The MCP Trust Index.

xmcp Demo Application

A demonstration MCP server showcasing the xmcp framework's structured approach to defining tools, prompts, and resources with automatic discovery from their respective directories.

youtapong/demo-xmcp

bhushangitfull/file-mcp-smith

Manage files and folders directly from your workspace. Read and write files, list directories, cre…

bhushangitfull/file-mcp-smith

mcp-pubmed

An MCP server that provides direct access to PubMed and PubMed Central via the NCBI E-utilities API. It enables AI models to search biomedical literature, retrieve detailed article metadata, and download open-access full texts.

benoitleq/mcp-pubmed

Glazyr Viz

Glazyr Viz bypasses fragile DOM scraping and Cloudflare blocks by feeding raw Chromium memory frames directly to your AI agent. Achieve 177 FPS zero-copy vision with built-in, agent-native USDC compute settlement. The Screenshot Tax is over.

glazyr/glazyr-viz

hollaugo/tutorials

Analyze stocks with summaries, price targets, and analyst recommendations. Track SEC filings, divi…

hollaugo/tutorials

iOS MCP Server

Allows LLMs to access, scan, and search photos on connected iOS devices via USB using libimobiledevice and ChromaDB. It supports semantic search, metadata filtering, and automated file organization for efficient media management.

harshaneigapula/ios_mcp

MTG Card Lookup MCP Server

Enables fuzzy lookup of Magic: The Gathering cards by name using the Scryfall API, returning card details including type, oracle text, mana value, and images.

jabelk/mtg-mcp

ReciMCP

A lightweight Python-based MCP server for managing recipes and favorite collections. It provides a structured service-style layout to handle recipe business logic, persistence, and external client interactions.

Banyango/ReciMCP

OneMap MCP Server

Provides comprehensive access to Singapore's OneMap APIs, enabling AI assistants to perform location searches, routing, and coordinate conversions. It features over 35 tools for accessing thematic layers, population statistics, and public transport data.

linzele/mcp-onemap

Weather Alerts MCP Server

Provides real-time weather alerts for US states using the National Weather Service API, enabling users to fetch and view active weather warnings through natural language queries.

shubhechhadey/mcpproject

zero-mcp-github

github mcp server built on go-zero mcp capabilities

zhoushuguang/zero-mcp-github

MCPServer (FastMCP)

A minimal Model Context Protocol server built with FastMCP that provides basic utility tools including user greetings, number addition, and file listing operations. Includes examples of exposing tools, resources, and prompts for MCP-aware clients.

JustineQinLao/MCPServer

Stock Market Real-Time Analyzer

An MCP server that provides real-time stock market data and price comparisons from Yahoo Finance, Alpha Vantage, and Finnhub. It enables AI assistants to fetch individual quotes, compare data across multiple sources, and retrieve market metrics for various tickers.

anshika1109/stock-market-analyzer

Vizdown-MCP

Converts Markdown files into professional diagrams such as flowcharts, mind maps, and architecture diagrams using Mermaid.js and custom SVG renderers. It enables users to list, render, and export visualizations in multiple formats including SVG, PNG, and PDF.

rutika196/clarity-beta

CanvasXpress MCP Server

Converts natural language descriptions into validated CanvasXpress JSON configurations for chart generation using RAG and a built-in visualization knowledge base. It supports over 70 chart types and ensures generated configs are compatible with provided data headers and column types.

neuhausi/canvasxpress-mcp

hokan MCP Server

An unofficial MCP server that integrates with the hokan Insurance CRM API v2 to manage customer data, schedules, and tasks. It also features specialized tools for Japanese insurance law compliance, including intent confirmation and regulatory check generation.

SHINONFT/hokan-mcp

JIRA MCP Server

the mcp server with jira integrates

blue7wings/jira-mcp-server

Concierge Voyage MCP

An interactive travel planning server that integrates flight searching, weather forecasting, and route calculation through external APIs like Amadeus and OpenWeather. It uses the Model Context Protocol to enable AI assistants to autonomously manage travel logistics and discover local services.

wassima-azzouzi/concierge-voyage-mcp

Dice Roller MCP Server

Provides comprehensive dice rolling, coin flipping, and tabletop RPG mechanics for AI assistants like Claude. It enables real-time tabletop gaming through features such as standard NdM notation, advantage/disadvantage rolls, and D\&D character stat generation.

swayam-mishra/MCP

KSJ MCP Server

Converts handwritten journal photos into a searchable, AI-powered local knowledge base using Tesseract OCR. It enables users to query their notes, track insights, and export data through MCP-compatible AI assistants while maintaining complete local data privacy.

ChavezAILabs/ksj-mcp

🎒 Campus Lost & Found MCP Server

Modular CLI-based MCP server to manage campus lost & found items using Claude Desktop.

utkarshagawade17/CampusLostFoundMCP

Productivity Tracker MCP Server

Enables natural language task management including logging, updating, and summarizing productivity activities across multiple categories using a local SQLite database. It allows users to manage workflows and generate time-based summaries through standardized Model Context Protocol tools.

manasamadgul/Tracker

Semantic Search MCP Server

Provides hybrid semantic and keyword code search for Claude Code using BM25 and vector retrieval. It enables indexing and searching local codebases with language-aware chunking and local embeddings.

camilojourney/holusight

Article Quadrant Analyzer MCP Server

Extracts content from articles, URLs, and images (via OCR), then generates intelligent 2x2 quadrant analysis visualizations in Chinese with direct ASCII matrix output for analyzing work processes, collaboration patterns, and content strategy.

vincent623/-Article-Quadrant-Analyzer-MCP-Server

Google Sheets Kanban MCP Server

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

CoinGlass MCP Server

Provides AI agents access to cryptocurrency derivatives analytics through 22 unified tools covering 80+ CoinGlass API endpoints. Enables analysis of open interest, funding rates, liquidations, whale positions, order book data, and market sentiment indicators with plan-aware feature gating.

forgequant/coinglass-mcp

Higress OPS MCP Server

A Model Context Protocol (MCP) server implementation that enables comprehensive configuration and management of Higress.

higress-group/higress-ops-mcp-server

Taipei Zoo Guide (mcp-tw-zoo)

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

Action Guard

Policy-based tool filtering library for MCP deployments to control and restrict tool execution.

anon767/mcp-action-guard

DiSH MCP Server

Enables interaction with the DiSH room booking platform to search availability, create bookings, and manage reservations. It allows AI assistants to handle meeting room logistics directly through natural language commands.

samgwd/dish-mcp

MCP-QA

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

AI Makerspace: MCP Event

A short demonstration of how you can build your own MCP Server!

AI-Maker-Space/MCP-Event

MCP Agent

MCP Agent is optimized using the ReWOO pattern, enabling even LLMs with fewer parameters to efficiently utilize MCP Server with minimal token consumption.

Nhahan/mcp-agent

LTspice MCP Server

This server enables LLMs to design, simulate, and debug electronic circuits using LTspice via natural language commands. It automates netlist generation, library component validation, and iterative error correction for SPICE simulations.

luc-me/ltspiceMCP

JSON Mapping & Context MCP Servers

Enables schema-aware exploration of JSON data by uploading samples, flattening nested structures, and using heuristic search with token overlap and fuzzy matching to find field paths for target names, accelerating ETL and API onboarding workflows.

Bablu-singh/JSON-Mapping-And-Context-MCP-Server

imap-mcp

An IMAP client MCP server for reading mail from Dovecot or Synology MailPlus mailboxes, with optional webhook triggers for new messages. It provides tools for managing emails and automates workflows by firing webhooks when matching messages arrive.

aviman1109/imap_mcp

PostgreSQL MCP Server

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

Clash Royale MCP Server

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

Zoom MCP Server

Enables intelligent monitoring and management of Zoom rooms across multiple sites using smart location resolution and hierarchical discovery. It provides tools for checking room status, retrieving location hierarchies, and accessing detailed room configurations through the Zoom API.

chadkunsman/zoom-mcp

MyAIGist MCP

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

Ansible

Provides infrastructure automation through Ansible with project-based configuration management, playbook execution with idempotence testing, inventory management with diff capabilities, Vault operations for secrets handling, Galaxy dependency management with lock files, and role scaffolding utilities.

bsahane/mcp-ansible

Slack MCP

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

Redfish MCP Server

Enables interaction with Redfish-compliant BMC devices for server management, firmware updates, and hardware monitoring through session-based authentication and standardized API endpoints.

hankerbiao/redfish-mcp

Azure SQL MCP Server

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

apidocs-mcp-server

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

Multi-MCP Hub

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

Social Search MCP

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

DateTime MCP Server

Provides tools to get the current date and time in various formats (ISO, Unix timestamp, human-readable, custom) with configurable timezone support.

TakanariShimbo/uvx-datetime-mcp-server

Obsidian MCP Learning System

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

Prepcast MCP

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