The MCP Trust Index.

MCP Ethical Hacking

MCP Ethical Hacking Security sample for educational

cmpxchg16/mcp-ethical-hacking

Memory MCP

A production-grade memory server for LibreChat that stores conversation turns and distills durable memories like decisions, constraints, and assumptions. It provides hybrid retrieval and consistency auditing to ensure AI plans remain aligned with established context and previous decisions.

dsins/mcpmemo

ICON mcp v105

Enables AI agents and LLMs to interact with the ICON mcp v105 API through standardized tools. It supports Model Context Protocol integration for seamless access to ICON endpoints and asynchronous operations.

Traia-IO/icon-mcp-v105-mcp-server

interzoid-mcp-server

MCP server exposing 29 AI-powered Interzoid data quality APIs — company/name/address matching and deduplication, business intelligence, email trust scoring, data standardization, verification, translation, and more. Supports API key authentication and x402 crypto micropayments.

interzoid/interzoid-mcp-server

Google Workspace MCP

A multi-account, token-efficient MCP server for Google Workspace services including Gmail, Calendar, Drive, Docs, and Sheets. It enables secure management of multiple accounts with compact data retrieval and keychain-backed authentication for efficient workflow automation.

adelaidasofia/google-workspace-mcp

mackerel-mcp-server

MCP server implementation for Mackerel monitoring service.

ryuichi1208/mackerel-mcp-server

Netmiko MCP Server

Enables interaction with Cisco network devices through SSH using Netmiko. Supports retrieving device status, interface details, configurations, and resource monitoring through natural language commands in Claude Desktop.

Owen123-lang/netmiko_mcp_server

Tello Drone MCP Server

A MCP server for controlling a drone

0xKoda/drone-mcp

Canon MCP

MCP server for Canon Cameras via CCAPI

ediardo/canon-mcp

Jira JQL Tool

Enables Claude to interact with Jira through JQL (Jira Query Language) queries using the Model Control Protocol, allowing natural language access to Jira issue tracking and project management.

amiralamox/mcp-servers

Marketing Brain

Provides standardized brand guidelines and structured content templates for marketing assets like blogs, emails, and social media. It serves as a central source of truth for brand voice and strategy through an extensible file-based system.

Felipe-Cal/marketing-brain-mcp

Factory Channel Insight MCP Server

Provides comprehensive tools for enterprise searching, channel statistical analysis, and dealer network mapping to help users evaluate market coverage and competitive positioning. It enables detailed industry benchmarking and provides insights into sales strength, brand influence, and distribution efficiency.

handaas/factory-channel-mcp-server

mapbox/mcp-server

Mapbox MCP server.

mapbox/mcp-server

schema-engram-mcp

An MCP server that provides persistent memory for database schemas by storing table structures and metadata in a local SQLite file. It enables LLMs to save, retrieve, and manage database snapshots to maintain a structured understanding of database architectures.

wabox32/schema-mcp

MCP Server

Provides SMTP integration for sending HTML emails and specialized prompts for intent detection and client information extraction. It enables LLMs to automate personalized email workflows and structure user communication data.

cybertcode/MCP-SERVER

LinkedIn Jobs MCP Server

A Model Context Protocol (MCP) server for searching and retrieving LinkedIn job postings via the RapidAPI LinkedIn Data API.

Rom7699/linkedin-jobs-mcp-server

Pokemon MCP Server

Provides tools for LLMs to interact with the PokéAPI to fetch detailed Pokémon information and manage tournament squads. It enables AI agents to retrieve live data on popular picks and specific Pokémon stats using the Model Context Protocol.

Sameernayeema8/MCP-Server

Frontier Intelligence

A personal monitoring and trend synthesis system that collects signals from multiple sources, processes them through LangChain/GigaChat, stores them in vector and knowledge graphs, and delivers insights via MCP to Codex/Claude projects with workspace isolation.

ilyasni/frontier-intelligence

SET-MCP

Provides access to the Securities Exchange of Thailand (SET) to retrieve comprehensive financial statements for listed companies. It enables AI agents to query income statements, balance sheets, and cash flow statements with historical data support.

batprem/set-mcp

Documentation Fetcher & RAG Search

Enables AI assistants to fetch, index, and perform semantic RAG-based searches on API documentation from various sources. It provides tools for hybrid search and collection management, allowing users to access up-to-date documentation from projects like Gemini and FastMCP.

mikkelkrogsholm/documentation-mcp

MySQL MCP Server

Enables safe interaction with MySQL databases through SELECT queries, table structure inspection, and database schema exploration. Provides read-only access to query data and examine database metadata.

jeweis/jewei-mysql-mcp-server

MCP File Reader

A local AI-powered file reader that connects a Python MCP server with Ollama's Mistral model for offline file summarization. It provides secure file discovery and reading capabilities without requiring API keys or cloud services.

JaneKarunyaJ/MCP

perfsonar-mcp

An MCP server for perfSONAR that enables querying historical network measurements, discovering global testpoints, and scheduling active network tests. It provides tools for monitoring throughput, latency, and packet loss through integration with measurement archives and pScheduler.

ajragusa/perfsonar-mcp

MCP-Server

doing something with MCP server

21520894/MCP-Server

🤖 MCP Server Examples with AutoGen

This repository demonstrates how to use AutoGen to integrate local and remote MCP (Model Context Protocol) servers. It showcases a local math tool (math_server.py) using Stdio and a remote Apify tool (RAG Web Browser Actor) via SSE for tasks like arithmetic and web browsing.

SaM-92/mcp_autogen_sse_stdio

Project Overview

Use MCP servers with OpenAI Agents

WillChangeThisLater/easy-mcp

Confluence MCP Server

A FastMCP-based server that provides seamless integration with the Confluence REST API for managing spaces, pages, and content search. It enables programmatic access to Confluence data, including CQL searches and space navigation through natural language.

MahithChigurupati/Confluence-MCP-Server

Oblique Strategies MCP Server

Provides access to Brian Eno and Peter Schmidt's Oblique Strategies card deck to help users overcome creative blocks through lateral thinking. It enables searching and retrieving random prompts from various editions, including collections adapted specifically for programmers.

lmorchard/oblique-strategies-mcp

Slack MCP Server

A Model Context Protocol server that enables LLMs to interact with Slack workspaces through OAuth 2.0 authentication. It provides tools for listing channels and posting messages while supporting secure token persistence and dynamic client registration.

miyatsuki/study-slack-remote-mcp

Tesla Tessie MCP Server

Provides access to Tesla vehicle telemetry data via the Tessie API, enabling real-time monitoring of battery status, charging state, climate controls, location, and other vehicle metrics through 30+ tools with intelligent caching.

EzeLLM/tessie_mcp

mcp-math

Provides exact arithmetic and verification tools using SymPy and fractions to solve math competition problems precisely. It enables users to perform rigorous calculations and export notebook-ready Python code for further analysis.

MikeyBeez/mcp-math

mcp-builder-mcp

Provides OpenAPI validation and analysis tools to assist developers in building Model Context Protocol servers. It generates developer context and specific agent prompts based on API specifications to streamline the creation of agentic workflows.

Charley-Forey-AI/mcp-builder-mcp

adjia/mail-mcp-server

Provides complete email management through IMAP and SMTP protocols including folder operations, search, and sending.

adjia/mail-mcp-server

Aristotle MCP Server

Enables LLMs to prove theorems in Lean and formalize mathematical problems using the Aristotle API, supporting both formal Lean code and natural language problem submissions.

gleachkr/aristotle-mcp

Creator

Generates custom MCP servers through templates and workflows, enabling rapid prototyping and automated scaffolding of new server implementations with built-in best practices and configuration management.

angrysky56/mcp-creator-mcp

School Database MCP Server

MCP server for a school database

eoinmooremath/school-db-mcp-server

OakVar MCP Server

Enables AI assistants to perform genomic variant analysis using OakVar, including running annotation pipelines, managing 200+ annotator modules, querying variant databases, and generating reports in various formats.

miliyarsh/oakvar-mcp

Solar2D MCP Server

Enables AI assistants to run, debug, and interact with Solar2D projects by capturing Lua logs, taking screenshots, and simulating touch events. It streamlines game development through automated simulator configuration and real-time visual analysis.

sensiblecoder/solar2d-mcp

cindyloo/dropbox-mcp-server

Search, browse, and read your Dropbox files. Find documents by name or content, list folders, and…

cindyloo/dropbox-mcp-server

pg-mcp

Enables natural language querying of PostgreSQL databases through the Model Context Protocol. It translates user questions into validated SQL, executes read-only queries safely, and returns results to MCP-compatible clients like Claude Desktop.

awaketai/postgres-mcp

Expense Tracker MCP Server

Enables personal expense management with SQLite storage, allowing users to add, update, delete, list, and summarize expenses by category through natural language interactions.

Sudhanvaha/expense-tracker-mcp-server

cc25a/openai-api-agent-project

Look up the latest stock prices by ticker symbol across global markets. Get current price and esse…

cc25a/openai-api-agent-project

Cocktails RAG MCP Server

Provides cocktail recommendations using a Retrieval-Augmented Generation (RAG) pipeline powered by LangChain, FAISS, and Groq. It enables users to search for cocktail recipes and receive personalized drink suggestions through natural language.

00200200/cocktails-rag-mcp

Damn Vulnerable Model Context Protocol (DVMCP)

Damn Vulnerable MCP Server

harishsg993010/damn-vulnerable-MCP-server

PowerPoint Translator MCP Service

Enables translation of PowerPoint presentations to multiple languages using AWS Bedrock models while preserving formatting. Supports 8 languages including Chinese, Japanese, Korean, and major European languages.

zhuermu/mcpppttranslator

mcp-fashion-server

AI 기반 여성 의류 쇼핑몰 콘텐츠 자동화 시스템

Kimkeunwoo-OSE/mcp-fashion-server

Second Opinion MCP

Enables Claude to consult over 17 AI platforms and 800,000+ models to provide alternative perspectives, code reviews, and diverse feedback. It features a unique personality system and supports multi-AI group discussions and debates directly within the chat interface.

ProCreations-Official/second-opinion

NodeAPI

Machine-native GIS processing API for AI agents and developers. Convert, reproject, validate, repair, buffer, clip, dissolve, and tile vector geodata across 25 endpoints. Pay-per-use USDC on Solana Mainnet ($0.01/op). No accounts, no API keys. Remote MCP SSE.

eianray/node-api

🧠 MCP Server: Local AI Tooling with Python

An MCP server that reads a CSV file.

Hassenamri005/mcp-server-example

Dgraph MCP Server

A Model Context Protocol (MCP) server implementation for Dgraph graph database, built using the [mcp-go](

johnymontana/dgraph-mcp-server