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Your agents share the work.
Now they share the memory.

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GPT-5.1
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Claude Opus 4.5
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Gemini 2.5 Pro
Lore — the shared memory core
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Grok 4
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Llama 4 Maverick
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DeepSeek-R1

Apache-2.0 · single-binary self-host · works with MCP, LangGraph, CrewAI, Claude Agent SDK

npm i @loregpt/sdk

Lore is the open-source coordination memory layer for multi-agent AI systems — read-your-writes consistency, built-in access control, and a token bill that goes down.

★ Star on GitHub

The coordination problem

Why multi-agent systems fail

They mostly don’t fail because agents can’t reason. They fail because agents work over inconsistent copies of shared state.

36.9% of multi-agent failures are agents disagreeing about reality (MAST taxonomy)
~40% of compute burned re-establishing context another agent already had
1,600+ annotated execution traces behind the finding

The invisible handoff

Your researcher found it. Your writer never saw it. Every agent starts from zero — and your token bill proves it.

Stale truth

Two agents updated the same fact. Which one is your system serving now? If you can’t answer, neither can your agents.

Debugging in the dark

“Why did the agent do that?” shouldn’t take an afternoon. Without provenance, every incident is archaeology.

Everything between your agents and one shared reality

The pieces you’d wire yourself — and the layer Lore handles.

one shared reality LangGraphCrewAIAutoGenMCP Lore Events Extraction Recall Scratchpad Memory Consistency Access Provenance Curation

Compatible with leading AI clients

Lore ships as native SDKs and a single-binary MCP server — so it drops into the frameworks and editors your agents already run in.

Frameworks & SDKs

  • Claude Agent SDK
  • LangGraph
  • CrewAI
  • OpenAI Agents SDK
  • MCP

Editors & agents · via MCP

  • Cursor
  • Windsurf
  • Cline
  • Qwen Code

Plus support for any MCP-compatible AI tool — framework-neutral by design.

Everything falls into one shared reality.

Lore

Join the waitlist

Early access + design-partner slots. No spam — just the first ping when it opens.