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[GitHub Trending] supermemoryai/supermemory

8.7 relevance
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AI memory engine, critical for agent state management, very relevant.

2026-05-31 AI/ML github.com
Memory engine and app that is extremely fast, scalable. The Memory API for the AI era. - supermemoryai/supermemory
Summary

Supermemory, from a research lab, is an open-source memory engine ranking #1 on AI memory benchmarks (LongMemEval, LoCoMo, ConvoMem). It automatically extracts facts, builds user profiles in ~50ms, and provides hybrid search via a single API, with connectors (Google Drive, Notion, GitHub) and multi-modal extraction. It includes an open MCP server and plugins for Claude Code, Cursor, Windsurf, and more, enabling persistent memory across sessions.

Key Takeaways
  • Integrate Supermemory's MCP server or single API to add persistent, benchmark-tested memory to AI agents without managing vector databases or embedding pipelines.
Why it matters

For solutions architects building AI agents, Supermemory eliminates custom memory pipelines by offering a drop-in persistent context layer tested across major benchmarks, reducing infrastructure complexity.

Author

supermemoryai