ALTERNATIVE

Best Vector Stores Alternative

Traditional semantic search for agent memory

What is Vector Stores?

Vector stores are commonly used for agent memory and semantic recall but show significantly lower performance on structured recall benchmarks compared to specialized memory systems.

✅ What Vector Stores does well

  • • Widely available
  • • Semantic search capability

❌ Limitations for Agents

  • • Low structured recall performance (0.25-0.48)
  • • Not optimized for agent memory

Why AI Agents are replacing Vector Stores

Sandra memory system achieves 0.89 on Structured Recall Bench vs vector stores at 0.25-0.48, providing superior agent memory through MCP integration

Common Use Cases

Semantic searchGeneral memory storage