The MCP Trust Index.

Azure Security MCP Agent

by chouaieb161

An AI-powered security agent that utilizes MCP tools and Groq LLMs to analyze Azure infrastructure, audit security groups, and identify storage misconfigurations. It enables users to perform natural language security assessments and ensure compliance with CIS Azure best practices.

chouaieb161/security-mcp-agent

leave-management

by kanthirayakota-cloud

Enables employees to check leave balance, apply for leave, and view leave history through natural language using Claude Desktop.

kanthirayakota-cloud/MCP1_LEAVE_MANAGER

inhouse_confluence_mcp

by janus-06

An MCP server implementation for interacting with self-hosted Confluence Data Center or Server instances via search, content retrieval, and optional write operations. It features space auto-discovery, audit logging, and granular access control for secure enterprise collaboration.

Janus-06/inhouse_confluence_mcp

Apple Health MCP Server

by sabbyanandan

Streams Apple Watch health metrics (HRV, sleep, heart rate, etc.) to Claude via iOS Shortcuts and Redis, enabling personalized daily health briefings and training guidance.

sabbyanandan/apple-health-mcp

DevRev MCP

by kalshucodes

An unofficial MCP server for DevRev integration, enabling AI assistants to search, manage works, explore product hierarchies, and retrieve object details seamlessly.

KalshuCodes/devrev-mcp-server

KSEI MCP

by nichsedge

An unofficial MCP server for accessing KSEI (AKSes) portfolio data, including cash balances, equity holdings, mutual funds, bonds, and other investments.

nichsedge/ksei-mcp

web-gui-mcp

by thehzuo

A Python MCP server that allows your agent to outsource HTML generation and rendering, storing artifacts in memory and supporting both full HTML and resource URIs.

thehzuo/gui-mcp

github-portfolio

by sanjay-vasoya

Enables fetching public repositories for a given GitHub username, returning curated data optimized for LLM context windows.

sanjay-vasoya/mcp-github-portfolio

ai-slides-mcp

by vuhai2002

Generates images through ChatGPT's web backend and assembles them into full-bleed, branded PowerPoint decks with slide styling and reference-based design.

vuhai2002/ai-slides-mcp

Variflight MCP Proxy

by hyzaw

A proxy middleware for the Variflight MCP server with token rotation, intelligent blacklisting, and local handling of ping and initialization notifications.

hyzaw/variflight-mcp-proxy

Emotional De-escalation MCP Server

by ilyajob05

Provides strategic dialogue management and emotional de-escalation for customer support bots, detecting problem patterns and recommending actions like escalation to a human operator.

ilyajob05/emo_bot

MCP Automation Service

by shukurlukerem

A production-grade backend that lets LLMs safely operate Gmail, Google Drive, and Calendar through the Model Context Protocol.

shukurlukerem/MCP

SearXNG MCP Server

by benreichman

Enables web search and content scraping from multiple engines via a local SearXNG instance, allowing AI assistants to retrieve and extract web content.

benreichman/SearXNG-MCP-Server

0rca Dojo MCP Server

by 0rcanetworkalgorand

Enables AI agents to browse, match, and hire agents from the 0rca Swarm Dojo marketplace, including task creation and result retrieval.

0rcanetworkalgorand/dojo_mcp

Expense Tracker MCP Server

by raghunandan2813

Enables tracking personal finances with Indian Rupee support, adding expenses, listing transactions, and generating detailed financial summaries with graphs and strategic advice.

Raghunandan2813/Mcp-server

MCP Enterprise Tools Server

by harry-genai

An MCP-based enterprise tools server that exposes company knowledge search and employee database lookup as callable tools.

Harry-GenAI/Mcp-Enterprise-Tool-Server

DEM Terrain Analysis

by ava11235

AI-powered terrain analysis for any location on Earth. Uses super-resolution and computes environmental risk metrics including erosion, water flow, and a composite Site Intelligence Score.

ava11235/terrain-analysis-mcp

Agent Helper

by wajirasls

Enables AI agents to process files locally — OCR images, extract text from PDFs and DOCX, and describe images using local vision models, all without sending data to external services.

wajirasls/agent_helper

UiPath

by asklokesh

Integrates with UiPath's robotic process automation platform for enterprise RPA operations.

asklokesh/uipath-mcp-server

ComfyUI MCP Server

by m2ai-archive

Enables Claude to generate images through a local ComfyUI instance using Stable Diffusion and SDXL models via natural language. Users can trigger image generation, list available checkpoint models, and monitor the ComfyUI queue status directly from their MCP client.

m2ai-archive/comfyui-mcp

Time MCP Server

by carterpape

Provides current time information and timezone conversion capabilities using IANA timezone names and automatic system detection. It enables LLMs to fetch current times across different regions and convert specific times between timezones.

CarterPape/pape-mcp-server-time

Des MCP Server Testing MCP Server

by traia-io

A standardized MCP server designed for testing integration with the Des MCP Server Testing API. It allows AI agents to interact with testing endpoints using tools implemented via the Model Context Protocol.

Traia-IO/des-mcp-server-testing-mcp-server

mcp-query

by ottimis

A local MCP server for secure database querying from Claude Code, with Apple Keychain credential storage, permission-based access control, and audit logging.

ottimis/mcp-query

MCP

by danielis2025

A simple MCP server that lets an MCP client (Claude Desktop) ask it to read a file from your local disk

danielis2025/MCP

Local Brain MCP

by ejsinfuego

A local MCP server for AI assistants to store and retrieve personal memories on disk, with optional semantic search using embeddings.

ejsinfuego/memory-mcp

kafka-mcp

by zakariahere

Exposes Kafka administration operations as MCP tools, enabling AI agents to inspect Kafka clusters using natural language.

zakariahere/zaksway-kafka-mcp

IMAP MCP Server

by soundhannes

Enables comprehensive interaction with IMAP email accounts through 38 tools for reading, searching, and organizing messages. It supports advanced features like real-time mailbox monitoring via IDLE watch and automated email archiving.

Soundhannes/IMAP-MCP

fintools-mcp

by varutudor

Personal finance calculators exposed as an MCP server with a Gradio UI, deployable to Hugging Face Spaces.

VaruTudor/fintools-mcp

vvriter

by visualizevalue

MCP server that generates articles from 50,000 tweets and 400 visual artworks.

visualizevalue/vvriter

MCP DB Server

by sharpdogs

Enables AI agents to query databases via natural language using the Model Context Protocol, with automatic schema discovery, SQL query execution, and read-only safety checks.

sharpdogs/MCP-server

Chaos Mesh MCP Server

by ausium

Enables chaos engineering on Kubernetes clusters by providing tools to inject faults like network delays, pod kills, and HTTP delays, along with cluster inspection and chaos lifecycle management.

Ausium/chaosmesh-mcp

mcp-sparkit

by sparkit-science

science agent for literature search and summary

SPARKIT-science/sparkit-mcp

table-context-mcp

by windboyk0

Converts Excel table definitions to structured JSON and exposes them to LLMs via MCP tools like list_tables and get_table_schema, enabling accurate SQL generation and data modeling assistance.

windboyk0/table-context-mcp

WeChat MCP Enhanced

by chylove1982

An MCP server that enables file transmission, voice message processing, and voice call management through the WeChat PC client. It provides tools for automated communication including audio format conversion and call status tracking within the Model Context Protocol framework.

chylove1982/wechat-mcp-enhanced

SAP BTP ABAP ADT MCP Server

by dante-tx

Enables SAP ABAP development workflows including ADT login, object search, read, create, update, activate, delete, and OData service publishing.

Dante-tx/SAP-BTP-Trial-ABAP-ADT-MCP

Google Maps MCP Server

by lesonky

Enables interaction with Google Maps API for geocoding, place search, directions, distance matrices, and elevation data through natural language.

lesonky/google-maps-mcp

Research MCP Server

by vivedhaelango

Enables searching and managing academic papers from arXiv with tools, resources, and prompt templates for literature review.

VivedhaElango/MCP_research_server

Test MCP

by mrexodia

A minimal MCP server template for testing and development, providing example implementations with fastmcp and Python.

mrexodia/test-mcp

AuditShield

by hujiaozhuzhu

A three-layer MCP server that filters false positives from static analysis tools like Semgrep, Bandit, and Gosec using rule-based, context-aware, and ML-based filtering to reduce false positives in code audit results.

hujiaozhuzhu/AuditShield

openai-mcp

by iflow-mcp

A versatile MCP server that enables natural language software development tasks using multiple LLM providers (OpenAI, Anthropic) with real-time visualization, cost management, and a comprehensive tool suite.

iflow-mcp/openai-mcp

yelp-mcp-min

by miqui

Minimal MCP server for the Yelp Fusion API v3, enabling business search, phone lookup, match, details, and reviews via FastMCP.

miqui/yelp-mcp-min

jszemcp

by potasio101

For MCP Server Development

Potasio101/jszemcp

latex-mcp

by guirguispierre

An MCP server that renders LaTeX math expressions and step-by-step solutions into high-quality PNG images and hosted URLs. It enables AI assistants to provide visual mathematical solutions formatted for messaging platforms like iMessage.

guirguispierre/latex-mcp

ContextCore MCP

by rkpraveendev

A personal AI assistant that connects git history, Gmail, Google Calendar, and Google Drive into an intelligent daily briefing via function calling and MCP.

rkpraveendev/contextcore-mcp

sogou-weixin-mcp-server

by ptbsare

Enables searching for WeChat official account articles through the Sogou WeChat platform, returning structured article information.

ptbsare/sogou-weixin-mcp-server

MCP Server App

by ovokpus

An MCP server with LangGraph agent integration that enables AI agents to use custom tools and external APIs for dice rolling, web search, social content creation, and GitHub access via STDIO transport.

ovokpus/MCP-Server-App

Mars MCP Backend Analyzer

by marshel2727

A local, read-only MCP server that analyzes Python backend projects by providing tools to scan, map, and selectively read files, reducing token usage for AI clients.

Marshel2727/Mars-MCP-backend-analyzer

my-mcp

by kcbabo

An MCP server framework featuring dynamic tool loading and a modular one-tool-per-file architecture for rapid development. It supports both Stdio and HTTP transport modes, offering automated test generation and centralized configuration management.

kcbabo/everything-server

USDC MCP Server

by traia-io

Enables AI agents and LLMs to interact with USDC API endpoints through a standardized Model Context Protocol interface. It provides tools for efficient async handling and seamless integration of USDC functionalities into automated workflows.

Traia-IO/usdc-mcp-server-mcp-server

Shell Server

by joandiazcapell

A lightweight MCP server that provides AI assistants with access to a system's terminal through a secure terminal tool. It enables users to execute shell commands and receive stdout, stderr, and exit codes directly within an MCP-compatible client.

joandiazcapell/shellserver