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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.

39,570 MCPs on the index

Page 818 of 792

41/100
tools pending

Samantha

by arcaman07

MCP server that dynamically extracts and manages user memory from LLM conversations, enabling consistent personalization across different models.

arcAman07/samantha_mcp

41/100
tools pending

Stream

by streampayments

Stream MCP server https://streampay.sa/

streampayments/stream-mcp-server

41/100
tools pending

Fenshitu MCP

by hopkdj

Generates professional A-share intraday stock charts with 1-day and multi-day views, matching Chinese trading software styles.

hopkdj/fenshitu-mcp

41/100
tools pending

SystemManager

by elouardyabderrahim

Provides system-specific metadata through a tool that returns data for a given category.

elouardyabderrahim/mcp

41/100
tools pending

sheridan-lab-jack

by jackg27

Provides AI agents with SSH-based tools to manage Nokia SR Linux network devices in ContainerLab environments. Enables retrieval of device information, interfaces, routes, and running configurations, plus the ability to configure network interfaces through natural language commands.

JackG27/sheridan-lab-jack

41/100
tools pending

mcp_server_image_selector

by lka

Enables interactive selection of image regions from images and PDFs, with OCR support and automated export of selected regions as separate files.

lka/mcp_server_image_selector

41/100
tools pending

AI App MCP

by yh008

A production-ready Python MCP server supporting stdio and Streamable HTTP transports, providing tools for health check, user query normalization, knowledge base search, document retrieval, and RAG prompt construction.

yh008/Mcp

41/100
tools pending

Laptop Hardware MCP Server

by shreshtthh

A Windows-based MCP server that provides real-time hardware telemetry and system stats including CPU, RAM, disk, and battery information to GitHub Copilot. It enables users to monitor performance and retrieve detailed system specifications through natural language commands.

Shreshtthh/MCP

41/100
tools pending

Hebcal MCP Server

by shaymc3

Provides access to Jewish holiday calendars and Shabbat candle lighting and Havdalah times for various cities via the Hebcal API. It enables users to query specific holiday dates and weekly Shabbat schedules through natural language.

shaymc3/hebcal-mcp

41/100
tools pending

SkyFi MCP Server

by pskinnertech

Integrates SkyFi satellite imagery and OpenStreetMap services with AI applications to enable high-resolution image searching, ordering, and area monitoring. It provides 21 tools for geospatial tasks, including geocoding, tasking quotes, and satellite pass prediction.

PSkinnerTech/SkyFi-MCP-server

41/100
tools pending

Playwright MCP Server

by dbustosjr

A production-ready browser automation server that enables AI assistants to interact with web pages using tools for navigation, element interaction, and data extraction. It features a built-in Inspector UI and robust crash recovery for reliable automated testing and information retrieval.

dbustosjr/playwright-mcp-server

41/100
tools pending

Retail Analytics Agent

by sourabhsurana06

An MCP server that combines SQL and RAG tools into a reasoning agent for answering retail analytics questions using natural language.

sourabhsurana06/retail-analytics-agent

41/100
tools pending

mdbp-server

by dorukyelken

Enables AI systems to securely query databases using structured intents (MDBP) with automatic schema discovery and policy enforcement.

DorukYelken/Model-Database-Protocol

41/100
tools pending

fal-mcp

by guillaumeboniface

An MCP server that integrates fal.ai's image generation and editing capabilities into MCP-compatible clients. It enables text-to-image generation, style application via LoRAs, and image editing using natural language instructions.

guillaumeboniface/fal-mcp

41/100
tools pending

小红书热帖获取

by chasespace

根据关键词获取小红书的热帖数据,需要钉钉扫码登录,配合 Chrome 使用。

chaseSpace/mcp_fetch_xhs_post

41/100
tools pending

MCP Prometheus

by yeonkyu-git

An MCP server for Prometheus-based monitoring that enables users to query system metrics, resource usage, and PostgreSQL health across multiple environments. It supports both predefined diagnostic checks and custom PromQL execution for comprehensive server monitoring and troubleshooting.

yeonkyu-git/MCP-Prometheus-Loki

41/100
tools pending

Streamable HTTP MCP Server

by ilil1

Serve MCP resources and tools over a streamable HTTP interface to enable dynamic integration with LLM applications. Provide efficient, real-time access to external data and actions through a standardized protocol. Enhance LLM capabilities by exposing custom tools and resources via HTTP streaming.

ilil1/mcp_server_streamable_http

41/100
tools pending

business-card-watchdog

by cochranresearchgroup

Business Card Watchdog is an installable, user-scoped service for processing large batches of business card images from watched folders. It exposes CLI, API, MCP, and watched-folder surfaces for deterministic orchestration and routing to Google Contacts or Odoo.

CochranResearchGroup/business-card-watchdog

41/100
tools pending

fast_award_screener_mcp

by lprdgds

Screens DIBBS RFQs for micro-purchase viability using deterministic logic without LLM calls.

lprdgds/fast-award-screener-mcp

41/100
tools pending

nano-pdf-mcp

by eren0315

Memory-efficient MCP server for reading and splitting large PDF files page by page using PyMuPDF.

eren0315/nano-pdf-mcp

41/100
tools pending

MCP4DRL

by mostapow

Exposes a trained Deep Q-Network agent for business process resource allocation, enabling natural language interaction with reinforcement learning models. It provides tools for simulation control, Q-value analysis, and action explainability to make complex decision-making transparent.

mostapow/mcp4drl

41/100
tools pending

minio_mcp

by clearmind1

A FastMCP-based server that enables uploading text and base64-encoded content to MinIO object storage through an HTTP transport. It supports automated bucket management and secure file path generation to streamline remote storage operations.

ClearMind1/minio_mcp

41/100
tools pending

Flight Finder MCP

by ellisp97

Enables Claude to search and compare flights across multiple providers (Skyscanner, Google Flights, Kiwi.com) with smart caching, parallel queries, and flexible filtering.

ellisp97/FlightFinderMCP

41/100
tools pending

Doubao Image Description MCP Server

by 9527wow

Enables visual understanding and image description capabilities for iFlow CLI and Claude Desktop using Doubao's vision model. It supports 18 image formats and features automatic optimization, caching, and Chinese language optimization.

9527wow/doubao-image-mcp

41/100
tools pending

MCP MySQL Server

by cnosuke

MCP server that acts as a MySQL Client implemented in Go language

cnosuke/mcp-mysql

41/100
tools pending

case-chronology-mcp

by medelman17

A Model Context Protocol server for building and managing chronological timelines of case events, enabling legal professionals to organize complex case histories with smart date parsing, document parsing, multi-format export, and advanced search.

medelman17/case-chronology-mcp

41/100
tools pending

viridis-agent-fleet

by jdhart81

The trust-and-settlement rails of the agent economy: identity, trust, escrow, metering, arbitration, compute-carbon ledger, covenant, provenance, offsets, ERC-8004 bridge, surety, notary, and discovery — plus sellable measurement/CAD services. Durable, machine-checkable invariants, free rails.

jdhart81/viridis-agent-fleet

41/100
tools pending

swag

by maxradzey

Enables agents to browse a catalog of OpenAPI specs, search for operations, and retrieve full operation contracts to build API requests without calling the target APIs.

MaxRadzey/swag-mcp

41/100
tools pending

Product MCP Server

by karthikasasanka

Enables natural language product management (CRUD) with multiple classification methods, including LLM-based and fast ML classifiers, for product creation, listing, updating, and deletion via a chat interface.

karthikasasanka/product-mcp-server

41/100
tools pending

Exhibition Big Data MCP Server

by handaas

Provides comprehensive tools for querying enterprise exhibition records, searching for industry exhibitions, and retrieving detailed venue information across China. It enables users to analyze participation history and discover specific events using keyword-based fuzzy searching.

handaas/exhibition-mcp-server

41/100
tools pending

Movie Booking Assistant

by joshlijo

Provides a suite of tools for searching movies, checking showtimes, and managing ticket bookings for Bangalore cinemas. It enables AI clients to handle end-to-end movie theater interactions including seat availability checks and reservation management.

joshlijo/movie_mcp

41/100
tools pending

MCP Travel Weather Server

by zral

A learning-oriented MCP server that provides weather forecast tools for travel planning, using OpenWeatherMap and geocoding APIs.

zral/mcp-ws

41/100
tools pending

opendota-mcp-server

by hkaanengin

Enables querying Dota 2 player statistics, match data, and hero information through the OpenDota API using natural language.

hkaanengin/opendota-mcp-server

41/100
tools pending

flink-mcp

by cledar

Enables interaction with Apache Flink clusters via the SQL Gateway, allowing query execution, session management, and job control through MCP tools.

Cledar/flink-mcp

41/100
tools pending

mealie-mcp

by nigelvanhattum

Docker-hosted MCP server for Mealie that enables AI agents to read cookbooks, extract recipes, translate them if needed, store them in Mealie, and verify the results.

NigelVanHattum/mealie-mcp

41/100
tools pending

Google Sheets Reader MCP Server

by gustavodaitx

Enables reading data from a Google Sheets spreadsheet via the read_sheet tool, integrating real-time sheet data with an AI reminder assistant.

gustavodaitx/AppMcp

41/100
tools pending

Code Declaration Lookup MCP Server

by osinmv

Enables full-text search for code declarations across multiple languages using SQLite FTS5 and universal ctags, allowing users to search for functions, classes, and other code elements.

osinmv/function-lookup-mcp

41/100
tools pending

MistMind MCP Server

by nagarjun226

Enables LLMs to interact with the Juniper Mist API via a dynamic index and sandboxed code execution, allowing search and execution of all 1,011 endpoints without pre-training.

nagarjun226/mistmind

41/100
tools pending

BigQuery Readonly MCP

by growth-management

Enables reading BigQuery data from ChatGPT using read-only SQL queries, with OAuth authentication and project-level access control.

Growth-Management/bigquery-readonly-mcp

41/100
tools pending

bilibili-mcp

by xspadex

A MCP tool to fetch Bilibili hot list videos, supporting configurable top-K results via async HTTP requests.

xspadex/bilibili-mcp

41/100
tools pending

MCP Email Service

by marary

Enables sending emails (including mass emailing), querying, updating, and canceling delayed emails via the Resend API.

Marary/mcp_server_email

41/100
tools pending

fitness-mcp-server

by ewongz

Provides MCP servers for Claude to access fitness data from Strava and intervals.icu, enabling natural language queries for activity analysis, advanced training metrics, and wellness tracking.

ewongz/fitness-mcp-server

41/100
tools pending

CDP MCP Server

by atharva-joshi77

An MCP server that provides LLMs with access to Acquia's Customer Data Platform API. It offers approximately 300 tools for managing CDP tenants, campaigns, workflows, reports, and other administrative tasks, along with eight playbook resources that guide multi-step workflows.

atharva-joshi77/cdp-mcp

41/100
tools pending

mcp-trademark

by caiuschrom-a11y

USPTO Trademark Watcher MCP server enabling trademark search, watch, and alert management from within Claude or other MCP clients.

caiuschrom-a11y/mcp-trademark

41/100
tools pending

mcp-edge-gateway

by zanzythebar

Public Go runtime for MCP edge, MCP control plane, and Coolify deployment artifacts

ZanzyTHEbar/mcp-edge-gateway

41/100
tools pending

brain-mcp

by delian-research

An MCP server for managing Obsidian-style note vaults, providing tools for full-text search, note creation, and backlink tracking. It enables users to navigate, structure, and update their personal knowledge base through natural language.

delian-research/brain-mcp

41/100
tools pending

PolyMind MCP

by su-an-coder

An AI-driven platform for analyzing Polymarket prediction markets using on-chain data, offering smart money tracking, sentiment analysis, and arbitrage detection via natural language queries.

SU-AN-coder/Poly-Mind-MCP

41/100
tools pending

Reprise

by tepesama

Un-flattens flat AI designs into editable layers with bit-perfect reproduction and fidelity scoring, enabling agents to reproduce, detect elements, and diagnose designs via MCP.

tepesama/reprise

41/100
tools pending

AmiyaBot MCP Server

by amiyabot

Provides MCP server and CLI for querying Arknights game data, including operator skills, glossary, and resource updates.

AmiyaBot/Amiya-Bot-mcp-server

41/100
tools pending

ilma

by brotal-llc

Framework-agnostic MCP server for agent memory with Postgres + pgvector, enabling persistent memory, recall, and task management across sessions.

Brotal-LLC/ilma

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