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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.

23,516 MCPs on the index

Page 247 of 471

71/100 Code
8 tools

Windows Admin MCP

by cosmicjedi

Enables remote Windows server administration and troubleshooting via WinRM and SSH PowerShell protocols.

Cosmicjedi/windows-admin-mcp

71/100 Code
14 tools

Sleeper MCP Server

by sourknives

Enables natural language interaction with Sleeper Fantasy Football API data, allowing queries about leagues, players, matchups, draft results, and trade analysis.

sourknives/sleeper-mcp-server

71/100 Code
3 tools

MCP Ollama

by fastmcp-me

Integrates Ollama's local AI models with MCP clients, enabling listing models, viewing model details, and asking questions to models.

fastmcp-me/mcp-ollama

71/100 Code
3 tools

groq-whisper-mcp

by bis-code

Transcribe audio/video files using Groq-hosted Whisper with word-level timestamps, automatic caching, and cost estimation, offering up to 9x savings over OpenAI Whisper.

bis-code/groq-whisper-mcp

71/100 Code
29 tools

BetterTouchTool MCP Server

by homelab-admin

Enables AI assistants to control and interact with BetterTouchTool on macOS, allowing users to query configurations, execute triggers and actions, manage variables and widgets, control presets, and access clipboard contents through natural language.

homelab-admin/bettertouchtool-mcp-server

71/100 Code
21 tools

BusinessFlowPro MCP Server

by thescottmerselis

Enables Claude Desktop to interact with the BusinessFlowPro marketing automation platform via natural language, supporting campaign, contact, template, landing page, form, analytics, and AI content operations.

thescottmerselis/businessflowpro-mcp

71/100 Code
tools pending

MCP Server for Google Ads Meta Ads GA4

by phanindraintelligenzit-afk

Automates marketing workflows across Google Ads, Meta Ads, and GA4, enabling content generation, scheduling, and analytics via a multi-agent pipeline.

phanindraintelligenzit-afk/mcp-server-for-google-ads-meta-ads-ga4

71/100 Code
tools pending

mcp-da-vinci

by amreetkumarkhuntia

Exposes the DaVinci Resolve scripting API to LLMs, enabling inspection, media import, timeline editing, markers, and render queue management through natural language.

AmreetKumarkhuntia/mcp-da-vinci

71/100 Code
6 tools

code-context-v2

by enzodevs

Enables semantic code search across indexed codebases using natural language queries, with support for CLI and MCP interfaces.

enzodevs/code-context-v2

71/100 Code
4 tools

MCP File Manager

by adithyenkandasamy

Enables listing, reading, and searching local files and directories through MCP tools.

Adithyenkandasamy/MCP-file-managment

71/100 Code
tools pending

Sales MCP Server

by usafhulk

Provides AI assistants with access to sales data tools, including fetching quarterly sales information, listing available quarters, and generating sales analysis prompts for business insights.

usafhulk/MCP

71/100 Code
5 tools

NewsIQ MCP

by rocker2002

An AI-powered news aggregator MCP server that fetches live news from multiple sources, provides AI summaries via Claude, and performs sentiment analysis and trending topic detection.

rocker2002/NewsIQ-MCP

71/100 Code
2 tools

mcp-powered-agentic-rag

by baazilakhlaque

An agentic Retrieval-Augmented Generation (RAG) system that combines a small curated machine learning knowledge base with real-time web search capabilities, powered by the Model Context Protocol (MCP).

baazilakhlaque/mcp-powered-agentic-rag

71/100 Code
42 tools

Userology MCP Server

by userology-inc

Enables AI assistants to interact with the Userology UX research platform for creating and managing studies, interview guides, analytics, and more.

Userology-Inc/userology-mcp-server

71/100 Code
9 tools

claude-session-manager

by es6kr

Claude Code Session Manager

es6kr/claude-session-manager-mcp

71/100 Code
5 tools

zbmath-mcp

by iwaokimura

MCP server to search and retrieve mathematical publications, author profiles, and software entries from zbMath Open.

iwaokimura/zbmath-mcp

71/100 Code
tools pending

Museum MCP Server

by aiagentkarl

Enables AI agents to search and explore over 570,000 artworks from the Metropolitan Museum of Art and Art Institute of Chicago without needing an API key.

AiAgentKarl/museum-mcp-server

71/100 Code
3 tools

eurostat-mcp

by dcerecedo

Exposes the Eurostat Statistics API, enabling LLMs to discover, explore, and retrieve official EU statistical data through search, dimension inspection, and data retrieval tools.

dcerecedo/eurostat-mcp

71/100 Code
1 tools

mcp-streamable-http

by alejandro-ao

A step-by-step guide and complete working example for building and running an MCP server with streamable HTTP transport using Python, mcp, and FastAPI, enabling AI assistants to access tools over HTTP.

alejandro-ao/mcp-streamable-http

71/100 Code
tools pending

huuh - AI for teams and communities

by infolab-ai

Make AI work for teams, communities and collaborative environments everywhere 🤖💝

infolab-ai/mcp

71/100 Code
2 tools

Office 365 Email MCP

by cybrlou

Enables AI agents to send emails via Microsoft 365/Office 365 using app-only authentication and Microsoft Graph API, supporting HTML content, attachments, and CC/BCC.

cybrlou/office365-email-mcp

71/100 Code
6 tools

GDPR Compliance for AI Systems MCP Server

by csoai-org

Provides comprehensive GDPR compliance assessment tools for AI/ML systems, including lawful basis determination, DPIA generation, and data subject rights handling. It also crosswalks GDPR requirements to EU AI Act obligations with AI-specific considerations throughout.

CSOAI-ORG/gdpr-compliance-ai-mcp

71/100 Code
2 tools

llm-localfirst

by shaxzodbek-uzb

A local-first LLM routing MCP server that keeps sensitive data on your own models, with fail-closed privacy and manager-worker delegation, exposing route and complete tools to any MCP client.

shaxzodbek-uzb/llm-localfirst

71/100 Code
3 tools

aimarket-mcp-packager

by alexar76

Model Context Protocol (MCP) stdio server built with the official MCP Python SDK (FastMCP). Exposes 3 MCP tools: package_capability, generate_dockerfile, generate_claude_desktop_config — package AIMarket capabilities as Docker images + MCP manifest + Claude Desktop config. Entrypoint: mcp_stdio_server.py; root Dockerfile + glama.json in repo.

alexar76/aimarket-plugins

71/100 Code
58 tools

ContextMine

by mayflower

Self-hosted documentation and code indexing with MCP integration.

mayflower/contextmine

71/100 Code
14 tools

context-engineering

by bonigarcia

Context Engineering: Build Consistent, Accurate, Predictable AI Systems

bonigarcia/context-engineering

71/100 Code
3 tools

Confluence MCP Server

by okyongchoi

Bridges Confluence Wiki with Large Language Models, allowing them to search, read, and explore content through automated HTML-to-Markdown conversion. It supports both local stdio and containerized HTTP/SSE transport modes for flexible deployment.

OkYongChoi/confluence-mcp-container

71/100 Code
2 tools

DuckDuckGo Search MCP Server

by khshanovskyi

Provides web search and content fetching capabilities using DuckDuckGo, with rate limiting and clean text extraction.

khshanovskyi/duckduckgo-mcp-server

71/100 Code
7 tools

Splitwise MCP Server

by hubshashwat

A Model Context Protocol server that enables AI assistants to manage Splitwise expenses using natural language, with support for voice commands, smart name matching, and advanced split configurations.

hubshashwat/the-splitwise-mcp

71/100 Code
6 tools

KPI-Lens

by aliivaezii

An MCP server for supply chain intelligence that enables conversational querying of eight operational KPIs and anomaly detection data through Claude. It allows users to analyze performance metrics like OTIF and inventory turnover while providing LLM-generated root-cause explanations.

aliivaezii/kpi-lens

71/100 Code
1 tools

MCP Terminal Tool Server

by gkgaurav31

An MCP server that enables users to execute arbitrary shell commands on their local machine and receive the output. It provides a terminal tool for running system commands through MCP-compatible clients using the Python SDK.

gkgaurav31/terminal-app-mcp-poc

71/100 Code
20 tools

mcp-google-sheets

by bankableco

Enables AI assistants to interact with Google Sheets for reading, writing, and managing spreadsheets through a set of MCP tools.

bankableco/mcp-google-sheets

71/100 Code
tools pending

Legalis MCP Server

by edsonsousa

MCP server for Legalis, a Brazilian legal document AI that enables attorneys to manage cases, generate legal documents, search legislation, and more via natural language.

edsonsousa/legalis-mcp

71/100 Code
2 tools

Dappier MCP Server

by dappierai

Dappier MCP server connects any AI to proprietary, real-time data — including web search, news, sports, stock market data, and premium publisher content.

DappierAI/dappier-mcp

71/100 Code
3 tools

JSON Path MCP Server

by deermakov

MCP server that provides tools to read JSON files and query data using jsonPath expressions.

deermakov/mcp-jsonpath-server

71/100 Code
4 tools

office-mcp-server

by chunleiding

MCP server for Office document automation, enabling AI assistants to create, read, and clone Word/Excel/PPT templates while preserving formatting.

chunleiding/office-mcp-server

71/100 Code
6 tools

Nefesh — Real-Time Human State Awareness for AI

by nefesh-ai

Fuses biometric signals into a stress score (0-100) for AI adaptation. MCP + A2A native.

nefesh-ai/nefesh-mcp-server

71/100 Code
5 tools

Multi-Model Orchestrator

by pakawat-dev

Automatically routes queries to the most suitable AI model based on task type, cost constraints, and performance needs, supporting multiple providers and customizable priorities.

Pakawat-Dev/multi_model_mcp

71/100 Code
11 tools

AI Security Crew

by srajangpt1

A lightweight MCP server for security reviews that injects security requirements before code generation, scans dependencies for CVEs, and verifies generated code without disrupting workflow.

Srajangpt1/ai-security-crew

71/100 Code
9 tools

Cobalt Strike MCP Server

by cobalt-strike

Bridges large language models with the Cobalt Strike C2 framework, enabling AI assistants to control adversary simulation workflows through natural language.

Cobalt-Strike/cobaltstrike-mcp-server

71/100 Code
43 tools

fastmail-mcp

by eduardobrito21

Enables AI assistants to manage Fastmail email accounts via JMAP, including reading, sending, organizing emails, and handling mailboxes, drafts, and masked emails.

eduardobrito21/fastmail-mcp

71/100 Code
tools pending

PSYCHO-Py800MCP

by saitoomituru

MCP bridge integrating oscilloscopes, logic analyzers, and cameras for AI-driven waveform analysis and automated measurement.

saitoomituru/PSYCHO-Py800MCP

71/100 Code
6 tools

mcp-content-pipeline

by berkayildi

Analyzes YouTube videos and X (Twitter) feeds to extract transcripts, generate takeaways, TLDRs, social hooks, and comic-style infographics, and syncs results to GitHub, all callable as MCP tools.

berkayildi/mcp-content-pipeline

71/100 Code
3 tools

Ratatoskr

by innago-property-management

No-code MCP server that converts any API spec (OpenAPI, GraphQL, etc.) into MCP tools, enabling natural language interaction with APIs, TOON compression, and AI-powered response pruning with SQL post-processing.

innago-property-management/ratatoskr

71/100 Code
tools pending

FactCheck MCP Toolkit

by orolol

MCP server for automatic fact-checking of political claims by querying official statistical APIs (INSEE, Eurostat, World Bank, OECD) and providing tools for data retrieval, comparison, and cherry-picking detection.

Orolol/factcheck_mcp

71/100 Code
tools pending

Tool-Plaid

by reilly3000

Enables interaction with Plaid's financial data API to sync bank transactions and retrieve account balances with secure encrypted token storage.

reilly3000/tool-plaid

71/100 Code
62 tools

confluence-mcp

by pascalhubacher

MCP server for administering Atlassian Confluence Cloud wiki pages, supporting CRUD operations, page navigation, comments, attachments, and more.

pascalhubacher/confluence

71/100 Code
tools pending

databricks-transform-mcp

by swalker-coalesce

Enables AI agents to interact with Coalesce and Snowflake to perform data transformations, run operations, and manage Coalesce resources via natural language.

swalker-coalesce/databricks-transform-mcp

71/100 Code
4 tools

Speechmatics MCP Server

by archiemcm234

Enables Claude Code to transcribe audio and video files using the Speechmatics Batch API, with support for speaker diarization, batch processing, and searching transcripts.

ArchieMcM234/speechmatics_claude_code_mcp

71/100 Code
3 tools

galgame-mcp-engine

by mchenziyi

An MCP server that provides a visual novel world engine, enabling AI clients to drive interactive galgame experiences with narrative consistency.

mchenziyi/galgame-mcp-engine

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