Working Memory Python Packages

engdbram

SQLite of agent memory — single-file, embeddable, zero-config. Episodic + semantic memory, hybrid BM25+vector recall, bitemporal facts, spreading-activation, working memory, async API, LLM compression, Ebbinghaus decay, GDPR forget, multi-agent, MCP-native.

state-trace

Agent state infrastructure: state-trace Python working memory plus @razroo/parallel-mcp durable MCP orchestration.

rulith

Name reserved. rulith is an external reasoning board for LLM agents, distributed on npm and GitHub - not (yet) a Python package.