The MCP Trust Index.

edamcp

by charliecpeterson

An MCP server for Exploratory Data Analysis that automatically profiles datasets, detects quality issues, PII, bias, and leakage, and provides cleaning and export workflows. It helps data scientists quickly understand and prepare unknown data for modeling.

charliecpeterson/edamcp

arXiv MCP Server

by annasusu

Enables LLMs to search, download, and read arXiv papers with automatic PDF text extraction and section filtering. Provides AI assistants direct access to scientific literature with local caching for fast re-access.

AnnaSuSu/arxiv-mcp

mcp-page-monitor

by wzx11223344

Enables AI assistants to monitor web pages for content changes and receive alerts when changes occur.

wzx11223344/mcp-page-monitor

Oura MCP Server

by hemantkamalakar

Integrates Oura Ring health data with Claude Desktop, providing resources, tools, and advanced analytics for sleep, activity, readiness, and health trends.

hemantkamalakar/oura-mcp-server

academic-mcp

by dopawei

Unified academic search MCP server that searches open literature (arXiv, bioRxiv, medRxiv, PMC), CNKI, and Web of Science, with browser-backed authentication, local paper library, and export to multiple formats.

dopawei/academic-mcp

MikroTik RouterOS MCP

by drohi-r

Enables managing MikroTik RouterOS devices via natural language, with read-heavy network inspection and guarded write access across multiple routers.

drohi-r/mikrotik-routeros-mcp

WHU MCP Server

by daoxiang0520

武汉大学校园服务 MCP 服务器，提供图书馆座位、课表、成绩、考试、天气等工具，通过 SSE 协议供 Claude Code 远程调用。

daoxiang0520/whu-mcp

Model-Context-Protocol

by git-of-arnab

This repository contains code and description on MCP application using Agents

Git-of-arnab/Model-Context-Protocol

hpe-edgeconnect-mcp

by anderson-jason573

MCP server that exposes HPE Aruba EdgeConnect Orchestrator SD-WAN infrastructure as LLM-callable tools for listing appliances, reading interface/tunnel/bandwidth state, and changing HPE SSE tunnel state.

anderson-jason573/hpe-edgeconnect-mcp

shadowgate-mcp

by josephibra

A defensive gateway and firewall for AI agents using MCP servers, scanning tool calls, responses, and manifests for prompt injection, secrets, dangerous commands, and drift before allowing execution.

josephibra/shadowgate-mcp

timer-mcp

by tharun52

A minimal MCP server that gives AI agents the ability to pause execution by waiting a specified number of seconds, with support for local and AWS AgentCore deployment.

tharun52/timer-mcp-http

Canvas LMS MCP

by diegoadborges

Enables AI agents to access Canvas LMS academic data such as courses, assignments, grades, and events via MCP tools.

diegoadborges/canvas-mcp

mcp-gnu-units

by laszlopere

Unit converter for AI agents, powered by the GNU units database — convert 3000+ units of measurement, evaluate compound unit expressions, reduce to SI base units, dimensional analysis. Offline, deterministic.

laszlopere/mcp-gnu-units

Mind Guide MCP

by dayainow

Connects users to mental health counseling centers and welfare programs based on location and situation, prioritizing crisis resources.

dayainow/mind-guide-mcp

Make Monitor MCP

by andrmish

Read-only MCP server for monitoring Make.com scenario errors from ChatGPT, enabling listing scenarios, viewing recent errors, and getting execution details.

andrmish/make-monitor-mcp

TrendKia MCP Server

by blockmandev

Enables AI assistants to access and search TrendKia articles, retrieving clean markdown content without HTML scraping.

blockmandev/trendkia-mcp

Nara Home MCP

by jpcaceress-eng

Enables ChatGPT to read selected Home Assistant data and perform limited home-control actions like turning on/off lights and running scenes, with a strict allowlist for security.

jpcaceress-eng/nara-home-mcp

mcp-buy123-vendor

by asgard-ai-platform

Read-only MCP server for buy123 vendor portal, enabling AI assistants to query orders, returns, shipments, products, inventory, and more.

asgard-ai-platform/mcp-buy123-vendor

mysql-mcp

by qxduddes

Security-hardened, read-only MySQL MCP server that enables safe, read-only access to MySQL databases for running SELECT queries, exploring schemas, and sampling data via MCP clients.

qxduddes/mcp-server-mysql

zencontrol-tpi-mcp

by colesiu415

MCP server for controlling zencontrol TPI Classic and Advanced lighting systems, enabling DALI dimming, on/off, and fault queries via Docker and SSE transport.

colesiu415/zencontrol-mcp

DuploCloud MCP Server

by duplocloud

Exposes DuploCloud infrastructure management as MCP tools by dynamically discovering duploctl commands, enabling AI agents to query state and perform auditable actions.

duplocloud/mcp

hermes-claude-bridge

by rodrigosiliunas

MCP server that enables Hermes Agent to delegate development tasks to Claude Code CLI, reusing the Claude Code subscription without additional API costs.

RodrigoSiliunas/hermes-claude-bridge

NotebookLM MCP Server

by vetal711

A production-ready, fully asynchronous MCP server that bridges AI agents with Google NotebookLM, enabling notebook creation, source management, audio generation, and more through natural language.

Vetal711/notebooklm-mcp

Terminal Command MCP Server

by saad-dev13

Enables Claude Desktop to execute terminal commands in a controlled workspace via the Model Context Protocol.

Saad-Dev13/Multi_Agent_Orchestration_with_MCP_and_A2A

trm-mcp

by strongtz

A local, offline-first MCP server for searching, grepping, reading, rendering, and comparing long datasheet/TRM PDFs, using hybrid retrieval with BM25, dense embeddings, and visual page indexing.

strongtz/trm-mcp

Segment Workspace MCP Server

by tduong-sys

Enables querying and operating on a Segment workspace through the Segment Public API, with ~40 tools for reading and mutating sources, destinations, functions, tracking plans, and more.

tduong-sys/segment-mcp-server

BumpGuard

by appcreationsca

BumpGuard is an MCP server that tells your AI coding agent exactly which lines of your code break when you upgrade a dependency, and verifies AI-written code against the actually installed API.

appcreationsca/bumpguard-mcp

MedData MCP Server

by anthesiallc

Enables conversational drug and supplement lookup, detailed profiles, and interaction checking via the MedData API.

anthesiallc/meddata-mcp

nexacorp-mcp-agent

by phalakmehta

A Model Context Protocol server that exposes a hybrid RAG pipeline (dense+sparse retrieval with reranking) for querying an enterprise knowledge base, enabling autonomous agents to search and retrieve relevant information.

phalakmehta/nexacorp-mcp-agent

enoch-mcp

by aliasocracy

MCP server for the Enoch FastAPI control-plane API, enabling inspection and operation of an Enoch instance via tools.

aliasocracy/enoch-mcp

opera-houdini-mcp

by chengziiii

A Houdini MCP server fork for CsrLib-Houdini workflow, providing enhanced tools for scene management, node discovery, graph editing, and safe code execution with tiered security policies.

ChengZiiii/opera-houdini-mcp

fraud-prevention-mcp-server

by aiagentkarl

An open-source MCP server for AI-powered fraud prevention that detects fraudulent IPs, emails, URLs, and phone numbers using free APIs and provides actionable risk scores.

AiAgentKarl/fraud-prevention-mcp-server

MCP-Markdown-RAG

by zackriya-solutions

A Model Context Protocol (MCP) server that provides a local-first RAG engine for your markdown documents. It uses a file-based Milvus vector database to index your notes, enabling LLMs to perform semantic search and retrieve relevant content from your local files.

Zackriya-Solutions/MCP-Markdown-RAG

x-mcp

by windsornguyen

A read-only X/Twitter MCP server that enables data retrieval for user profiles, tweets, and social graphs using OAuth 2.0 Bearer Token authentication. It supports searching recent tweets, viewing timelines, and tracking engagement metrics like followers, likes, and retweets.

windsornguyen/x-api-mcp

ck3raven

by ck3user75233

Developing a game state emulator for ck3 modding community that provides an annotated final game state by parsing & merging a complete playset + vanilla game files. Users can see which code prevails and understand why in order to facilitate development and compatibility patching quickly.

ck3user75233/ck3raven

Agentic Control Plane (ACP)

by rajmohan80

A governed MCP server that enforces OAuth 2.1 scope checking and policy-driven access control for AI agents, providing a full audit trail on every tool call. It includes tools for Cisco Webex Contact Center knowledge search and SD-WAN network operations.

Rajmohan80/project-acp

FinResearch MCP

by ritam003-roy

Enables SEC EDGAR financial research, analysis, valuation, and chart data generation through natural language.

ritam003-roy/finance-research-mcp

local-ai-platform

by taras-kolodchyn

Open-source local AI platform for coding agents powered by Qwen, LiteLLM, Codex, Hermes, MCP and pgvector.

taras-kolodchyn/local-ai-platform

S2 StreamStore MCP Server

by s2-streamstore

Enables interaction with S2 StreamStore to manage basins, access tokens, and data streams through a progressive tool disclosure workflow. It allows AI agents to efficiently navigate between account management, basin configuration, and stream-level operations like reading or writing records.

s2-streamstore/mcp

local-document-rag-agent

by iupulk

MCP server enabling Claude Desktop to answer questions from local Word and PDF documents by searching a vector index built from their contents.

iupulk/local-document-rag-agent

adsmith

by sujayrittikar

A Google Ads MCP server that enables safe, auditable management of ad accounts through natural language, including proposing, reviewing, applying, and rolling back changes with guardrails and dry-runs.

sujayrittikar/adsmith

wander-agent

by virajmishra1

MCP that makes travel planning simple

VirajMishra1/wander-agent

stealthy-auto-browse MCP server

by psyb0t

Enables AI agents to control a stealthy browser via the Model Context Protocol, supporting navigation, screenshots, clicking, typing, and more.

psyb0t/docker-stealthy-auto-browse

claude-code-codex-agents

by tsunamayo7

Enables Claude Code to delegate tasks to OpenAI's Codex CLI (GPT-5.4) with structured execution traces, parallel execution, session persistence, and adversarial code review.

tsunamayo7/claude-code-codex-agents

two-minds-one-lock

by presspausegarage

A deterministic Mastermind-style cipher lock exposed as MCP tools for benchmarking LLM reasoning and tool-use through a legible duel.

presspausegarage/two-minds-one-lock

n8n Workflow Security Scanner

by smakarim

Statically analyzes exported n8n automation workflows for security issues and returns structured findings.

smakarim/mcp-n8n-security-scanner

Skyrim Forge Bridge

by shugokifable

A safety-first local bridge that gives MCP clients structured Skyrim modding tools without granting arbitrary binary writes or unrestricted shell access.

ShugokiFable/skyrim-forge-bridge