20alexl/claude-engram

What it does

Claude Engram is an MCP (Model Context Protocol) server that extends Claude's capabilities with persistent memory and intelligent session management. It automatically tracks mistakes, decisions, and contextual information across sessions, mining session history for patterns and enabling cross-session search functionality. The tool includes advanced features like loop detection, pre-edit warnings, and context compaction survival.

How to set up

This tool runs as a local MCP server and can be integrated with Claude Code. Installation involves cloning the repository from GitHub, installing Python dependencies, and configuring it as an MCP server in your Claude environment. It supports local execution with Ollama for completely private, on-device processing without relying on external APIs.

Key features

• Persistent memory across Claude sessions
• Automatic tracking of mistakes and decisions
• Pattern mining from session history
• Cross-session search capabilities
• Loop detection and prevention
• Pre-edit warnings and suggestions
• Context compaction with survival mechanisms
• Local execution with Ollama support
• Hook-based auto-tracking system