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nucliadb-utils

NucliaDB util library

Worth itPyPI Python ModulesReleased Aug 202683.5K downloads / moApache-2.0Pure Python

Decision gist · record as of 2026-08-14

pure-Python wheel — nucliadb_utils-7.1.0.post7000-py3-none-any.whl
v7.1.0.post7000 · released 2026-08-11 · Python <4,>=3.10 · 15 runtime deps: pydantic, pydantic-settings, aiohttp, httpx, prometheus-client, types-requests, mmh3, nats-py

Yes. The package is actively maintained, has low install friction, carries permissive Apache-2.0 licensing, and reports no known security vulnerabilities. Install it if you are building applications that depend on NucliaDB or need its utility functions. The main caveat is that the fact sheet does not detail the public API, so verify that the specific utilities you need are actually exported before committing to a dependency.AI-flagged interpretation of the facts on this page — verify before relying

Before you install

  • Requires Python 3.10 or later (supports 3.10, 3.11, 3.12); does not support earlier versions.
  • Low friction installation with a pure-Python wheel.
  • Actively maintained with recent releases.

License · maintenance · safety

Apache-2.0 (permissive) — Licensed under Apache-2.0 (permissive), allowing use in commercial and private projects with minimal restrictions. You may modify and distribute the package freely provided you include a copy of the license.

last release 2026-08-11 (3 days) · last repo commit 2026-08-14 · 721 stars

0 known vulnerabilities (OSV.dev, 2026-08-14) · 83,525 downloads/mo, #14,070 on PyPI

Verify before relying

pip install nucliadb-utils

from nucliadb_utils import <utility_function>
# Use utility functions for NucliaDB interaction
  • What specific utility functions and data structures this package exports (fact sheet does not itemize the public API).
  • Whether this package is intended for direct end-user use or primarily as an internal dependency of nucliadb itself.
  • Performance characteristics or scalability limits for the utilities provided.
Same gist for agents: .md · .json

What it is and what it does

nucliadb-utils is a utility library that supports interaction with NucliaDB, an open-source hybrid search database written in Rust and Python. NucliaDB indexes unstructured data using vector embeddings, full-text search, and graph indexes, and is designed for multi-tenant deployments. This package provides helper functions and data structures to work with NucliaDB's APIs and data models.

The package depends on standard Python libraries for async HTTP (aiohttp, httpx), configuration (pydantic, pydantic-settings), authentication (PyNaCl, pyjwt), and observability (prometheus-client, nucliadb-telemetry). It is actively maintained, supports modern Python versions, and carries no known security vulnerabilities.

Use it for

  • Building client applications that query NucliaDB for semantic or full-text search over unstructured documents.
  • Integrating NucliaDB into data pipelines that require hybrid search across vectors, keywords, and graph relationships.
  • Developing multi-tenant applications that leverage NucliaDB's cloud-native architecture for data storage and retrieval.
  • Prototyping NLP-driven search features without implementing vector indexing or full-text search from scratch.

Worth the install?

AI-flagged interpretation of the facts on this page. Verify before relying on it.

Worth it

Yes.

The package is actively maintained, has low install friction, carries permissive Apache-2.0 licensing, and reports no known security vulnerabilities. Install it if you are building applications that depend on NucliaDB or need its utility functions. The main caveat is that the fact sheet does not detail the public API, so verify that the specific utilities you need are actually exported before committing to a dependency.

Install

nucliadb-utils on PyPI

Before you install

Low friction installation with a pure-Python wheel. Actively maintained with recent releases. Depends on 15 runtime packages including pydantic, aiohttp, and cryptographic libraries; all are standard ecosystem choices.

Requires Python 3.10 or later (supports 3.10, 3.11, 3.12); does not support earlier versions.

License in practice

Licensed under Apache-2.0 (permissive), allowing use in commercial and private projects with minimal restrictions. You may modify and distribute the package freely provided you include a copy of the license.

Quickstart

pip install nucliadb-utils

from nucliadb_utils import <utility_function>
# Use utility functions for NucliaDB interaction

Verify before relying

  • What specific utility functions and data structures this package exports (fact sheet does not itemize the public API).
  • Whether this package is intended for direct end-user use or primarily as an internal dependency of nucliadb itself.
  • Performance characteristics or scalability limits for the utilities provided.

Package facts

LicenseApache-2.0 permissive
Python supportSupports the current Python release <4,>=3.10
Install frictionLow. Pure-Python wheel
Runtime dependencies
15 packages
pydanticpydantic-settingsaiohttphttpxprometheus-clienttypes-requestsmmh3nats-pyPyNaClpyjwtmrflaglyflipt-clientnidx-protosnucliadb-protosnucliadb-telemetry
MaintenanceActively maintained 3 days since the last release
Last repo commit
First released
Downloads83,525 / month, #14,070 on PyPI 30-day window, as of 2026-08-14
Known vulnerabilitiesNone known OSV.dev, checked 2026-08-14
Classifiers
Development Status :: 4 - BetaProgramming Language :: PythonProgramming Language :: Python :: 3 :: OnlyProgramming Language :: Python :: 3.10Programming Language :: Python :: 3.11Programming Language :: Python :: 3.12Topic :: Software Development :: Libraries :: Python Modules

Evidence: nucliadb_utils-7.1.0.post7000-py3-none-any.whl

Tags

Capabilities
nucliadb client utilitieshybrid search database libraryvector and full-text searchunstructured data indexingnucliadb integration helperssemantic search utilitiesdatabase abstraction layer
Topics
search-indexingnlp-infrastructurehybrid-search

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See also nucliadb-protos · graph-retriever · redisvl · upstash-vector · usearch · pagefind-bin · vecs · chromadb · kuzu · real-ladybug