PMLL Memory

Persistent key-value context memory with Q-promise deduplication for AI agent tasks.

PMLL Memory provides persistent key-value context storage and Q-promise deduplication for AI agent workflows. It is a companion MCP server within the PPM (Python Package Manager) project, offering memory retention capabilities that agents can use to maintain context across sessions.

Published on npm as pmll-memory-mcp, the server handles context persistence, deduplication of repeated queries, and structured memory management for LLM-based toolchains.