MemReader: From Passive to Active Extraction for Long-Term Agent Memory
Active memory extraction with GRPO beats passive transcription on LOCOMO benchmarks.

Memory plugin for OpenClaw — useful if you use OpenClaw, which most don't.
OpenClaw users, AI agent developers
LangChain Memory · LlamaIndex Vector Store · Mem0
Active memory extraction with GRPO beats passive transcription on LOCOMO benchmarks.
Solves a real China-specific pain point: npm and GitHub access, but narrow geographic scope.
GUI wrapper around OpenClaw, but competing installers already exist for the same tool.
Single-file SQLite memory for LLMs simplifies complex vector DBs for local workflows.
Hierarchical scopes let teams share code style rules across agents.
TUI automation for MCP config across AI coding tools, but adoption depends on ecosystem.