapuri

Enables AI assistants to audit data governance, check access control roles, query namespaces, and inspect Iceberg metadata.

sankeerthnagapuri/apache-polaris-iceberg-ai-mcp

73/100 Code
2 tools

au-eli-mcp

by matematicsolutions

MCP server for Australia's Federal Register of Legislation. Enables searching and fetching Commonwealth Acts with verifiable citations.

matematicsolutions/au-eli-mcp

73/100 Code
2 tools

awels-pdf-processor

by alinavlase

Converts PDF files to Markdown with optional image extraction using docling, designed for isolated environments.

alinavlase/mcp

73/100 Code
12 tools

Tello Drone MCP Server

by linsun

Enables controlling a Tello drone through natural language commands in Claude. Supports takeoff, landing, movement, photo capture, and battery monitoring.

linsun/tello-mcp

73/100 Code
tools pending

Usage And Billing MCP Server

by bach-ai-tools

Enables access to Usage and Billing APIs for managing accounts, products, meters, plans, and usage reporting. Supports operations like creating products/plans, reporting usage, and retrieving billing information.

BACH-AI-Tools/bachai-usage-and-billing

73/100 Code
tools pending

rwa-attest

by defibabylon

Provides cryptographically verifiable RWA trust attestations and multi-chain DeFi data (TVL, top protocols, positioning scorecards) via MCP tools for AI assistants.

defibabylon/rwa-attest

73/100 Code
4 tools

Jimeng MCP Server

by wwwzhouhui

A Model Context Protocol server for AI image and video generation using Jimeng AI, enabling text-to-image, image composition, text-to-video, and image-to-video through Claude Desktop and other MCP clients.

wwwzhouhui/jimeng-mcp-server

73/100 Code
tools pending

eNSP Automation MCP

by lyf94697-droid

Generates eNSP network topologies, deploys Huawei VRP configurations, and provides verification plans for lab scenarios.

lyf94697-droid/ensp-automation-mcp

73/100 Code
tools pending

Groot DataKG MCP Server

by bertinm

MCP server for enabling data extraction and context retrieval for agents, storing information in a knowledge graph using Amazon Neptune or FalkorDB.

bertinm/groot-data-kg-mcp

73/100 Code
tools pending

Universal Agent Economy OS

by sommerhussain

Foundational MCP/A2A-native core platform for secure credential injection, native x402 micropayments, and Agent-to-Agent routing.

sommerhussain/agent-economy-os

73/100 Code
tools pending

djangocms-mcp

by rsp2k

A Django CMS plugin that provides Model Context Protocol (MCP) server functionality, enabling AI assistants like Claude to directly interact with, manage, and create content in your Django CMS installation through natural language.

rsp2k/djangocms-mcp

73/100 Code
tools pending

Local Business Data MCP Server

by bach-ai-tools

Enables access to Google Maps business data including search, reviews, photos, and geocoding. Supports searching businesses by location, area, or coordinates, retrieving detailed business information, reviews, and performing reverse geocoding operations.

BACH-AI-Tools/bachai-local-business-data

73/100 Code
14 tools

OWL MCP Server

by liftkkkk

Enables AI assistants to query, modify, and reason over OWL/TTL/RDF ontology files using natural language, without needing SPARQL or OWL syntax.

liftkkkk/owl-mcp

73/100 Code
tools pending

CodeToPrompt MCP Server

by yash9439

Exposes the codetoprompt library to LLM agents for generating comprehensive prompts from directories and retrieving specific file contents. It enables codebase analysis through detailed statistics like token counts and file type breakdowns.

yash9439/codetoprompt-mcp

73/100 Code
tools pending

OSDU MCP Server

by danielscholl

AI-powered access to OSDU subsurface data through natural language, enabling AI assistants to interact with the OSDU platform via conversational interfaces for search, schema management, records, and compliance.

danielscholl/osdu-mcp-server

73/100 Code
tools pending

WhatsApp OSINT MCP Server

by bach-ai-tools

Enables querying WhatsApp OSINT API to gather intelligence on WhatsApp numbers, including business verification, user status, privacy settings, linked devices, and profile pictures.

BACH-AI-Tools/bachai-whatsapp-osint

73/100 Code
tools pending

Youtube Mp310 MCP Server

by bach-ai-tools

Enables downloading MP3 audio files from YouTube videos by providing a YouTube URL through the Youtube Mp310 API.

BACH-AI-Tools/bachai-youtube-mp310

73/100 Code
tools pending

MCP Financial Data Gateway

by ranjittilekar

Provides 10 financial data tools (market data, economic indicators, news, insider trades, and calendars) via a single MCP layer, enabling any MCP-compatible LLM to access diverse financial data through a unified interface.

ranjittilekar/financial-data-gateway-mcp

73/100 Code
32 tools

SkyFi MCP Server

by noahecampbell

Provides access to SkyFi's satellite imagery API for searching, ordering, tasking, monitoring, and geographic operations through natural language.

NoaheCampbell/SkyFi-MCP

73/100 Code
8 tools

ActivityWatch MCP Server

by jelloeater

A Model Context Protocol (MCP) server that connects to ActivityWatch, allowing LLMs like Claude to interact with your time tracking data.

Jelloeater/activitywatch-mcp-server-py

73/100 Code
tools pending

Brosh Browser Screenshot

by twardoch

Captures comprehensive webpage screenshots with intelligent scrolling, text extraction, and HTML analysis, enabling AI tools to visually inspect and understand web content through the Model Context Protocol.

twardoch/brosh

73/100 Code
tools pending

claude-code-mcp

by win10ogod

Enables Claude Code to spawn child sessions for parallel, asynchronous task execution, allowing users to continue working while tasks run in the background.

win10ogod/claudecode-mcp-async-windows

73/100 Code
3 tools

ultimate-gemini-mcp

by nikships

MCP server for Google's Gemini 3.1 Flash Image that enables fast, high-resolution image generation with advanced reasoning, up to 14 reference images, Google Search grounding, and automatic thinking mode.

nikships/ultimate-image-gen-mcp

73/100 Code
tools pending

Enapter MCP Server

by enapter

MCP server providing tools for AI-agents to interact with Enapter EMS.

Enapter/mcp-server

73/100 Code
tools pending

Cocktail By Api Ninjas

by bach-ai-tools

Enables searching for cocktail recipes by name or ingredients using the API Ninjas Cocktail API, supporting partial matches and ingredient-based filtering.

BACH-AI-Tools/cocktail_by_api_ninjas

73/100 Code
25 tools

MCP Memento

by x-hannibal

A persistent long-term memory server for AI assistants that enables storing and recalling solutions, facts, and decisions with intelligent confidence tracking and relationship mapping. It allows developers to build a cross-platform knowledge base that integrates seamlessly with IDEs and CLI agents.

x-hannibal/mcp-memento

73/100 Code
tools pending

Weather API167 MCP Server

by bach-ai-tools

Provides access to comprehensive weather data including current conditions, forecasts, air pollution levels, US weather alerts, earthquake information, and country details using coordinates, place names, or zip codes.

BACH-AI-Tools/weather_api167

73/100 Code
1 tools

liuren

by molpass

Enables 大六壬 divination by computing the chart (三傳, 四課, etc.) and generating a 天地盤 PNG from a given datetime.

molpass/mcp-liuren

73/100 Code
12 tools

App Adapter

by codenoob-jacky

An MCP server that translates human GUI actions into machine-executable commands, enabling AI agents to control real software applications like Zoom, Excel, and WeChat via natural language or API calls.

codenoob-jacky/app-adapter

73/100 Code
12 tools

Starlink Enterprise MCP Server

by ry-ops

Enables managing your Starlink terminal fleet through Claude AI using the Starlink Enterprise API, supporting terminal management, telemetry, data usage, and service line operations.

ry-ops/starlink-enterprise-mcp-server

73/100 Code
23 tools

AI Gaming Agent MCP Server

by developerz-ai

Enables AI agents to remotely control gaming PCs for automated gameplay with tools for screen capture, mouse/keyboard control, workflows, and system operations.

developerz-ai/ai-gaming-agent-mcp

73/100 Code
7 tools

md-mcp

by afriemann

An MCP server that provides surgical read/write access to individual sections of Markdown files, allowing agents to fetch, edit, or delete specific slices without touching the entire file.

afriemann/md-mcp

73/100 Code
5 tools

PetLibro MCP Server

by scarter4work

Enables Claude to control PetLibro RFID pet feeders and water fountains by checking food/battery/water status, dispensing food by the cup, and force-opening feeder lids via the PetLibro cloud API.

scarter4work/petlibro-mcp-server

73/100 Code
6 tools

Simple MCP Server

by truebad0ur

A self-contained, dependency-free MCP server that provides utility tools for time, date, mathematical calculations, and shell command execution. It supports remote connectivity through SSE and is designed for easy deployment via Docker.

TrueBad0ur/mcp-simple-server

73/100 Code
tools pending

Shortcuts-MCP

by as2811-project

Enables Claude to execute predefined MacOS Shortcuts for extracting recipe ingredients, adding them to a Groceries list in Reminders, summarizing chat conversations into notes, and creating calendar events.

as2811-project/Apple-Shortcuts-MCP

73/100 Code
8 tools

Claude Document MCP Server

by alejandroballesterosc

A lightweight MCP server for processing, editing, and interacting with PDF, Word, Excel, and CSV documents.

alejandroBallesterosC/document-edit-mcp

73/100 Code
1 tools

ABAP Syntax Checker MCP Server

by leocaogit

An MCP server that connects to SAP ERP systems via RFC to perform native ABAP syntax checking, enabling AI assistants to validate ABAP code without direct SAP GUI access.

leocaogit/ABAP_CHECK_MCP

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