The EspoCRM MCP Server is a comprehensive model context protocol server that provides seamless integration with EspoCRM, supporting 47 tools for complete CRM operations, including contact, account, opportunity, meeting, user, task, lead management, and advanced functions such as team, role, and entity relationship management, along with an AI chatbot interface.

Vulcan File Ops is a high - performance file operation server based on the Model Context Protocol (MCP) that can transform desktop AI assistants (such as Claude Desktop, ChatGPT Desktop, etc.) into powerful development partners. It provides secure file reading and writing, batch operations, document processing, image analysis, and Shell command execution functions. It features enterprise - level security controls, dynamic directory registration, and intelligent tool filtering, allowing users to have full control over local file system access.

A multi-functional AI agent project that includes an Arabic legal chatbot, a Google search tool, and a handwritten digit generation model.

This project provides code examples for developing and running an MCP server on Oracle OCI, including Python development, AI agent integration, semantic search, SelectAI integration, and connection with AI assistants such as ChatGPT, to help build enterprise - level AI applications.