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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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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 820 of 792

41/100
tools pending

recon-mcp

by tobiasguta

A local Python MCP server for safe, human-led bug bounty recon, providing lightweight helpers for scope checks, headers, robots.txt, sitemap.xml, JavaScript URL collection, endpoint extraction, URL deduplication, evidence notes, and manual test planning.

tobiasGuta/recon-mcp

41/100
tools pending

Lunch Money MCP Server

by sharph

Enables interacting with the Lunch Money personal finance API through MCP tools for retrieving user info, transactions, and performing calculations, with minimal response sizes.

sharph/lunchmoney-mcp-mini

41/100
tools pending

mcp-annuities-server

by btholath

Enables retrieval of annuity client data, payout calculations, and portfolio analysis, with prompt templates for generating client reviews, summaries, and reports.

btholath/mcp-annuities-server

41/100
tools pending

Enterprise Financial Compliance Audit Framework

by nikhil-sharma-dotcom

A production-grade MCP server that automates financial compliance audits by combining LLMs with structured analysis, enabling policy validation, risk profiling, and automated reporting.

nikhil-sharma-dotcom/MCP-Server

41/100
tools pending

MCP Agent with Web Search Integration

by swastikmaiti

Enables interaction with an AI assistant powered by GPT-4o that can answer queries and fetch real-time web search data via Serper API.

swastikmaiti/ModelContextProtocol-MCP

41/100
tools pending

RankedLM MCP Server

by ezeh8

An auditable MCP gateway with JWT authentication and PostgreSQL audit logs, exposing 4 tools for permission validation, audit logging, access request, and history queries.

Ezeh8/rankedlm-tool-access-controller

41/100
tools pending

Google Sheets Kanban MCP Server

by mayronjr

Enables task management and Kanban board tracking using Google Sheets as a database via the Model Context Protocol. It supports advanced filtering, batch operations, and full lifecycle management of project tasks within a spreadsheet.

mayronjr/mcp-server-project-tracker

41/100
tools pending

vision_mcp

by rongtianjie

Enables LLMs like DeepSeek to understand images by calling external vision models via OpenAI-compatible API. Provides tools to describe images or diagnose connectivity.

rongtianjie/vision_mcp

41/100
tools pending

appium-mcp-server

by argneshu

Provides Appium mobile automation capabilities to Claude and other MCP-compatible clients, enabling cross-platform iOS and Android automation, element interaction, and session management.

argneshu/appium-mcp-server

41/100
tools pending

rocketmatter-mcp

by rosenadvertising

Enables interaction with Rocketmatter legal practice management via natural language, covering matters, clients, tasks, time, invoices, calendar, documents, and trust accounting.

RosenAdvertising/rocketmatter-mcp

41/100
tools pending

MCP-Server-for-CFD

by davefan-nchc

Provides aerodynamic analysis tools through MCP, enabling geometry generation, meshing, CFD solving, and visualization for 2D airfoils.

DaveFan-NCHC/MCP-Server-for-CFD

41/100
tools pending

Taipei Zoo Guide (mcp-tw-zoo)

by simonliu-moltbot

Provides information about animals at the Taipei Zoo, including their habits, habitats, and distribution across various park areas. It enables users to search for specific animals and browse regional guides using data from the Taipei City Open Data platform.

simonliu-moltbot/mcp-tw-zoo

41/100
3 tools

screenshot-vision-mcp

by avs845

An MCP server that captures screenshots of URLs or local app windows and analyzes them with a local Ollama vision model, enabling Claude to visually inspect web pages and desktop applications without sending image data externally.

AVS845/screenshot-vision-mcp

41/100
tools pending

ruvos_old

by dgdev25

rUvOS — the agentic operating system. A single static Rust binary that runs as an MCP server, giving Claude Code persistent memory, resumable signed sessions, multi-agent orchestration, a knowledge graph, safety guardrails, and a signed audit trail. Zero Node.js, zero SQLite, zero daemon.

dgdev25/ruvos_old

41/100
tools pending

MCP-QA

by qa-reysser

An MCP server for the comprehensive analysis of Swagger 2.0 and OpenAPI 3.x contracts. It allows users to extract detailed information about endpoints, request/response schemas, parameters, and security configurations from API documentation.

qa-reysser/mcp-qa

41/100
tools pending

Code Expert MCP Server

by lfnovo

Analyzes codebases from local directories, GitHub, and Azure DevOps, providing intelligent context to AI coding assistants through repository structure, critical files, and semantic maps.

lfnovo/code-expert-mcp

41/100
tools pending

PostgreSQL MCP Server

by adelhassen

Enables AI assistants to interact with PostgreSQL databases by executing SQL queries and inspecting database schemas. It provides tools to facilitate database exploration and management through the Model Context Protocol.

adelhassen/postgres-mcp-server

41/100
tools pending

Clash Royale MCP Server

by colbymk97

An MCP server that integrates with the official Clash Royale API to provide real-time data on players, clans, cards, and tournaments. It enables users to query battle logs, chest cycles, and global rankings directly through Claude Desktop or Claude Code.

colbymk97/clash-royale-mcp

41/100
tools pending

Salesforce MCP Server

by dhruvshekhawat504-eng

Enables lead management and permission set operations on Salesforce through the MCP protocol.

dhruvshekhawat504-eng/mcp-server-

41/100
tools pending

MyAIGist MCP

by schwim23

A local document intelligence and knowledge management server for Claude Desktop that provides RAG-powered Q\&A, media transcription, and URL crawling. It features 11 tools for processing various file types and managing a persistent local vector store with zero infrastructure costs.

schwim23/myaigist_mcp

41/100
tools pending

AT Bridge

by zeng-andrew

MCP server that enables AI assistants to debug IoT modules by sending AT commands over serial ports, with a built-in knowledge base for chip platform commands.

zeng-andrew/at_bridge

41/100
tools pending

Slack MCP

by antonhofstader

A .NET-based Model Context Protocol server and Python client for interacting with the Slack Web API. It enables AI models to manage channels, send messages, retrieve chat history, and handle emoji reactions.

antonhofstader/SLACK-MCP

41/100
tools pending

Azure SQL MCP Server

by lostspace003

Connects Microsoft Copilot Studio to Azure SQL Databases, enabling natural language interactions for data querying, record management, and schema inspection. It features 12 specialized tools for performing CRUD operations, executing SQL queries, and generating data visualizations like charts.

lostspace003/copilot-studio-azure-sql-mcp

41/100
tools pending

GitScribe

by akhilthomas236

GitScribe is an MCP server that enables intelligent web scraping of Git-based documentation with RAG capabilities, helping code assistants efficiently extract and retrieve information from documentation websites and repositories.

akhilthomas236/gitscribe

41/100
tools pending

apidocs-mcp-server

by as950118

Provide a server implementation for the Model Context Protocol (MCP) to enable dynamic integration of LLMs with external data and tools. Facilitate standardized access to resources, tools, and prompts for enhanced LLM capabilities. Simplify the development of MCP-compliant servers for various applications.

as950118/apidocs-mcp-server

41/100
tools pending

Verified Burst

by ericutility-prog

MCP stdio server, one tool buy_verified_burst — x402 pay-only-if-verified inference.

ericutility-prog/verified-burst-broker

41/100
tools pending

Scrapegraphai_MCP

by heartlovelung

A local stdio MCP server for structured web scraping with ScrapeGraphAI and an OpenAI-compatible model API, providing tools to list models and scrape URLs.

HeartLoveLung/Scrapegraphai_MCP

41/100
tools pending

simulink-mcp

by wya5217799

Give AI agents structured access to Simulink models via the MATLAB Engine for Python, enabling model lifecycle management, parameter queries, diagnostics, and more.

wya5217799/simulink-mcp

41/100
tools pending

Multi-MCP Hub

by manbavaran

A centralized gateway and router that integrates multiple MCP servers into a single endpoint with built-in policy enforcement and secret management. It features a Web GUI for managing tool access, audit logs, and multi-environment configurations across various sub-servers.

manbavaran/Multi-MCP

41/100
tools pending

HR MCP Server

by anevjes

An HR management server that provides access to employee directory information, sensitive PII, and salary data through a scope-based authorization system. It enables users to view, search, and update employee records and organizational charts using tools mapped to specific permission levels.

anevjes/demo-hr-mcp-hack

41/100
tools pending

Social Search MCP

by shubhamekapure

A Model Context Protocol (MCP) server that empowers LLMs to search across specific social media platforms using the industry's best search engines.

shubhamekapure/social-search-mcp

41/100
tools pending

EMMA MCP

by ark9164-create

A custom MCP server that enables Claude to access and query municipal bond data from the MSRB's EMMA website, which lacks a public API. It provides 18 tools for searching bonds, downloading official statements, and extracting financial data through natural language prompts.

ark9164-create/blaylock-emma-mcp

41/100
tools pending

Browserbase MCP Server

by madaoq

Provides cloud browser automation capabilities for AI agents, including creating, managing, and retrieving recordings and logs from browser sessions.

madaoQ/browserbase-mcp

41/100
tools pending

Unit Converter MCP Server

by robbo-lab

Provides unit conversion tools (celsius/fahrenheit, kilometers/miles) via MCP, along with resources and prompts for conversion explanations and API usage.

Robbo-lab/mcp-cicd-test

41/100
tools pending

Obsidian MCP Learning System

by dhruvvenkat

A local MCP server that transforms an Obsidian vault into a structured learning interface through tools for concept extraction and gap analysis. It enables AI agents to generate study plans and align note-taking with implementation projects for a more cohesive learning workflow.

dhruvvenkat/obsidian-mcp

41/100
tools pending

Prepcast MCP

by bbadhub

A comprehensive framework for building and deploying commercial MCP servers with integrated billing, usage metering, and Stripe payment processing. It enables developers to monetize AI tools through a complete ecosystem including API key management, affiliate tracking, and automated deployment scripts.

Bbadhub/prepcast-mcp

41/100
tools pending

Jira MCP Server

by harshalmittal4

Provides read-only issue and project management tools for Jira Server/DC, enabling querying issues, projects, and assignments via natural language.

harshalmittal4/JiraMCPServer

41/100
tools pending

sap-btp-destination-mcp

by facusada

A Python MCP server that authenticates with SAP BTP, reads Destination Service configurations, and exposes endpoints and MCP tools to access and call these destinations.

facusada/mcp-btp

41/100
tools pending

Weather MCP Server

by karannsharma01

Provides real-time US weather alerts and forecasts using the National Weather Service API.

karannsharma01/MCP

41/100
tools pending

autotest_iot

by liuyuyan6100

MCP server that exposes hardware automation tools (build, flash, serial capture, symbolization, relay control) for ESP32-S3 boards, with board-level concurrency locks and remote access.

liuyuyan6100/autotest-iot

41/100
tools pending

Document Search MCP Server

by bpweatherill

A local MCP server providing read-only access to documents like Word, PDF, Excel, and images, with file listing, reading, and metadata extraction.

bpweatherill/Document-Search-MCP-server

41/100
tools pending

Memory MCP

by dsins

A production-grade memory server for LibreChat that stores conversation turns and distills durable memories like decisions, constraints, and assumptions. It provides hybrid retrieval and consistency auditing to ensure AI plans remain aligned with established context and previous decisions.

dsins/mcpmemo

41/100
tools pending

Vicon DataStream MCP Server

by ros-claw

Enables AI agents and LLMs to interact with Vicon motion capture systems for real-time streaming of kinematic data, markers, force plates, eye trackers, and camera calibration.

ros-claw/vicon-datastream-mcp

41/100
tools pending

CSV MCP Server

by cledupe

Enables AI assistants to answer natural language questions about data in CSV files using Polars filter expressions.

cledupe/mcp-csv

41/100
tools pending

StudyPilot MCP Server

by anchal-verma04

Provides tools to extract key facts from study notes, generate quizzes, and grade answers via JSON-RPC.

Anchal-Verma04/studypilot-ai

41/100
tools pending

MCP Server

by yashwitam

An MCP server that provides document management capabilities including reading, editing, and summarizing documents through a CLI chat interface powered by Claude AI.

yashwitam/mcp-server

41/100
tools pending

ICON mcp v105

by traia-io

Enables AI agents and LLMs to interact with the ICON mcp v105 API through standardized tools. It supports Model Context Protocol integration for seamless access to ICON endpoints and asynchronous operations.

Traia-IO/icon-mcp-v105-mcp-server

41/100
tools pending

VPN As A Service MCP

by nolaan

Enables AI agents to manage VPN infrastructure through provisioning, lifecycle control, traffic routing, and health monitoring.

Nolaan/ai_vpn_mcp

41/100
tools pending

interzoid-mcp-server

by interzoid

MCP server exposing 29 AI-powered Interzoid data quality APIs — company/name/address matching and deduplication, business intelligence, email trust scoring, data standardization, verification, translation, and more. Supports API key authentication and x402 crypto micropayments.

interzoid/interzoid-mcp-server

41/100
tools pending

mackerel-mcp-server

by ryuichi1208

MCP server implementation for Mackerel monitoring service.

ryuichi1208/mackerel-mcp-server

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