Open data platform for traceable, multimodal AI

Improve your workflows with open-source context and data access.

Query, trace, and govern with a lineage-native, format-agnostic lakehouse for teams and agents.

Manage biological data through modules for bio-formats and registries — by the creators of Scanpy logo

Quickstart
or
pip install lamindb
Pfizer
DZNE
Broad Institute
Altos Labs
NavaTx
Helmholtz Munich
ENS Ulm
Institut Pasteur
Stanford University
The University of Queensland Australia
Charité
Ensocell

Lineage

Trace data, code & agents

Track where data comes from and what it's used for, no matter how you run your code.

agentsnotebooksscriptsworkflows
PythonRshellNextflow
Explore data linage of a sample project

Lakehouse beyond tables

Query across many datasets

Query and batch-load datasets with lakehouse support for a wide range of table & array formats. Manage their features & schemas as metadata in Postgres or SQLite.

.parquet.zarrAnnDataSpatialData...
PostgresSQLite
Python code showing how to access artifacts and collections in LaminDB

Notes, LIMS, ELN

Unify records management

Manage metadata in notes, registries & relational sheets in sync with datasets in storage. Use a single Python/R class with built-in ontologies.

experimentssamplesnotesreports...
sheetsontologiesproject management
Notebook showcasing a cell type ontology

FAIR datasets

Validate & annotate datasets

Use schemas to enforce consistency across your datasets. Annotate with a single line of code.

sheets.parquet.csv.zarr...
AnnDataSpatialData...
Notebook showcasing the curation of a dataframe

Branching & versioning

Manage changes

Manage changes to datasets, records, and models like you manage changes to software with git. Merge Change Requests from agents and collaborators. Co-version data and code.

Manage changes with branching in LaminDB

Zero lock-in

Administer with ease while staying in control

Manage fine-grained permissions for humans & agents with SaaS-like simplicity directly at the database and storage level. Do not give up admin control on AWS, GCP, or in your own infrastructure.

PostgresSQLite
file systemsAWS S3GCPAzureR2...
Fine-grained access control to datasets in LaminDB

Context

Build your organization's long-term memory

As team & agents work, data, models & reports get mapped into the lakehouse — building recursively queryable memory & training data that compounds over time.

LaminDB graphic

Get started!