The MCP Trust Index.

Maverick MCP

A behavioral intelligence server that detects a user's unique interaction style and adapts AI agent responses based on seventeen behavioral profiles. It enables agents to automatically adjust their tone, pacing, and autonomy level to better align with the specific needs of the human user.

get-airlock/maverick-mcp

Garmin Connect MCP

A Model Context Protocol server that integrates Garmin Connect data with LLMs to provide personalized running analysis and training plans. It enables users to monitor performance metrics, manage training loads, and receive data-driven workout suggestions based on health indicators like VO2 Max and recovery status.

leewnsdud/garmin-connect-mcp

MCP Study Project

An educational repository designed to practice and understand the Model Context Protocol through simple server implementations. It demonstrates core MCP concepts such as tools, resources, and communication via stdio and SSE transport methods.

GabrielSantanaC/MCP

abji

MCP package for scorzeth/anki-mcp-server

manojkumargogula/abji-mcp

Burp Suite MCP Server

Exposes Burp Suite's REST API to AI assistants, enabling users to trigger vulnerability scans, monitor progress, and manage security tasks through natural language. It also provides programmatic access to Burp's security knowledge base for querying vulnerability definitions and remediation advice.

jayluxferro/burp-mcp

MCP BigQuery Server

Enables secure access to BigQuery datasets with intelligent query result caching, schema evolution tracking, and AI-powered query optimization recommendations through Supabase integration.

Mousten/mcp-bigquery-server

Sakila MCP Server

Enables natural language interaction with MySQL Sakila database through intent-based tools for movie search, customer management, rental operations, and business analytics without exposing database schema.

Mo3g4u/mcp-server-sample

PlotMCP Server

An MCP server that enables LLMs to generate high-quality SVG charts using matplotlib, supporting various plot types like line, bar, and heatmaps. It provides flexible configuration for dimensions and axis scales, returning either raw SVG content or paths to saved image files.

Nexo-Agent/plot-mcp

MCP Gateway

The MCP gateway is a reverse proxy server that forwards requests from clients to the MCP server or uses all MCP servers under the gateway through a unified portal.

lucky-aeon/mcp-gateway

Oracle Fusion AR MCP Server

Provides secure, remote access to the Oracle Fusion Cloud Accounts Receivable REST API for managing financial data. It enables users to list, search, and retrieve detailed invoice information through natural language commands without storing credentials.

kumr192/oracle-ar-mcp-server

MCP Mistral OCR Optimized

An optimized Model Context Protocol server for document OCR processing using Mistral AI with support for high-performance batch operations and async connection pooling. It enables efficient extraction of text and tables from local files or URLs into structured markdown and HTML formats while minimizing token costs.

snussik/mcp_mistral_ocr_opt

e-Stat MCP

Enables access to Japan's official government statistics portal (e-Stat) API to search, retrieve, and analyze statistical data including census data, economic indicators, and demographic information across 17 statistical fields.

koizumikento/e-stats-mcp

0xMONK MCP Server

FereAI's MCP Server - The most powerful Crypto MCP Server.

fere-ai/mcp-server

LangChain Documentation MCP Server

Provides real-time access to official LangChain documentation, API references, and GitHub code examples to assist in LangChain-based development. It enables LLMs to search for tutorials, version info, and detailed class specifications directly from live sources.

LiteObject/langchain-mcp-server

Fred St Louis MCP

Enables users to query and explore economic data from FRED, supporting tools for searching series, retrieving observations, and browsing categories. It provides comprehensive access to financial datasets, including GeoFRED maps and raw endpoint passthrough for advanced research.

nicoloceneda/mcp-fred

EduChain MCP Server

Integrates the EduChain library with Claude Desktop to generate educational content such as multiple-choice questions, lesson plans, and flashcards. It utilizes Gemini LLMs through LangChain to provide local and secure content generation tools.

Sahilverse-web/mcpeduchain

Confluence MCP Server

Enables AI models to interact with Confluence knowledge bases by searching, reading, and creating pages through the Confluence REST API. It provides a suite of tools for space management, document retrieval, and content creation, including a mock mode for local testing.

Simon006/Confluence

ClickUp

Manage projects, tasks, and documents directly through a comprehensive suite of productivity tools. Search for tasks, generate status reports, and track time entries across entire workspaces. Access document hierarchies and member information to streamline collaboration and project oversight.

Polaralias/clickup-mcp

Weather MCP Server

Example of creating MCP server

dsomel21/weather-mcp-server

MCP Imagen Server

Enables text-to-image generation, style transfer, background removal, and automatic image cropping using Google's Imagen AI models through the Model Context Protocol.

anton-proto/mcp-imagen

Combined MCP Server

Integrates Redshift database query capabilities with vector-based knowledgebase tools for semantic search and RAG applications. It enables users to execute SQL queries, explore database schemas, and perform hybrid semantic searches on markdown files stored in S3.

manish6007/mcp_servers

shoumikdc/arXiv-mcp

Discover the latest arXiv papers by category and keyword. Control how many results you get to spee…

shoumikdc/arXiv-mcp

FAQ RAG MCP Server

Enables semantic search and question-answering over FAQ documents using RAG (Retrieval-Augmented Generation) with OpenAI embeddings and in-memory vector similarity.

rhamsagar-sf/rag-mcp-project

OneNote MCP Server

Enables Claude to read and write to local Microsoft OneNote notebooks by parsing backup files and utilizing the OneNote COM API. It allows for searching notes, creating pages, and appending content without requiring Azure registration or API keys.

mhzarem/onenote-mcp

Cyclops MCP (Model Context Protocol)

Model Context Protocol server for Cyclops

cyclops-ui/mcp-cyclops

MollyGraph

Local-first self-improving knowledge graph for AI agents with three-layer entity extraction, parallel graph and vector retrieval, and automated LoRA fine-tuning.

brianmeyer/mollygraph

Songsterr MCP

Enables users to search for guitar, bass, and drum tabs on Songsterr by song title, artist, or specific tab metadata. It retrieves song details and track lists, providing direct links to view the full tablature on the Songsterr website.

gumluke/songsterr-mcp

Accounting MCP

A personal financial management tool that enables AI assistants to record transactions, check balances, and provide monthly financial summaries via the Model Context Protocol. It allows users to manage their expenses and income through natural language interactions using standardized MCP tools and resources.

annie25726/accounting-mcp

Mcp Server Cat Api

Experimental MCP server for cat API

ameba23/mcp-server-cat-api

Dexcom + Carb Search

Enables diabetes management by retrieving real-time glucose readings from Dexcom continuous glucose monitors and searching for carbohydrate content of foods to help make informed dietary decisions.

MeirKaD/diabetes-mcp

Universal AI Chat MCP Server

Enables real-time communication and shared vector memory between Claude Code, OpenAI Codex CLI, and Google Gemini CLI. It allows different AI platforms to exchange messages, share context, and collaborate through a unified MCP interface.

marc-shade/universal-ai-chat

SQL-Transpiler MCP Tool

Converts SQL queries between different database dialects using the sqlglot library to ensure cross-system compatibility. It allows users to list supported dialects and transpile SQL code from one syntax to another through the Model Context Protocol.

Baronco/SQL-Transpiler-MCP-Tool

Kontxt MCP Server

Codebase indexing MCP server

ReyNeill/Kontxt

QuickBooks MCP Server

A secure, local-first MCP server that enables users to query QuickBooks data such as accounts, bills, and customers using natural language within Claude Desktop. It provides a direct interface to the QuickBooks API for streamlined financial data retrieval and management.

nikhilgy/quickbooks-mcp-server

NameChecker MCP Server

Enables AI assistants to perform real-time domain name availability checks and validate domain syntax according to RFC standards. It supports both stdio and SSE transports to bridge the gap between AI models and domain registration services.

EmreKb/namechecker-mcp

Educational Tutor MCP Server

Transforms documentation repositories into interactive educational content and provides standardized access to AI-generated structured courses through MCP protocol. Generates multi-complexity learning paths from docs and enables AI tutoring applications to interact with course content.

moarshy/mcp-tutor

Gmail MCP Server

Enables AI assistants to read unread Gmail messages and create properly threaded draft replies through the Gmail API, allowing natural language email management while keeping drafts for manual review before sending.

CharlesAD/gmail-mcp-server-claude

Sponge MCP Server

Provides a Model Context Protocol interface to the Sponge wallet API for managing digital assets and transaction histories. It enables users to securely check balances, retrieve addresses, and perform transfers using DAuth-style credential exchange.

tsiongk/sponge-mcp

SpinQit MCP Tools

Enables AI models to invoke SpinQ's quantum computing hardware resources by creating and submitting quantum circuits (QASM) to the SpinQ cloud platform for execution and results retrieval.

eeeeeeeason/backup_mcp

PC-Control MCP Server

Enables control of Windows PC through Claude Desktop, including executing shell commands, managing system resources, controlling audio/power, launching applications, taking screenshots, and managing windows and processes.

krsnmlna1/MCP

Gopls

An MCP (Model Context Protocol) server that wraps gopls to provide Go language server features.

Yantrio/mcp-gopls

Cursor Memory MCP

The Cursor Memory MCP Server provides a powerful tool to assist in coding with cursor, enpower cursor to operate with memory, make coding taste much more dilicious

zjmwqx/cursor-memory-mcp

Coach AI

A productivity coaching assistant designed for ADHD support that provides intelligent task management, goal tracking, and personalized recommendations. It utilizes a persistent memory system to learn user patterns and preferences, helping to reduce decision paralysis through actionable suggestions.

94aharris/coach-ai

Building a Simple MCP Server in Python Using the MCP Python SDK

The Model Context Protocol (MCP) is a standardized way to supply context to large language models (LLMs). Using the MCP Python SDK, you can build servers that expose data (resources), functionality (tools), and interaction templates (prompts) to LLM applications in a secure and modular fashion. In this tutorial, we’ll build a simple MCP server in P

ruslanmv/Simple-MCP-Server-with-Python

warrant-mcp

An MCP server that provides formal reasoning and argument validation tools for AI agents based on established computational argumentation theories. It enables structured argument analysis, defeasible reasoning, and dialogue management using frameworks like Dung, Toulmin, and Walton's schemes.

jayden-chmod/warrant-mcp

ESMfold MCP Server

Enables protein sequence analysis and structure prediction by extracting ESM-2 embeddings and batch processing FASTA files via Docker. It provides tools for large-scale embedding extraction, job monitoring, and model management within an MCP-compatible environment.

MacromNex/esmfold_mcp

MCP邮件服务

This repository is a mail-sending service developed based on the MCP protocol and Resend. It can be used to send emails, including mass emails. Additionally, it allows querying emails by ID, updating delayed emails, and canceling delayed emails.

Marary/mcp_server_email

leonardo-amaral-3/mcp-datasus

A RAG-based MCP server for natural language querying of Brazilian healthcare manuals (SIH/SUS, SIA/SUS) and official ordinances. It provides 16 tools for semantic search, regulatory critique analysis, and retrieving data from SIGTAP and CNES.

leonardo-amaral-3/mcp-datasus

Test MCP Feb4 MCP Server

An MCP server that provides standardized tools for AI agents to interact with the Test MCP Feb4 API. It enables LLMs to access API endpoints through asynchronous operations and standardized Model Context Protocol tools.

Traia-IO/test-mcp-feb4-mcp-server

DAZ Command MCP Server

An MCP server that provides session-based shell command execution and file management with intelligent LLM-powered summarization. It enables users to manage isolated workflows and track progress through automated event logging and session history.

darrenoakey/daz-command-mcp