Cognee ships v1.6.1 with Google Drive, Gmail connectors and graph visualization
Cognee is an open-source AI memory platform that gives agents persistent long-term memory across sessions, turning documents, code and conversations into a self-hosted, searchable knowledge graph that can run locally with small models and no cloud LLM key. Per its release notes, v1.6.1 (September 24) bundles Google Drive and Gmail OAuth connectors into the SDK, streams visualization of large graphs in chunks, and moves the GLiNER installer off the event loop; v1.6.0 supports keyless memory building and retrieval. The project reports BEAM conversational-memory scores of 0.79 at 100K tokens and 0.67 at 10M tokens, while noting the two settings use different conversations, ingestion models and retrieval procedures.
Long-term memory is one of the practical bottlenecks for agent deployments, and a memory layer that runs locally without an API key lowers the barrier to trying and self-hosting it.
Cognee is the open-source AI memory platform for agents. Give your AI agents persistent long-term memory with small models for free

Cognee - The Free Open-Source AI Memory Platform for Agents
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