Memori

Memori

Persistent memory from agent trace, not just conversation

0upvotes
Launched May 28, 2026

About Memori

Memori is an innovative AI tool designed to enhance persistent memory for agents by leveraging trace data rather than just conversational context. Its new agent-native memory infrastructure captures detailed execution paths, tool results, workflow steps, outcomes, and decision-making logic, enabling AI agents to retain and utilize structured, long-term memory. This approach allows agents to remember past interactions more accurately and contextually, leading to more coherent and intelligent decision-making over time. With impressive benchmark results—achieving 81.95% accuracy on LoCoMo with only 1,294 tokens per query—Memori offers a highly cost-effective solution, reducing inference costs by over 95%. Its open-source roots and active community, evidenced by 15K GitHub stars and over 200,000 downloads, make it an attractive choice for developers seeking to build smarter, more persistent AI agents.

Screenshots

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Pros

  • Enables long-term, structured memory for AI agents from execution traces
  • Significantly reduces inference costs with high accuracy
  • Open source with a large, active community and high adoption
  • Captures comprehensive agent workflows, decision logic, and outcomes
  • Supports cost-effective, scalable AI agent development

Cons

  • Requires integration effort to incorporate into existing workflows
  • May have a learning curve for developers new to agent trace-based memory
  • Limited details on enterprise-level support or SLAs

Use Cases

1Building persistent AI assistants that remember past interactions and decisions
2Enhancing AI workflows with structured, long-term memory of execution paths
3Developing cost-efficient AI solutions with optimized inference costs
4Creating intelligent automation that adapts based on historical data
5Implementing research tools that analyze agent behavior over time
6Supporting complex decision-making in AI-driven systems

Pricing

Likely open source or freemium model, given its open source nature and community activity; specific pricing details are not publicly provided.

Quick Info

Upvotes0
Comments2
Launched5/28/2026

Topics

Open SourceDeveloper ToolsArtificial Intelligence

Alternatives

Mem.ai
Pinecone
Weaviate
LangChain
Haystack

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