mcp-memory-service and ogham-mcp
About mcp-memory-service
doobidoo/mcp-memory-service
Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.
This service provides a shared, persistent memory for AI agents, allowing them to retain information and learn across different tasks and sessions. It takes in decisions and facts from various agents, organizing them into a knowledge graph. The output is fast, relevant context that helps agents make better decisions, suitable for anyone building or managing multi-agent AI systems, like AI solution architects or AI product managers.
About ogham-mcp
ogham-mcp/ogham-mcp
Shared memory MCP server — persistent, searchable, cross-client
This project provides a persistent, searchable memory for your AI coding agents. It helps developers avoid repeating themselves by allowing agents to share context, past decisions, and architectural patterns across different tools like Claude Code, Cursor, or OpenCode. You feed it your code, debugging issues, and project details, and your agents can recall them later, no matter which client they are using.
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