The MCP Trust Index.

VMware_MCP_SERVER

by danilenka

MCP server that provides AI agents with comprehensive access to VMware vSphere operations, including VM management, monitoring, and vSAN read-only monitoring, through a secure Docker environment.

DanilenkA/VMware_MCP_SERVER

CDISC Library MCP Server

by whereayan

Provides comprehensive access to CDISC clinical data standards (SDTM, ADaM, CDASH, CT) through 15 MCP tools, resources, and prompts.

whereayan/cdisc-library-mcp

some-vault-some-mcp

by russellsch

MCP server that gives AI models read/write access to Obsidian vaults with semantic search, link graph analysis, canvas manipulation, and incremental indexing.

russellsch/some_vault_some_mcp

Oura MCP Server

by schimmilab

A Model Context Protocol (MCP) server that provides AI assistants with structured, semantic access to your Oura Ring health data.

Schimmilab/oura-mcp-server

langfuse-mcp-python

by log-logn

A Model Context Protocol (MCP) server for comprehensive monitoring and observability of systems using Langfuse.

Log-LogN/langfuse-mcp-python

mcp-rpcbind

by daedalus

An MCP server that exposes rpcbind/RPC portmapper functionality, enabling querying and management of registered RPC services on remote hosts.

daedalus/mcp-rpcbind

mlops-mcp-server

by anant-patankar

Enables AI assistants to perform MLOps workflows such as experiment tracking, model registry, dataset management, pipeline orchestration, and data lineage by wrapping DVC, MLflow, and Git.

anant-patankar/mlops-mcp-server

Google Ad Manager MCP Server

by matiouscorp

Enables AI assistants to manage Google Ad Manager campaigns, line items, creatives, and advertisers through natural language, automating ad operations that normally require countless clicks through the UI.

MatiousCorp/google-ad-manager-mcp

drawio-parser-mcp

by dabian321

Validates and parses Draw.io XML syntax, enabling analysis and verification of diagram structures, especially for AI-generated content.

dabian321/pyDrawioParserMCP

Loxone MCP Server

by bernhardrode

Connects AI assistants to Loxone smart home systems for controlling devices, managing scenes, and monitoring real-time states through natural language. Supports lights, blinds, climate control, and automation with secure PIN-protected commands.

BernhardRode/loxone-mcp-server

mcp-crash-course

by emarco177

Hands-on crash course for the Model Context Protocol (MCP) with project-based branches on Streamable-HTTP, LangChain adapters, and Docker.

emarco177/mcp-crash-course

Custom Fetch MCP

by lyshrines

Enables Claude Code users with third-party APIs to fetch web pages locally, extracting main content without relying on the official Anthropic API.

lyshrines/claude-custom-fetch-mcp

n0s1-mcp

by spark1security

Enables AI assistants to scan multiple services and local filesystems for leaked secrets using n0s1 secret-scanning capabilities.

spark1security/n0s1-mcp

osint-mcp

by rjn32s

Provides 26 free OSINT tools as MCP tools for AI agents, enabling automated OSINT investigations directly from conversations.

rjn32s/osint-mcp

greenfish-webtools-mcp

by dumbgreenfish

A lightweight MCP server that gives AI assistants real-time web search and URL reading — no API keys required.

DumbGreenFish/GreenFishWebtoolsMCP

W3 MCP FalkorDB Server

by famtong8-dev

Enables graph database operations on FalkorDB via MCP, allowing Cypher queries, node retrieval, and graph listing.

famtong8-dev/w3-mcp-server-falkordb

Keel — Hyperliquid trading strategies

by keel-trade

Hyperliquid research MCP — typed strategy composition, deterministic backtests on real market data, opt-in live execution.

keel-trade/keel-trade

Currency Agent MCP Server

by shrprabh

MCP server for currency conversion with real-time exchange rates via the Frankfurter API. Enables agents to retrieve latest currency data and perform conversions.

shrprabh/currenncy-agent

estonian-mcp

by silly-geese

An MCP server that integrates EstNLTK to provide Estonian language tools (morphology, spell-check, synonyms, etc.) for AI agents, enabling correct Estonian text processing and generation.

silly-geese/estonian-mcp

Swiss Case Law

by jonashertner

956k Swiss court decisions: full-text search, citation graph, statute lookup (DE/FR/IT)

jonashertner/opencaselaw

Aki

by akicoders

Aki is a local stdio MCP server that gives AI coding assistants durable project memory, allowing them to remember decisions, search prior notes, and save context across sessions.

Akicoders/aki

Stella MCP Server

by bradleylab

Enables AI assistants to programmatically create, read, validate, and modify Stella system dynamics models in the XMILE format. It supports building complex stock-and-flow diagrams and exporting them as .stmx files for use in Stella Professional.

bradleylab/stella-mcp

Interactive Feedback MCP

by zengxiaolou

Enables AI coding assistants like Cursor and Claude to engage in real-time two-way dialogue, allowing them to pause for clarification and request user confirmation before executing tasks. It features a modern UI for managing interaction prompts, predefined options, and project analysis to reduce errors and API costs.

zengxiaolou/Interactive-Feedback-MCP

Workflows MCP Server

by livus-ai

Enables AI agents to programmatically create, manage, and execute independent Python workflow scripts with full CRUD operations, allowing AI to build and modify automation workflows themselves rather than just executing pre-built ones.

Livus-AI/Skills-MCP

nutanix-mcp

by nobanks

MCP server for Nutanix Prism Central v4 REST API, enabling AI agents to list and inspect VMs, control VM power state, list clusters, read alerts, and list subnets.

NoBanks/nutanix-mcp

Tekla MCP Server

by yuriykirillov

Enables AI-driven interaction with Tekla Structures through natural language commands, allowing users to select elements, insert components, and automate modeling workflows.

YuriyKirillov/TeklaMCPServer

PrintQueueApp MCP Server

by nsh1l

Enables managing a print queue for office documents via a WinUI GUI, supporting file drag-and-drop, queue status, and printing through MCP tools.

nsh1l/print-queue-app

Log Diagnosis MCP Server

by suxiao1228

Enables AI to automatically diagnose bugs by querying logs, tracing call chains, and analyzing code across multiple log platforms like Elasticsearch and Loki.

suxiao1228/log-diagnosis-server

API Tester AI MCP

by csoai-org

API Tester AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

CSOAI-ORG/api-tester-ai-mcp

Confluence MCP Server

by skshatriya95

A Model Context Protocol (MCP) server that connects AI agents to Confluence Cloud. Agents can search, read, create, and update Confluence content — pages, comments, links, images, and labels.

skshatriya95/confluence-mcp-server

ContentRadar MCP Server

by obb396193-code

Enables AI clients to query ContentRadar data and write low-risk content using natural language, with 15 tools for monitoring, analysis, and content management.

obb396193-code/contentradar-mcp

ntfy MCP Server

by hexerei

Send push notifications to mobile devices via ntfy.sh from AI assistants.

hexerei/nfty-mcp

Google Search MCP Server

by calandrel

Enables performing Google searches using the Custom Search Engine API with support for various parameters like date restriction, site search, and file type. Returns search results in a conversational format.

Calandrel/google_search_mcp

mcp-server

by huaweiclouddeveloper

Huaweicloud Services MCP Server

HuaweiCloudDeveloper/mcp-server

sql-analyst-agent

by vk4868

Enables natural language querying of SQLite databases through a secure MCP server that writes, runs, and explains SQL with a three-layer read-only guarantee.

vk4868/sql-analyst-agent

slurm_MCP

by pengc0066-star

Enables interaction with Slurm HPC clusters via SSH, allowing job submission, monitoring, and error diagnosis through MCP clients like Claude Desktop.

pengc0066-star/slurm_MCP

data-filter-mcp

by alxark

Local MCP server that registers restricted Python filters and runs them against local JSON, YAML, and TXT files, enabling safe data filtering and file conversion.

alxark/data-filter-mcp

Koncile MCP Server

by koncile

Enables AI assistants to interact with the Koncile API for uploading documents, checking extraction status, and managing folders, templates, and fields.

Koncile/koncile-mcp

polymarket-mcp-server

by justkokosixnine

🤖 Power your trading on Polymarket with an AI-driven platform that offers real-time monitoring and advanced tools for effective market analysis.

Justkokosixnine/polymarket-mcp-server

mcp-kubevela

by zhouweico

Enables AI assistants to query and manage KubeVela application delivery: check application status, trigger deployments, track workflows, manage addons, and more.

zhouweico/mcp-kubevela

SQL Server MCP Server

by stevezhuhaobo

A containerized Model Context Protocol server for SQL Server operations, enabling query execution, table management, and database operations through the MCP protocol.

SteveZhuhaobo/sql-server-mcp

Upmind MCP Server

by stardeltapower

Enables management of Upmind platform products, categories, pricing, and bundles through natural language via the Upmind API.

stardeltapower/upmind-mcp

Audio Playback MCP Server

by dcarter610

Enables playback control of local audio files through a virtual audio output device, supporting play, stop, and status queries with configurable root directory and path safety enforcement.

dcarter610/MCP-Virtual-Audio-Player

Malaysian Weather MCP Server

by zhenkai-dev

Provides real-time weather forecasts for locations across Malaysia by fetching data directly from MET Malaysia's API. It enables AI assistants to query today's conditions and seven-day forecasts for states, districts, and towns.

zhenkai-dev/weather-by-met

debate-hall-mcp

by elevanaltd

Enables structured multi-perspective debates with Wind (explore), Wall (constrain), and Door (synthesize) roles, featuring deterministic state, hash chains, GitHub integration, and auto-orchestration for decision-making.

elevanaltd/debate-hall-mcp

Azure DevOps PR Reviewer MCP Server

by malindudilshan

An MCP server for automated code reviews on Azure DevOps pull requests, enabling AI assistants to fetch PR details, validate requirements, post inline comments, and set review votes.

MalinduDilshan/azdo-code-review-mcp

Snowflake Cortex AI MCP Server

by sfc-gh-tgordonjr

Integrates Snowflake Cortex AI features like Cortex Search and Analyst into the MCP ecosystem, enabling retrieval-augmented generation and structured data analysis. It also provides tools for chat completions and agentic orchestration using Snowflake-hosted large language models.

sfc-gh-tgordonjr/mcp-snow-tg