Integrations

Benchmarks

Benchmark	Description	Source	Categories
LoCoMo	Long context memory testing fact recall across extended conversations	snap-research/locomo	`single-hop`, `multi-hop`, `temporal`, `world-knowledge`, `adversarial`
LongMemEval	Long-term memory evaluation across multiple sessions with knowledge updates	xiaowu0162/longmemeval	`single-session-user`, `single-session-assistant`, `multi-session`, `temporal-reasoning`, `knowledge-update`
ConvoMem	Conversational memory focused on personalization and preference learning	Salesforce/ConvoMem	`user_evidence`, `assistant_facts_evidence`, `preference_evidence`, `changing_evidence`, `abstention_evidence`

We’re actively adding support for more benchmarks. Contribute your own or create a feature request.

Chunk-based semantic search

LLM-powered memory extraction

Knowledge graph construction

We’re actively adding support for more providers. Contribute your own or create a feature request.