TL;DR — Graphiti focuses on dynamic, temporal knowledge graphs for agent memory and retrieval.
What it is
It stores facts with relationships and time semantics so agents can reason over evolving state.
Why it exists
Many agent tasks are stateful and time-dependent. Graphiti helps represent that naturally.
Install
pip install graphiti-coreBasic usage
# construct graph entities and edges
# update temporal facts
# retrieve context paths for decisionsWhen to use, when to skip
Use it when this category is a bottleneck in your agent stack and you want faster delivery with fewer custom components.
Skip it when your workload is tiny, requirements are fixed, or a plain provider SDK plus a few local functions is enough.
Alternatives
Compare with adjacent tools in the same AI Native category and choose based on interface style, deployment model (hosted vs self-hosted), and team familiarity.
Verified against project documentation, June 2026.