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

23,503 MCPs on the index

Page 194 of 471

73/100 Code
6 tools

Snowflake MCP Server (Read-Only)

by sgriffin-magnoliacap

Enables read-only interaction with Snowflake databases through SQL queries, schema exploration, and data insight tracking. Provides tools to query data, list databases/schemas/tables, describe table structures, and maintain a memo of discovered insights.

sgriffin-magnoliacap/mcp-snowflake-server-readonly

73/100 Code
7 tools

kospi-kosdaq-stock-server

by dragon1086

An MCP server that provides KOSPI/KOSDAQ stock data using FastMCP

dragon1086/kospi-kosdaq-stock-server

73/100 Code
1 tools

awesome_well_mcp

by elf004-star

基于LuckyCola开放能力的MCP(Model Context Protocol)服务。支持图片合规性检查、文件操作、图片压缩、图片OCR等丰富功能.

elf004-star/elf004GH_vault_awesome_well_structure

73/100 Code
tools pending

Mcp Server Danchoicloud

by hoangndst

MCP Server

hoangndst/mcp-server-danchoicloud

73/100 Code
3 tools

ArXiv Sync MCP Server

by marfago

Enables AI assistants to search, download, and access arXiv papers with local storage and date filtering via the Model Context Protocol.

marfago/arxiv-sync-mcp-server

73/100 Code
2 tools

mcp-sudact

by atomno-mcp

MCP server for Russian court practice (Sudact): full-text case search by law article, court, instance and dates, with access to full decision texts.

atomno-mcp/mcp-sudact

73/100 Code
tools pending

Clickup Universal MCP Server

by universal-mcp

Enables interaction with Clickup's project management tools through the MCP protocol, allowing task and project operations via natural language.

universal-mcp/clickup

73/100 Code
11 tools

tessera

by dr-code

Provides persistent codebase memory for Claude Code, enabling semantic understanding of the project structure and action history across sessions to reduce redundant file reads.

dr-code/tessera

73/100 Code
5 tools

Kafka MCP Server

by devarshkumbhare

Enables interaction with Apache Kafka topics, allowing users to publish messages to and read messages from Kafka instances through natural language.

DevarshKumbhare/MCP-Kafka

73/100 Code
3 tools

MCP Time Server

by maithanhduyan

A Model Context Protocol server providing current time retrieval and timezone conversion using IANA timezones.

maithanhduyan/mcp-server

73/100 Code
11 tools

Shioaji MCP Server

by offbeat-studio

An MCP server that provides standardized access to the SinoPac Securities Shioaji trading API for market data retrieval and order management. It enables users to search contracts, access real-time market snapshots, and manage trading accounts through a secure, model-compatible interface.

offbeat-studio/shioaji-mcp

73/100 Code
tools pending

NoteDiscovery MCP Server

by gamosoft

NoteDiscovery is a self-hosted plain-markdown notes app (MIT, no telemetry) with a built-in stdio MCP server. The server exposes tools so AI clients (Claude Desktop, Cursor, etc.) can search, read, create, edit, tag, and instantiate templates against the same vault the web UI uses.

gamosoft/NoteDiscovery

73/100 Code
20 tools

KIMAI MCP Server

by walterp

Enables LLMs to interact with KIMAI 2 time tracking for managing timesheets, projects, activities, customers, and generating reports.

WalterP/kimai-mcp

73/100 Code
6 tools

videre-mcp

by veedubin

Bridges vision models to text-only coding models using Florence-2, enabling non-vision LLMs to describe images, extract text, and analyze screenshots via MCP tools.

Veedubin/Videre-MCP

73/100 Code
1 tools

MCP MeloTTS Audio Generator

by aardpro

Enables AI assistants to convert text to high-quality speech audio using MeloTTS. Automatically splits long texts into segments, generates WAV files, and merges them using ffmpeg with support for multiple languages and customizable speech parameters.

aardpro/mcp-melotts

73/100 Code
tools pending

QR Code By API Ninjas MCP Server

by bach-ai-tools

Enables generation of customizable QR codes through the API Ninjas service, supporting multiple image formats (PNG, JPG, SVG, EPS) with configurable colors and sizes.

BACH-AI-Tools/bachai-qr-code-by-api-ninjas

73/100 Code
tools pending

nc-forms-mcp

by erniomaldo

MCP server for the Nextcloud Forms API v3 that enables secure creation, update, cloning, and validation of forms without exposing credentials to the AI agent.

erniomaldo/nc-forms-mcp

73/100 Code
tools pending

QiuChi

by chain-engine

A production-grade MCP server framework with plugin system, middleware pipeline, and multi-transport support for building LLM tool services.

chain-engine/x-QiuChi

73/100 Code
4 tools

Tracking MCP

by mindfullabai

A generic MCP server for tracking any entity type (e.g., weight, workouts, books) without predefined schemas, using SQLite with JSON columns for flexible data storage and querying.

mindfullabai/tracking-mcp

73/100 Code
1 tools

mcp-taiyi

by molpass

Calculates Taiyi Shenshu (太乙神數) based on a given datetime and returns structured text and a board PNG image.

molpass/mcp-taiyi

73/100 Code
tools pending

sjtu-canvas-mcp

by aspirin0000

Provides MCP tools to read SJTU Canvas data, download course files, and access video/subtitle resources without authentication simulation.

Aspirin0000/sjtu-canvas-assistant

73/100 Code
2 tools

eywa-mcp

by buildoak

Provides cross-session memory for Claude Code by extracting structured handoffs at session end and retrieving relevant past context at session start.

buildoak/eywa-continuum

73/100 Code
17 tools

Secure MCP Server

by urabewe

Production-ready MCP server with web search, persistent memory, multi-user support, and SwarmUI integration.

Urabewe/uMCP

73/100 Code
6 tools

dbt-insight-mcp-server

by ryutoyoda

A Model Context Protocol server for managing and executing dbt Cloud jobs via Claude, with search, run history, and job triggering capabilities, including safety confirmations.

RyutoYoda/dbt-insight-mcp-server

73/100 Code
11 tools

MCP Predictive Market

by ericgrill

Aggregates prediction market data from 5 major platforms (Manifold, Polymarket, Metaculus, PredictIt, Kalshi), enabling users to search markets, compare odds across platforms, detect arbitrage opportunities, and track predictions through natural language.

EricGrill/mcp-predictive-market

73/100 Code
tools pending

Deezer 1 MCP Server

by bach-ai-tools

Enables access to the Deezer 1 API through MCP protocol. Requires API key authentication and supports integration with Cursor and Claude Desktop for interacting with Deezer services.

BACH-AI-Tools/deezer_1

73/100 Code
tools pending

Fider MCP Server

by ringostat

Enables interaction with Fider customer feedback platforms, supporting post management, commenting, tagging, and status updates through natural language commands.

ringostat/fider-mcp

73/100 Code
12 tools

legal_mcp

by barwojcik

Enables semantic search over Polish court judgments and legislative acts via MCP. Allows LLMs to retrieve legal documents using natural language queries.

barwojcik/legal_mcp

73/100 Code
26 tools

ERINYS

by ghostyai-ha

Reflexive Memory for AI Agents - MCP Server. Remembers, forgets, questions, and bites.

GhostyAI-HA/ERINYS-mem

73/100 Code
tools pending

Flask-MCP-Plus

by maocatooo

Flask-MCP-Plus enables developers to create MCP servers using Flask, with support for defining tools, resources, and prompts with automatic schema generation and type safety.

maocatooo/flask-mcp-plus

73/100 Code
2 tools

Shell MCP Server

by heffrey78

Enables safe shell command execution with configurable directory and command restrictions, allowing Claude Desktop to run shell commands securely.

heffrey78/shell-mcp-server

73/100 Code
tools pending

sdwan-netops-public-example

by folk00

Enables LLMs to create, onboard, and diagnose Cisco SD-WAN branch edges using MCP tools that interact with a FastAPI automation backend, with guardrails for safe operations.

folk00/ai-sdwan-mcp-poc

73/100 Code
tools pending

SCMCP

by scmcphub

An MCP server that enables scRNA-Seq analysis through natural language, providing tools for data preprocessing, clustering, and biological visualization. It supports both predefined function execution and a flexible code mode powered by a Jupyter backend for automated single-cell transcriptomics workflows.

scmcphub/scmcp

73/100 Code
tools pending

LinkedIn Bulk Data Scraper

by bach-ai-tools

An MCP server that provides access to the LinkedIn Bulk Data Scraper API and various utility tools for data extraction and processing.

BACH-AI-Tools/bachai-linkedin-bulk-data-scraper

73/100 Code
3 tools

Domainr MCP Server

by danohn

Enables domain name search, availability checking, and registration URL retrieval using the Domainr API. Supports intelligent domain suggestions with advanced filtering by registrar, keywords, and location for AI-assisted domain research workflows.

danohn/domainr-mcp-server

73/100 Code
6 tools

YouTube Trending MCP Server

by aikong2024

Collect YouTube trending videos without web scraping via yt-dlp MCP server. No API keys required, supports category filtering and daily rankings.

AIKONG2024/youtube-trending-mcp

73/100 Code
4 tools

mcp_agent

by jameshung2015

public server for mcp

jameshung2015/mcp_agent

73/100 Code
8 tools

Chatlog MCP Server

by yhai3596

Enables users to analyze, search, and export chat logs from various platforms through tools for managing chatrooms, contacts, and sessions. It supports advanced filtering by time, keyword, and sender to provide detailed message analytics via MCP-compatible clients.

yhai3596/MCP-chatlog

73/100 Code
10 tools

Google Ads MCP Server

by yeswanthreddyk

Connects MCP clients to the Google Ads API v23, enabling account listing, GAQL queries, campaign management, and performance reporting through natural language.

yeswanthreddyk/Google-ads-MCP

73/100 Code
3 tools

SQL Database Connector

by bryr0

Provides unified database connectivity across MySQL, Microsoft SQL Server, Oracle, and Sybase through standardized tools for executing queries, describing schemas, and browsing resources.

bryr0/sql-mcp

73/100 Code
tools pending

CoreMemory-MCP

by michaelfeng

Provides a local, persistent long-term memory service for MCP-compatible AI agents, enabling them to store, search, and recall information across sessions.

michaelfeng/CoreMemory-MCP

73/100 Code
tools pending

omnigent

by francescostabile

Universal autonomous agent framework with ReAct loop, multi-provider LLM routing, reasoning graph, and MCP integration, domain-agnostic for building specialized AI agents.

FrancescoStabile/omnigent

73/100 Code
3 tools

paddleocr-mcp

by nicvank

A local OCR MCP server that extracts text from images using PP-OCRv6 for fast text extraction and VL-1.6 for document structure analysis, with automatic model routing and GPU detection.

Nicvank/paddleocr-mcp

73/100 Code
3 tools

codex-buddy-for-claude

by leo919cc

Enables Claude Code to leverage OpenAI models for expert code review, deep architecture analysis, and security audits, with automatic markdown report generation.

leo919cc/codex-buddy-for-claude

73/100 Code
5 tools

Media Toolkit MCP Server

by kevinten-ai

Local image processing MCP server providing background removal, stock media search, resize, format conversion, and collage creation.

kevinten-ai/mcp-media-toolkit

73/100 Code
tools pending

Netdetective MCP Server

by bach-ai-tools

An MCP server that provides access to the Netdetective API for querying information about IP addresses. It enables users to retrieve metadata for a specified IP address or the connecting client's default IP address.

BACH-AI-Tools/bachai-netdetective

73/100 Code
16 tools

Unified Search MCP Server

by cn-hash

Enables AI agents to perform multi-platform searches (Douyin, Xiaohongshu, Zhihu, CSDN) and reverse-engineer arbitrary websites using browser automation and CDP.

cn-hash/unified-search-MCP-Server

73/100 Code
tools pending

databricks-mcp

by inav

Exposes Databricks REST APIs as MCP tools for managing and querying a Databricks workspace, including clusters, jobs, SQL, Unity Catalog, and more.

inav/databricks-mcp

73/100 Code
4 tools

Agileday MCP Server

by eficode

Connects Agileday's competence and employee data with LLMs, enabling natural language queries to find experts by skill and retrieve employee competence profiles directly from your chat interface.

eficode/mcp-agileday

73/100 Code
tools pending

MCP SSE Client Python

by zanetworker

Simple MCP Client for remote MCP Servers 🌐

zanetworker/mcp-sse-client-python

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