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txtai

Python framework for semantic search, LLM pipelines and workflows, with an embeddings database, a web API and Docker images.

txtai is an AI framework for semantic search, LLM orchestration and language model workflows, written in Python. It can run as a web API backed by FastAPI. Content storage can use SQLite or DuckDB, and the embeddings can be stored in Postgres through the pgvector backend. txtai is installed with pip, run from Docker images on Docker Hub, or installed directly from its GitHub source. NeuML LLC maintains it.

Worth knowing

A hosted txtai.cloud is planned: the cloud documentation lists it as planned for the future, while the homepage and the company site describe it as being built or in preview.

Identity

Status
Active
Maintainer
NeuML LLC1
Maintained by
Company
First release
202010

Rendering and deploy

Runs as
Always on7
Install with
pip36

Releases

Current major version
910
Last release
2026-10-0611

Adoption

GitHub stars
13,0422
Contributors
8312

Why these figures do not compare

Sources

  1. 2026-10-28: links, Maintainer, License, Categories
    neuml.github.io/txtai/
  2. 2026-10-28: links, License, Written in, GitHub stars
    api.github.com/repos/neuml/txtai
  3. 2026-10-28: links, Minimum runtime, Install with
    neuml.github.io/txtai/install/
  4. 2026-10-28: Runtime
    pypi.org/pypi/txtai/json
  5. 2026-10-28: Categories
    github.com/neuml/txtai/blob/master/README.md
  6. 2026-10-28: Install with
    neuml.github.io/txtai/cloud/
  7. 2026-10-28: Runs as
    neuml.github.io/txtai/api/
  8. 2026-10-28: Content storage, Databases
    neuml.github.io/txtai/embeddings/configuration/database/
  9. 2026-10-28: Databases
    neuml.github.io/txtai/embeddings/configuration/ann/
  10. 2026-10-28: Current major version, First release
    api.github.com/repos/neuml/txtai/releases
  11. 2026-10-28: Last release
    api.github.com/repos/neuml/txtai/releases/latest
  12. 2026-10-28: Contributors
    api.github.com/repos/neuml/txtai/contributors?per_page=1

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