Tools/agentscope-ai/ReMe

ReMe

ReMe: Memory Management Kit for Agents - Remember Me, Refine Me.

3.3k+22/wkemergingPythonApache License 2.0trending

The Lens

By Erik Loyd, SaaS CEO and former COO/CFO of an AWS Premier Partner.

Updated May 2026

ReMe gives AI agents memory that survives past a single session. Agents forget everything when the context window fills up or a new conversation starts, and ReMe fixes that by storing what matters and feeding it back later. It's free and open source under Apache-2.0.

It offers two flavors. The light version keeps memory as plain markdown files organized by date, compresses long conversations into summaries, and trims verbose tool output, no infrastructure required. The vector version uses embeddings to store user preferences, task patterns, and tool experience, then retrieves them by meaning. You wire either into your agent's reasoning loop.

The catch: memory for agents is a crowded, unsettled space, and ReMe is one approach among several (mem0 and others compete here). The markdown mode is easy to start with; the vector mode adds an embedding model and a store to run and maintain. Good to try if you're building agents that need to remember. Don't expect a finished standard yet.

Free vs Self-Hosted vs Paid

fully free

Free: Apache-2.0, free, pip install. No paid tier.

Self-hosted: The markdown mode needs nothing extra. The vector mode requires an embedding model and a vector store you run and maintain.

Paid: No paid version. Any cost is the embedding/inference you supply.

Free and open source. The vector mode adds an embedding model and store to run.

What to do by team size

Solo
free
Small team
free
Larger team
free
Self-hosting ops:moderate

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Score
80/100 · A
Adoption17/30
Maintenance25/25
Community13/20
License15/15
Analysis10/10

A low score is not a verdict on quality. Young and niche tools start low by design. How we calculate scores

Trust Signals

Community discussions enabledOrganization account (19 public repos)Notable author: 2,588 followersAuthor also built: agentscope-ai/QwenPaw (16,810 stars)

License: Apache License 2.0

Use freely. Patent grant included.

Commercial use: ✓ Yes

About

Owner
AgentScope-AI (Organization)
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Forks
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