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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 78 of 125

D/43
tools pending

arXiv

Provides direct access to arXiv's scientific paper repository with tools for searching, retrieving metadata, downloading PDFs, and loading full article content into conversation context.

prashalruchiranga/arxiv-mcp-server

D/43
tools pending

obo-mcp

An MCP server designed for managing One-By-One (OBO) review sessions through specialized tools for creating, navigating, and resolving priority-scored items. It automates session tracking and item management within standardized JSON workflows to replace manual file-write operations.

Warnes-Innovations/oboe-mcp

D/43
tools pending

mig2schema

Extracts database schema from PostgreSQL migration files by running them in temporary containers and outputting human-readable schema information or SQL DDL, enabling developers to understand final database structure without manually tracking changes across multiple migration files.

alc6/mig2schema

D/43
tools pending

Tool Response Suppressor (MCP)

This MCP server verifies that an agent’s claimed tool output matches the actual response returned by a tool to prevent invented or distorted results. It flags mismatches, omissions, and invented fields to ensure downstream logic only processes verified tool data.

steveswain14/mcp-tool-response-suppressor

D/43
tools pending

market-data-mcp

Integrates cryptocurrency market data from CoinGecko, the Fear & Greed Index, and CryptoPanic news into a single toolset for AI agents. It enables users to retrieve global market statistics, trending assets, coin-specific details, and real-time news feeds.

aviman1109/market_data_mcp

D/43
tools pending

QPanda3 Runtime MCP Server

Enables AI assistants to interact with Origin Quantum computing services through QPanda3 Runtime. Supports quantum computing tasks like circuit sampling, expectation estimation, device management, and batch operations on quantum processing units.

OriginQ/qpanda3-runtime-mcp-server

D/43
tools pending

Granola MCP Server

Integrates local Granola.ai meeting intelligence with Claude Desktop to enable searching and analyzing meeting transcripts, notes, and summaries. Users can perform natural language queries to retrieve meeting details, analyze participant patterns, and access full speaker-identified conversations.

maxgerlach1/granola-ai-mcp-server

D/43
tools pending

Feedback Synthesis MCP

MCP server that synthesizes user feedback from multiple sources into actionable insights. Aggregates reviews, support tickets, and survey responses to identify patterns and priorities.

sapph1re/feedback-synthesis-mcp

D/43
tools pending

SSH MCP Server

SSH MCP Server lets you manage remote Linux servers through natural language in VS Code Copilot Chat. Instead of switching to a terminal and remembering SSH commands

bhayanak/ssh-mcp-server

D/43
tools pending

ms-agentframework

Production-ready integration of Microsoft Agent Framework with MCP, enabling AI agents to access tools like weather queries, calculations, and Taiwan stock prices through SSE/HTTP streaming transport with Azure OpenAI GPT-4 backend.

jimmyliao/ms-agentframework

D/43
tools pending

Megaraptor MCP

Enables AI assistants to interact with the Velociraptor digital forensics and incident response platform for endpoint management and threat hunting. It supports artifact collection, VQL query execution, and automated forensic investigation workflows.

wagonbomb/megaraptor-mcp

D/43
tools pending

MCP Personal Calendar

A CalDAV-compliant MCP server that enables AI models to manage personal schedules and to-do lists, supporting batch creation, modification, and intelligent timezone adjustments.

Blacol/MCP-PersonalCalendar

D/43
tools pending

ShipSmart-MCP

A standalone MCP server providing shipping tools like address validation and rate previews through a centralized HTTP interface. It serves as the single source of truth for shipping tool behavior across the ShipSmart platform.

nia194/ShipSmart-MCP

D/43
tools pending

MCPHub

A centralized management platform that aggregates multiple Model Context Protocol (MCP) servers into a single unified endpoint for AI agents. It provides a web interface for hot-swappable tool management, proxying of existing servers, and AI-powered generation of custom MCP plugins.

Jayden-Dong/MCPHub

D/43
tools pending

Mochify MCP

MCP implementation for connecting to the Mochify image processing API to convert, compress and resize images.

getmochify/mochify-cli

D/43
tools pending

tmux-mcp-tools

MCP server providing tmux integration tools

PsychArch/tmux-mcp-tools

D/43
tools pending

Rchilli Resume Parser MCP Server

Enables parsing and extracting structured data from resumes using the Rchilli API. Supports resume parsing from public URLs or binary data in base64 format.

BACH-AI-Tools/bachai-rchilli-resume-parser1

D/43
tools pending

Weather MCP Server

Enables real-time weather queries for 12 major Chinese cities and global locations using the wttr.in API. Built on the HelloAgents framework with no API key required.

Racy324/weather-mcp-server

D/43
tools pending

Kontomanager MCP Server

Enables programmatic access to Austrian mobile carriers (yesss!, Georg, XOXO) account management. Allows users to check usage, download bills, manage SIM settings, and configure call forwarding through natural language interactions.

dhofer/mcp-server-kontomanager

D/43
tools pending

CodeView MCP 🪄

AI-powered code-review toolkit: MCP server + CLI to analyze GitHub PRs with local LLM smells, cloud LLM summaries, inline comments, risk gating, and test stub generation.

mann-uofg/codeview-mcp

D/43
tools pending

ThePornDB MCP Service

Integrates ThePornDB API into MCP-compatible applications to search for adult video scenes, movies, and JAV content. It enables users to retrieve detailed performer profiles and comprehensive content metadata through specialized tools for LLM applications.

achenglike/theporndb-mcp

D/43
tools pending

Snowflake MCP Server

Enables Claude to interact with Snowflake data warehouses through natural language for executing SQL queries, exploring schemas, and monitoring data freshness. It streamlines data analysis workflows by bringing Snowflake capabilities directly into the AI conversation.

Legolasan/snowflake_mcp

D/43
tools pending

openocd-mcp

An OpenOCD debug MCP server that manages debugging targets and sessions by reusing VS Code launch configurations. It enables firmware flashing, GDB command execution, and real-time status monitoring of embedded systems.

luiox/openocd-mcp

D/43
tools pending

Serial Port Communication

Enables serial port communication with embedded devices and hardware through configurable connection parameters, multiple data encodings, and session management for IoT development, firmware debugging, and hardware automation.

adancurusul/serial-mcp-server

D/43
tools pending

mcp-servers

A collection of MCP servers and a CLI tool

assagman/mcp-servers

D/43
tools pending

UNO Game MCP Server

An MCP server that enables LLMs to participate in a multi-player UNO card game by providing tools for playing cards, drawing from the deck, and monitoring game state. It uses Redis or local file storage to synchronize gameplay across multiple processes and support turn-based interactions.

viswajit2304/MCP

D/43
tools pending

MongoDB MCP Server 🚀

A powerful Model Context Protocol (MCP) server implementation for MongoDB integration

syedasad-kiwi/mongodb-mcp-bridge

D/43
tools pending

Meeting Scheduler MCP

Enables natural language meeting scheduling by searching IMAP emails for meeting requests, finding available calendar slots from YAML configuration, and creating email drafts with proper threading to maintain personal conversation context.

seb-schulz/meeting-scheduler-mcp

D/43
tools pending

AceDataCloud Flux

Flux AI image generation and editing through the AceDataCloud API platform.

acedatacloud/fluxmcp

D/43
tools pending

LinkedIn Api8 MCP Server

Enables access to LinkedIn data including profile enrichment, company information, job searches, post analytics, and social interactions through the LinkedIn Api8 API with comprehensive search and data retrieval capabilities.

BACH-AI-Tools/bachai-linkedin-api8

D/43
tools pending

browsegrab

A token-efficient browser automation server that enables LLMs to navigate websites, click elements, and extract content using accessibility trees and markdown conversion. It provides eight tools for lightweight browser interaction optimized for performance with local LLM endpoints.

QuartzUnit/browsegrab

D/43
tools pending

milvus-sdk-code-helper

An MCP server designed to assist with generating, converting, and translating Milvus SDK code by retrieving relevant documentation and snippets. It supports PyMilvus code generation, ORM-to-client conversion, and cross-language translation between Python, Java, Go, and other supported languages.

Shawnzheng011019/milvus-sdk-code-helper

D/43
tools pending

Mcp_cosyvoice

Mcp server

943003797/Mcp_cosyvoice

D/43
tools pending

Excel

Reads, writes, and analyzes Excel files with formula-aware capabilities and structured batch operations.

av-volgin/excel-mcp

D/43
tools pending

Freqtrade-MCP

Integrates with the Freqtrade cryptocurrency trading bot via its REST API to enable AI-driven automated trading and bot management. It allows users to fetch market data, monitor performance, manage whitelists, and execute trades through natural language.

worlddebugger/freqtrade-mcp

D/43
tools pending

Tiendanube MCP Server

Enables comprehensive management of Tiendanube and Nuvemshop stores, supporting operations for products, orders, customers, and categories. It provides flexible integration through SSE, HTTP, and STDIO transport modes with full Docker support.

AlexandreProenca/nuvemshop-mcp-server

D/43
tools pending

PromptSmith

An MCP server that provides 'Reasoning as a Service' by analyzing tasks to select and generate meta-prompts from 40 distinct reasoning frameworks. It enables AI agents to optimize their execution strategy based on task complexity and category, featuring tools for strategy recommendation and performance tracking.

BlinkVoid/PromptCore

D/43
tools pending

Spotify

Integrates with Spotify's Web API through OAuth authentication to search for tracks, create new playlists, and update existing playlist details or track lists based on natural language descriptions and themes.

belljustin/spotify-mcp

D/43
tools pending

OpenAI Token Manager MCP

Provides intelligent OpenAI API token management with automatic switching between model tiers when usage limits are reached. It enables users to track daily token consumption, estimate costs before making calls, and manage project-specific usage data.

OpalDecisionSciences/openai-token-manager-mcp

D/43
tools pending

sonarqube-mcp

An MCP server for SonarQube that enables LLM agents to discover projects, analyze code quality metrics, check Quality Gate status, search issues with filters, and rank projects by worst-performing metrics. It provides read-only, safe access to SonarQube instances with structured outputs and error handling.

mshegolev/sonarqube-mcp

D/43
tools pending

MCP WorkBoard CrunchTools

A secure Model Context Protocol server for interacting with the WorkBoard OKR and strategy execution platform. It enables users to manage user profiles and track goal progress through a standardized, containerized interface.

crunchtools/mcp-workboard

D/43
tools pending

Weather Edge MCP Server

Provides calibrated weather probability signals for Kalshi prediction markets by combining dual-model forecasting (NWS + GFS ensemble) to identify mispriced temperature markets. Enables AI agents to access bias-corrected forecasts and edge signals for weather prediction market intelligence.

RJW34/weather-edge-mcp

D/43
tools pending

Quarterback

| Field | Value | |-------|-------| | Repository URL | https://github.com/bobbyrgoldsmith/quarterback | | Name | Quarterback | | Description | Strategic task prioritization and agent orchestration for multi-project operators. 22 MCP tools with 5-factor scoring, advisory document analysis, agent orchestration, webhooks, and time-aware planning. | | Category | Produc

bobbyrgoldsmith/quarterback

D/43
tools pending

NebulaMind

Collaborative astronomy wiki built by AI agents worldwide. Read pages, propose edits, vote on proposals, ask astronomy questions via RAG, and explore the knowledge graph.

DuhoKim/NebulaMind

D/43
tools pending

Yahoo Finance MCP Server

Provides comprehensive financial data from Yahoo Finance, enabling retrieval of stock prices, company information, financial statements, options data, analyst recommendations, and market news through natural language queries.

atishayjn/yfinance-mcp

D/43
tools pending

Trello MCP Server

Provides seamless integration with Trello's API to manage boards, lists, and cards through natural language. It supports full CRUD operations, card movement, and the ability to load Trello resources directly into an LLM's context for analysis.

abdwyer/TrelloMCP

D/43
tools pending

Monzo MCP Server

Provides read-only access to Monzo banking accounts, balances, pots, and transactions with automatic OAuth token refresh and persistent local SQLite caching. Enables spending analysis with category breakdowns and transaction search across cached historical data beyond Monzo's 90-day access window.

partymola/monzo-mcp

D/43
tools pending

fetch-guard

Fetch URLs and return clean, LLM-ready markdown with metadata and layered prompt injection defense. Configurable timeouts, word limits, JS rendering, and link extraction. All-in-one MCP server + CLI.

Erodenn/fetch-guard

D/43
tools pending

OpenClaw Memory Health

$2c

ladyiceberg/openclaw-memory-quality

D/43
tools pending

Midjourney Best Experience MCP Server

An MCP server that provides access to the Midjourney Best Experience API for generating and manipulating images. It enables users to execute prompts and perform actions like upscaling, variations, and zooming directly within MCP-compatible applications.

BACH-AI-Tools/bachai-midjourney-best-experience

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