Snowfort Circuit MCP is a comprehensive Model Context Protocol server suite that provides web and Electron desktop application automation capabilities for AI coding agents, with features such as AI - optimized snapshots, intelligent screenshot compression, and multi - session management.

A distributed memory bank MCP implementation based on the KùzuDB graph database, supporting repository and branch isolation, and providing AI-driven memory optimization, secure snapshots, and intelligent analysis functions

SpotDB is a lightweight data sandbox that provides a securely isolated temporary database environment for AI workflows and data exploration, supporting snapshot restoration and multiple API access methods.

MCP URL2SNAP is a lightweight Model Context Protocol (MCP) server that allows LLMs to capture web page screenshots by specifying URLs and return image access links. This project simplifies the process of generating and sharing web page snapshots and is suitable for integration into AI applications such as Claude Desktop or automated workflows.

The SnapBack MCP server is a service that provides code security analysis and snapshot management for AI tools via the model context protocol. It supports offline basic analysis and cloud-based advanced functions.