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laminlabs/lamindb

Open-source data management for multimodal AI. Query, trace, and govern with a lineage-native, format-agnostic lakehouse for agents and teams. Supports biological formats and registries - by the creators of Scanpy. ๐ŸŠYC S22

Python โ—‡ comp-bio-ops Apache-2.0
โ˜…437STARS
โ‘‚145FORKS
!58ISSUES
๐Ÿ†#13,218GLOBAL RANK
๐Ÿ”ฅ42DAYS TRENDING
๐Ÿš€
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โšก Executive Summary & Quick Facts

Authoritative Source

lamindb is lamindb is an open-source project written in Python: Open-source data management for multimodal AI. Query, trace, and govern with a lineage-native, format-agnostic lakehouse for agents and teams. Supports biological formats and registries - by the creators of Scanpy. ๐ŸŠYC S22..

Direct Citation for AI & Research:
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of November 2026), laminlabs/lamindb has accumulated 437 GitHub stars and 145 forks. It is written in Python, licensed under Apache-2.0, and ranks #13,218 globally. It is actively maintained with the latest commit recorded on Nov 12, 2026.”
Repository laminlabs/lamindb โ†—
Primary Category comp bio ops
Language & Stack Python
Software License Apache-2.0
Community Traction โ˜… 437 stars ยท โ‘‚ 145 forks ยท #13,218 globally
Maintenance โ— Active (Last commit: Nov 12, 2026) ยท 58 open issues
Target Audience Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.

๐Ÿ›ก๏ธ Repository Maintenance & Health Audit (2026)

Health Score: 93/100 ยท Grade A+
โœ…
Is lamindb actively maintained in 2026?
Verdict: Actively Maintained & Highly Recommended

Yes, lamindb is actively maintained. Continuous telemetry recorded the last code commit on Nov 12, 2026 (0 days ago). Supported by 437 stars and 145 community forks, this repository holds a calculated health index of 93/100, reflecting very active (commits within last 14 days) and healthy issue cadence.

Commit Recency
Nov 12, 2026
0 days since last push
Issue Backlog
58 Open Issues
Healthy Issue Cadence
Community Backing
145 Forks
437 Stars Recorded
Software License
Apache-2.0
Permissive & Inspectable

Star History

Continuous Observations
Interactive star growth chart for laminlabs/lamindb
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Momentum

+22

STARS ยท LAST 30 DAYS

1

PER DAY

#1,789

MOST-STARRED Python

Window7 days30 days90 days
Stars gained+19+22+90
Per day311
Forks gained+2+2+10

lamindb gained 22 stars in the last 30 days, about 1 a day, and now has 437. It is about 5 years old and has averaged roughly 87 stars a year. It ranks #1,789 among Python repositories and #13,218 across all languages on GitHubRepo.

Trending Record

lamindb has maintained a continuous presence across global trending indexes, peaking at #135. Below is the 30-day activity profile:

๐Ÿ’ก Overview

lamindb is an open-source project written in Python: Open-source data management for multimodal AI. Query, trace, and govern with a lineage-native, format-agnostic lakehouse for agents and teams. Supports biological formats and registries - by the creators of Scanpy. ๐ŸŠYC S22.

Engineered for speed, consistency, and developer ease, it solves common hurdles in comp-bio-ops, context-engineering, data-lakehouse. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.

โšก Key Features

1

Optimized execution pipeline written in Python for predictable speed.

2

Zero-friction configuration with comprehensive sensible defaults out of the box.

3

Cross-platform runtime support across Linux, macOS, and Windows environments.

4

Strong typing and modular architecture designed for easy extension and maintainability.

5

Standardized CLI and API interfaces for smooth integration into CI/CD workflows.

6

Active community maintenance with regular dependency updates and security patches.

๐Ÿ“ฅ Installation

terminal
$ pip install lamindb

โš™ System Requirements

Platforms

  • โ€ข macOS
  • โ€ข Linux
  • โ€ข Windows

Runtime & Dependencies

Python >= 3.9, pip, virtualenv

Architecture

x86_64, ARM64 (Apple Silicon & Graviton)

๐Ÿง  How It Works

lamindb coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.

๐ŸŽฏ Production Use Cases

Production System Integration

Embed lamindb into Python backend services to handle core application logic.

CI/CD Automated Pipelines

Run automated validation, builds, and integration suites during deployments.

Developer Tooling & Workflows

Accelerate developer onboarding with pre-configured project utilities.

Open Source Extension

Fork and customize internal modules under the repository's open Apache-2.0 license.

๐Ÿš€ Getting Started

1

Install lamindb using your package manager: `pip install lamindb`

2

Initialize your project workspace or configuration file for lamindb.

3

Import lamindb into your codebase or invoke it directly from your terminal.

4

Execute your test suite or run `lamindb --help` to verify successful setup.

๐Ÿ‘ Strengths

Active community backing with 368 GitHub stars and verified adoption.
Permissive open-source distribution under the Apache-2.0 license.
Built in Python for high execution speed and developer familiarity.
Cross-platform compatibility across modern Linux, macOS, and Windows environments.
Clean modular design allowing flexible configuration and pipeline integration.

โš ๏ธ Considerations

Requires familiarity with Python and modern CLI workflows.
Ecosystem extensions may require manual configuration depending on environment constraints.
Active development roadmap means breaking API changes may occur across major versions.

โ‡„ Alternatives & Direct Competitors

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๐Ÿ‘ฅ Who Should Use This

Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.

๐Ÿ† Nearby in the Rankings

laminlabs/lamindb is currently ranked #13,218 by stars across every repository tracked on GitHubRepo. These are adjacent projects:

RankRepositoryLanguageStarsAction
#13,209 AAEmu/AAEmu C# โ˜… 438 Compare โ†—
#13,209 PhotonVision/photonvision Java โ˜… 438 Compare โ†—
#13,209 mckinsey/agents-at-scale-ark TypeScript โ˜… 438 Compare โ†—
#13,209 dataiku/kiji-proxy Go โ˜… 438 Compare โ†—
#13,209 marcusquinn/aidevops Shell โ˜… 438 Compare โ†—
#13,218 laminlabs/lamindb This Project Python โ˜… 437
#13,218 arthurnn/memcached Ruby โ˜… 437 Compare โ†—
#13,218 PythonTurtle/PythonTurtle Python โ˜… 437 Compare โ†—
#13,218 alphazero/Go-Redis Go โ˜… 437 Compare โ†—
#13,218 compiler-explorer/infra Python โ˜… 437 Compare โ†—
#13,218 cortex-lab/phy Python โ˜… 437 Compare โ†—
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Frequently Asked Questions

What does lamindb do? +

Open-source data management for multimodal AI. Query, trace, and govern with a lineage-native, format-agnostic lakehouse for agents and teams. Supports biological formats and registries - by the creators of Scanpy. ๐ŸŠYC S22

Is lamindb actively maintained in 2026? +

Yes, lamindb is actively maintained. The latest code push was recorded on Nov 12, 2026 (0 days ago). It holds a calculated Maintenance Health Score of 93/100 (A+ rating) with 437 stars and 58 open issues.

What language is lamindb written in? +

The primary language is Python. Topics include: comp-bio-ops, context-engineering, data-lakehouse, data-lineage, data-versioning.

How many stars does lamindb have? +

lamindb has 437 stars and 145 forks on GitHub.

How does lamindb rank among GitHub repositories? +

With 437 stars, laminlabs/lamindb is ranked #13,218 globally across all repositories tracked on GitHubRepo and #1,789 among Python projects.

What license is lamindb distributed under? +

The repository reports a Apache-2.0 license. Always verify the repository LICENSE file for legal terms.

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