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Ladybug

Ladybug is an embedded graph database built for query speed and scalability. Ladybug is optimized for handling complex analytical workloads on very large databases and provides a set of retrieval features, such as a full text search and vector indices. Our core feature set includes:

  • Flexible Property Graph Data Model and Cypher query language
  • Embeddable, serverless integration into applications
  • Native full text search and vector index
  • Columnar disk-based storage
  • Columnar sparse row-based (CSR) adjacency list/join indices
  • Vectorized and factorized query processor
  • Novel and very fast join algorithms
  • Multi-core query parallelism
  • Serializable ACID transactions
  • Wasm (WebAssembly) bindings for fast, secure execution in the browser

Ladybug is being developed by LadybugDB Developers and is available under a permissive license. So try it out and help us make it better! We welcome your feedback and feature requests.

The database was formerly known as Kuzu.

Installation

Language Installation
Python pip install ladybug
NodeJS npm install @ladybugdb/core
Rust cargo add lbug
Go go get github.com/LadybugDB/go-ladybug
Swift lbug-swift
Java Maven Central
C/C++ precompiled binaries
CLI precompiled binaries

To learn more about installation, see our Installation page.

Getting Started

Refer to our Getting Started page for your first example.

Build from Source

You can build from source using the instructions provided in the developer guide.

Contributing

We welcome contributions to Ladybug. If you are interested in contributing to Ladybug, please read our Contributing Guide.

License

By contributing to Ladybug, you agree that your contributions will be licensed under the MIT License.

Contact

You can contact us at social@ladybugdb.com or join our Discord community.

Project links

Data verified by PyPI on Aug 4, 2026
Data provided by the project maintainers, verified at the time the release was uploaded to PyPI.

Key dates

PyPI data
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  • Released:
Latest release

1 maintainer

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GitHub Statistics

Data verified by PyPI on Aug 4, 2026
The GitHub source repository was provided by the project maintainers and verified by PyPI at the time of upload. Stars, forks, and open issues/PRs are derived from that repository and have not been independently verified.

License

MIT

Requires

Python <3.15, >=3.10

Provides Extra

dev

Tags

graph database

Report project as malware

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ladybug-0.19.1.tar.gz (10.3 MB view details)

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Publisher: build-and-deploy.yml on LadybugDB/ladybug

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Provenance

The following attestation bundles were made for ladybug-0.19.1-cp310-cp310-macosx_15_0_x86_64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

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Provenance

The following attestation bundles were made for ladybug-0.19.1-cp310-cp310-macosx_15_0_arm64.whl:

Publisher: build-and-deploy.yml on LadybugDB/ladybug

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Release history Release notifications | RSS feed

This release

0.19.1 This release

41 files

0.19.0

41 files

Pre-release

0.19.0.dev20260713

41 files

Pre-release

0.19.0.dev20260712

41 files

0.18.3

41 files

0.18.2

41 files

0.18.1

41 files

Pre-release

0.18.1.dev20260711

41 files

Pre-release

0.18.1.dev20260710

41 files

0.18.0

41 files

Pre-release

0.18.0.dev20260616

41 files

Pre-release

0.18.0.dev20260613

41 files

Pre-release

0.18.0.dev20260612

41 files

Pre-release

0.18.0.dev20260611

41 files

Pre-release

0.18.0.dev20260610

41 files

0.17.1

41 files

0.17.0

36 files

Pre-release

0.17.0.dev20260601

36 files

Pre-release

0.17.0.dev20260531

36 files

Pre-release

0.17.0.dev20260530

36 files

Pre-release

0.17.0.dev20260529

36 files

Pre-release

0.17.0.dev20260528

36 files

Pre-release

0.17.0.dev20260527

36 files

Pre-release

0.17.0.dev20260526

36 files

Pre-release

0.17.0.dev20260522

36 files

Pre-release

0.17.0.dev20260520

36 files

Pre-release

0.17.0.dev20260519

36 files

Pre-release

0.17.0.dev20260518

36 files

Pre-release

0.17.0.dev20260517

36 files

Pre-release

0.17.0.dev20260516

36 files

Pre-release

0.17.0.dev20260515

36 files

Pre-release

0.17.0.dev20260514

36 files

0.16.1

35 files

Pre-release

0.16.1.dev20260512

36 files

Pre-release

0.16.1.dev20260511

36 files

0.16.0

35 files

0.15.4

35 files

0.15.3

36 files

0.0.2

1 file

0.0.1

1 file

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