The DevOps AI Toolkit is an AI-based platform engineering and DevOps automation tool that provides functions such as resource deployment recommendations, problem repair, project governance, and a shared prompt library for teams through intelligent Kubernetes operations and conversational workflows, enabling complex cloud-native operations to be achieved through natural language interaction.

PaperPal is an MCP extension tool designed to help users search for and write literature reviews, discuss papers, find new papers, and organize literature ideas through natural conversations with LLMs (such as Claude).

The Pega DX MCP Server is an experimental project aiming to transform Pega Infinity™ applications into an intuitive conversational experience through the Model Context Protocol (MCP). It serves as a bridge between the Pega DX API and the natural language interface, enabling GenAI agents, IDEs, and other MCP-supported tools to interact with Pega Infinity™ applications using simple human-readable commands.

Jarvis MCP is a browser-based voice conversation tool that allows users to have natural voice conversations with AI assistants through a microphone. It supports voice recognition in more than 30 languages and remote access, and no additional software or API keys are required for installation.

Voice Mode is a tool that provides natural voice conversation capabilities for AI assistants and supports human - machine voice interaction with LLMs such as Claude and ChatGPT through the MCP protocol.

Google Ads MCP is a tool that connects Google Ads with Claude AI. It analyzes advertising data through natural language conversations and provides functions such as account management, campaign analysis, keyword optimization, and budget management.

Halo MCP Server is a Python - based MCP server that provides AI assistants with complete Halo blog management capabilities, supporting all blog management operations such as article creation, editing, and publishing through natural language conversations.

Temporal-MCP is a server that connects AI assistants with Temporal workflows. Complex workflows can be triggered and managed through natural language conversations without writing additional code.

A code analysis server based on the MCP protocol that helps AI models understand and analyze codebases through natural language conversations, providing lightweight code exploration and understanding capabilities.

SmartMemory is an MCP server that provides structured memory for LLMs. It converts conversation content into knowledge graphs through natural dialogue, enabling AI assistants to learn and apply business rules.

mcp-recon is a conversational network reconnaissance tool based on the MCP protocol. It integrates httpx and asnmap to perform HTTP infrastructure analysis and supports fast/complete reconnaissance and ASN queries through natural language instructions.

Umbraco MCP is a server based on the Model Context Protocol (MCP), which provides AI - driven background content management functions for Umbraco CMS. It implements secure and permission - controlled automated operations through the Umbraco management API, enabling the AI assistant to perform complex background tasks through natural conversations without manual operation of the interface.

This is an MCP project that allows users to control the GIMP image editing software through natural language conversations, converting complex image processing operations into simple conversation instructions and supporting various image editing functions from basic adjustments to advanced special effects.

The Anytype MCP Server is a service that implements the Model Context Protocol (MCP), allowing AI assistants to interact with the Anytype API through natural language. It transforms the OpenAPI specification of Anytype into MCP tools, enabling knowledge base management through conversations.

The MCP server project of Yelp Fusion AI provides natural - language - based local business search and interaction functions, supporting multi - turn conversations, business queries, and restaurant reservations.

An integrated tool for Google Search Console and Claude AI to analyze SEO data through natural language conversations

The MCP iCal Server is a natural language-based macOS calendar management tool that enables conversational calendar operations through the Model Context Protocol, supporting event creation, querying, modification, and multi-calendar management.

The Linode MCP Server is a protocol server that connects an AI assistant to the Linode cloud infrastructure, supporting the management of cloud resources, including multiple services such as instances, databases, and networks, through natural language conversations.

This project demonstrates how to integrate the conversational AI capabilities of AWS Bedrock with relational databases through the MCP server architecture to achieve the function of querying databases in natural language.

Vibe Composer MCP is a music creation tool based on the MCP server, allowing users to create multi - track music through natural language conversations with LLMs and supporting output to software or hardware synthesizers.

The Terraform Cloud MCP Server is an AI assistant integrated service for managing infrastructure through natural language conversations, supporting multiple MCP-compatible platforms.

A tool that connects Google Search Console with Claude AI, analyzes SEO data through natural language conversations, and provides functions such as site management, search analysis, URL checking, and sitemap management.

Convert SAP OData services into MCP tools to enable intelligent conversational interaction between natural language and ERP systems

This is an MCP server developed for Claude AI, providing direct access to the NASA Astrophysics Data System. Users can search for papers, track citations, manage a literature library, and export references through natural language conversations, aiming to seamlessly integrate the astronomy literature database into the AI workflow.

The AI Note MCP Server is a service that connects Claude Desktop with the AI Note task management system. It supports creating, updating, and managing tasks through natural language conversations, and provides functions such as task classification, priority setting, and due date management.

Cloudflare MCP Server is a service based on the Model Context Protocol (MCP) standard that allows users to manage various resources in a Cloudflare account through natural language instructions, including Workers, KV storage, R2 storage, D1 databases, etc. This project provides an installer and server - side implementation, supporting integration with MCP clients such as Claude Desktop to complete Cloudflare resource operations through conversational interaction.

The Port MCP Server is a natural - language interaction interface that connects Claude with the Port.io developer platform, enabling cloud resource management, service information query, and quality indicator analysis through conversations.

This extension integrates the Basic Memory knowledge base system into the Zed Editor's assistant function, enabling the construction of a persistent knowledge base through natural conversations and storing it as Markdown files on a local MCP server.

VibeCraft is an AI - driven Minecraft building assistant that connects AI with WorldEdit through natural language conversations, providing 46 MCP tools, spatial awareness, furniture libraries, and building templates for intelligent world editing and building.

Basic Memory is a tool for building persistent knowledge through natural conversations with large language models (LLMs). It stores data locally in Markdown files and implements the MCP protocol for two - way knowledge management.