verygoodplugins/automem
Long-term memory for AI assistants. Graph + vector store that recalls decisions, relationships, and context across sessions.
Build with Backblaze B2
SDKs, agent skills, IDE extensions, and reference pipelines from Backblaze Labs. All open source.
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Where it stands
Rank, growth pace and release cadence relative to everything GStars tracks.
1 release in the last 90 days, the latest 68 days ago, with 15 contributors on GitHub.
Use Cases & Benefits
- Provides a long-term memory system for AI assistants using a hybrid graph and vector store to recall decisions, relationships, and context across sessions.
- Delivers state-of-the-art accuracy on long-term conversational memory benchmarks by combining semantic, lexical, temporal, and graph-based reasoning for meaningful memory recall.
- Use for enhancing AI assistants with persistent, evolving memory that understands complex multi-hop relationships and temporal context.
- Use for building knowledge graphs that automatically extract entities, detect patterns, and consolidate memories inspired by neuroscience principles.
- Use for integrating with AI platforms via REST API or MCP protocol to enable production-grade memory recall with sub-100ms latency and automated background enrichment.
Should you depend on it?
License terms, project hygiene and risks, from GitHub metadata and GStars' snapshots.
License
MIT
Permissive: commercial use, modification and redistribution are allowed with attribution.
Community files
- README: present
Watch-outs
No watch-outs from GStars' checks.
General guidance from repository metadata, not legal advice. How we score
From the README
AutoMem is the world's best-performing long-term memory system for AI assistants. On December 2, 2025, AutoMem achieved 90.53% accuracy on the LoCoMo benchmark (ACL 2024), beating the previous state-of-the-art by 2.29 points.
Deploy production-grade AI memory in 60 seconds:
Your AI forgets everything between sessions. RAG dumps similar documents. Vector databases match keywords but miss meaning. None of them learn.
AutoMem gives AI assistants the ability to remember, connect, and evolve their understanding over time—just like human long-term memory.
Daily snapshots
Stars gained per day, and how forks and open issues moved, from GStars' daily snapshots
Forks
111+11
Open issues
18+6
Compared with peers in AI
Fastest-growing repositories GStars tracks in this cohort for the week of Nov 1, by 7-day star growth
| Repository | Stars | +7d | Health | Last release |
|---|---|---|---|---|
| thedotmack/claude-mem | 113.6K | +8.8K | 35 | today |
| D4Vinci/Scrapling | 98.1K | +6.9K | 65 | 1 day ago |
| Leonxlnx/taste-skill | 110.7K | +5.2K | 55 | 1 day ago |
| calesthio/OpenMontage | 77.2K | +4.2K | 40 | — |
| heygen-com/hyperframes | 79.6K | +4.1K | 45 | today |
| verygoodplugins/automem | 827 | — | 32 | 68 days ago |
| Category median | 98.1K | +5.2K | 45 | — |
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