Software
Open source software.
The databases, the benchmark, and the tools we build for AI memory. All of it is on GitHub.

Software
Databases and tools.

DBBench
An independent, open benchmark of database engines. The same tasks on the same machine, with published settings and every result tied to the exact engine version.
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Audit-Ready Memory
A public-interest project building local-first, inspectable memory infrastructure for AI systems that need audit trails, deterministic replay, and explicit deletion.
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CypherGLOT
A Cypher-to-SQL compiler that lets developers think in graph terms, then lowers admitted Cypher through an internal AST and IR into backend-aware SQL for host runtimes.
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HumemDB
A Python orchestration layer that combines SQLite, DuckDB, CypherGLOT, and LanceDB so table, graph, and vector workloads can be routed across embedded engines without forcing one database to do every job.
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ArcadeDB
A database that keeps documents, graphs, vectors, and time series in one engine. Run the official server, or run it inside your Python process with uv.
Learn moreContribute
Everything here is open source. Come build it with us.
The code and the benchmark settings are public. Open an issue when something is wrong, send a pull request with a fix, or run a benchmark on your own hardware and tell us what you got.
If you work on multi-model databases, query compilers, or agent memory, get in touch.