The MCP Trust Index.

Permission Marketing MCP

Operationalizes Seth Godin's Permission Marketing framework to manage user trust and delegation in AI agent systems through a structured five-level permission ladder. It provides tools for requesting, auditing, and revoking permissions to enable autonomous agent actions within user-defined guardrails.

bircher988/mcp

HealthcareRAGTools

An agentic AI system that enables healthcare professionals to log patient symptoms, retrieve similar clinical cases, and search medical documents using RAG. It integrates a Chroma vector database with the Model Context Protocol to provide real-time clinical decision support.

snikithag/mcp-healthcare

MCP Weather Application (Client-Server)

This repository contains files for building an MCP server for weather tasks.

RoystonDAlmeida/mcp-weather-server

Enterprise Expense Automation System

Enables users to manage company departments, employees, expenses, and performance ratings through a natural language interface in Claude Desktop. It features 12 specialized tools for comprehensive CRUD operations and AI-powered organizational analysis using Google Gemini.

Surya-KF/Enterprise-Expense-Automation-System-using-MCP-NLP

Blender MCP Server

Enables AI agents to control Blender 3D software through natural language commands, supporting object creation, manipulation, materials, rendering, and scene management with 22 tools organized across 6 categories.

gajanm/afterquery_mcp

mcp-runware

Create high-quality images and videos fast from text or reference images. Personalize subjects, upscale, remove backgrounds, generate captions, and auto-mask faces, hands, and people. Upload local files or URLs, discover suitable models, and get shareable links to your results.

elijahdev0/mcp-runware

NOAA Tides MCP Server

An MCP Server for NOAA Tide data

seanofahey/mcp-noaa-tides

mcp-wacli

An MCP server that wraps the wacli tool to enable AI clients to read, search, and send WhatsApp messages through a personal account. It provides comprehensive tools for managing chats, groups, and contacts using an existing authenticated WhatsApp session.

grrek/mcp-wacli

py-mcp-qdrant-rag

Enables semantic search and retrieval-augmented generation (RAG) using Qdrant vector database. Supports indexing documents from URLs and local directories, with flexible embedding options using Ollama or OpenAI.

amornpan/py-mcp-qdrant-rag

Local Snowflake MCP Server

Enables Claude Desktop to interact with Snowflake databases through natural-language SQL queries. Built in Python, it allows secure local integration between LLMs and enterprise data systems for database operations and analysis.

asingh49-cmd/Local-Snowflake-MCP-Server

FastMCP Demo Server

A demonstration server showcasing MCP capabilities with basic tools including addition calculations and weather API integration for fetching city weather data.

rprashar21/mcp

AgentPM

MCP server for the planning and execution of AI-assisted development projects.

gannonh/agent-pm

RedisNexus

RedisNexus is an AI-powered operations intelligence platform that provides 16 enterprise-grade tools for managing Redis data, health monitoring, and cache strategy. It enables AI assistants to perform secure, multi-tenant Redis operations and real-time intelligence analysis within production-ready Kubernetes environments.

rajkumar-madhu/mcp

Digikala MCP Server

Enables intelligent product discovery on Digikala (Iran's largest e-commerce platform) with bilingual search, query optimization, price filtering in Toomans, product details, recommendations, and AI-powered semantic search for clothing and accessories.

rezashahnazar/digikala-mcp-server

CME Prediction Markets MCP Server

Enables verification of natural language claims against CME prediction market data, with tools to query historical trading data, get contract information, and automatically verify claims using NLP-powered parsing.

jjsteffen23/dk_mcp_2

Music Media MCP Server

Enables users to generate AI-powered music videos by analyzing visual content to compose matching soundtracks using Google's Lyria model. The server automatically merges audio and media into playable video artifacts that can be rendered inline within MCP-compatible chatbots.

joshndala/music-media-mcp

paprika-mcp

An MCP server that provides read-only access to the Paprika Recipe Manager, allowing users to list and retrieve recipes, grocery items, and meal plans. It enables seamless interaction with recipe details and category information through the Paprika API.

aarons22/paprika-tools

RDF4J MCP Server

An MCP server that enables AI-powered exploration of RDF data and SPARQL querying via RDF4J. It provides tools for executing queries, searching knowledge graph resources, and retrieving schema summaries.

odysa/rdf4j-mcp

imagen-mcp

Enables intelligent multi-provider image generation through OpenAI and Google Gemini APIs with automatic provider selection, support for reference images, real-time data grounding, and conversational refinement.

michaeljabbour/imagen-mcp

PAL (Multi-Provider AI)

Unifies access to multiple AI model providers including Google Gemini, OpenAI, Azure OpenAI, X.AI Grok, OpenRouter, and custom endpoints through 15+ specialized tools for code analysis, debugging, planning, consensus building, and workflow automation with intelligent model selection and multi-step workflows.

yiwenlu66/mu-mcp

YA_MCPServer Template

A boilerplate template for developing Model Context Protocol (MCP) servers, providing a structured framework for defining tools, resources, and prompts.

zjl13/YA_MCPServer

EduChain MCP Server

Enables AI-powered generation of educational content including multiple-choice questions, lesson plans, and flashcards on any topic through integration with the EduChain library and DeepSeek model via OpenRouter.

agusain2001/educhain-mcp-assignment

Bedrock Server Manager MCP Server

Enables natural language management of Minecraft Bedrock Edition servers through AI assistants. Supports server lifecycle operations, player/world management, backups, add-ons, and automated tasks via the Bedrock Server Manager API.

mdevans1/BedrockMCP

Cuba-memroys

Persistent memory for AI agents with knowledge graph, Hebbian learning, 4-signal RRF fusion search, GraphRAG enrichment, FSRS spaced repetition, and anti-hallucination grounding. 12 tools, PostgreSQL.

LeandroPG19/cuba-memorys

Paint Drawing Agent

This project demonstrates an Agentic AI system that uses a Gemini-powered MCP server to interpret natural language instructions and automate Microsoft Paint using GUI simulation tools on Windows.

shivman/paint-ai-agent

Slack MCP Server

Enables AI-powered Slack workspace management with 18+ tools for messaging, channel management, conversation analysis, and real-time bot responses. Features an autonomous AI agent that can plan and execute complex multi-step tasks combining Slack operations with web research.

bahakizil/slack_mcp

Travel MCP Server

A Model Context Protocol server that enables flight searching, booking, and payment processing. It also provides access to resources like user profiles, pricing rules, and company travel policies.

fahim-ux/mcp

Gmail MCP Server

Enables sending emails through Gmail using Google's Gmail API. Requires OAuth authentication setup through Google Cloud Console.

HeurisTech/gmail-mcp-server

SQL Injection MCP Server

An MCP server for identifying SQL injection vulnerabilities in web applications using various techniques like error-based, time-based, and union-based scanning. It supports bulk URL processing, WAF bypass strategies, and authenticated testing across multiple database systems.

vivashu27/SQLinjector_MCP

InterOrdra MCP

A semantic gap detection tool that identifies miscommunication and misalignment between texts by measuring semantic distance using embeddings. It enables AI agents to analyze conversation sequences for conceptual drift and reframe questions to uncover hidden needs.

rosibis-piedra/interordra-mcp

📚 arXiv MCP Server

A streamlined Model Context Protocol server that connects AI assistants to arXiv's vast collection of academic papers. Search, analyze, and download research papers directly from your AI workflow.

Tejas242/arxiv-mcp

FeelFit MCP Server

Provides access to body composition data from FeelFit smart scales, including measurements like weight, BMI, and body fat. Supports multi-account management and health goal tracking via the FeelFit Cloud API.

tecnologicachile/mcp-feelfit

USDA Nutrition Database MCP Server

Provides intelligent access to the USDA nutrition database through AI assistants, enabling users to search foods, compare nutritional content, find foods high in specific nutrients, and query authoritative nutrition data across 7,146+ food items through natural language.

HemantaPatil/mcp_postgres

ArXiv Research Assistant

Enables researchers to search ArXiv papers, extract key insights (problems, methods, results) from abstracts, and perform ML-powered analysis including topic modeling, trend visualization, and author collaboration networks.

Manaswi875/arxiv-research-mcp

BadRooBot/test_m

Send quick greetings, scrape website content, and generate text or images on demand. Perform web s…

BadRooBot/test_m

Autonome

Autonomous wake/sleep cycle management and cross-agent federation with scheduled messaging and async task coordination

8agana/autonome-mcp

Email by bischoffjeremy

Provider-agnostic email management via IMAP and SMTP with configurable read, send, and delete operations.

bischoffjeremy/email-mcp

MCP Middleware Server

A FastMCP server providing session-based memory and dynamic authentication using LangChain and Google Gemini. It enables persistent conversation history tracking through a session-ID system over HTTP transport.

TapanBhavsar/mcp_middleware

Trello MCP Server

Enables Claude to interact with Trello boards, lists, cards, comments, and attachments through natural language commands. Uses Nango OAuth authentication to provide complete Trello API coverage including creation, updates, search, and project management operations.

ampcome-mcps/trello-mcp

My_tasks_mcp

Simple MCP Server to Task Management

vijaynaikd/my_tasks_mcp

MCP Talk

A lightweight messaging system that enables real-time communication between different AI agents through a shared, file-based message queue. It provides tools for sending, checking, and broadcasting messages to facilitate coordination across isolated project namespaces.

devinvenable/mcp-talk

Notes MCP Server

A local note-taking server that provides intelligent management of markdown files through hybrid keyword and AI-powered semantic search. It enables users to create, find, and retrieve notes using advanced indexing, vector embeddings, and a built-in web viewer.

namp10010/notes-mcp

downscoping-mcp

A security-focused tool that implements least-privilege credential injection for Claude Code by intercepting Bash and MCP tool calls to swap in minimum-privilege tokens. It enables secure execution of CLI commands and MCP operations by matching tool arguments against declarative YAML policies to prevent unauthorized access.

kbroughton/downscoping-mcp

Foundry MCP

Enables spec-driven development workflows with AI assistants, providing tools for managing specification lifecycles, task dependencies, code navigation, testing, and automated reviews through a unified CLI and MCP interface.

foundry-works/foundry-mcp

Ranex Framework

Hybrid governance framework combining Rust-based security scanning with Python application development through contract decorators, enabling automated security auditing and architectural constraint enforcement.

anthonykewl20/ranex-framework

Airline Flight Delays MCP Server

An AI-powered customer service automation system designed to handle flight disruptions by providing real-time flight status, sentiment-aware passenger communication, and personalized engagement activities. It streamlines rebooking, airport recommendations, and human agent handoffs to improve the passenger experience during delays.

chatwithsrini/AirlinesMCP

SmolAgents + MCP servers

AI assistant using the SmolAgents library that integrates with Brave Search and Crawl4ai Model Context Protocols (MCP) servers for web searches and scraping. Modular design allows easy addition of new MCP servers and tools.

FaustoS88/SmolAgents-MCPs

Inventory MCP Server

Manages inventory operations using Supabase/PostgreSQL database, enabling users to add, remove, check stock levels, and list inventory items across multiple locations.

Adiitiir/inventory-mcp-server

Jiminny MCP Server

Enables access to Jiminny sales call transcripts, AI-generated summaries, and action items directly within Cursor. Users can list recent conversations, retrieve speaker-labeled transcripts, and search for specific meeting topics using natural language.

fzheng0222/jiminny-mcp

OpenProject MCP Server

Enables AI assistants to interact with OpenProject installations for comprehensive project management, including creating projects and work packages, managing users and assignments, creating dependencies, and generating Gantt charts through natural language commands.

firsthalfhero/openproject-mcp-server