txtai

All tools / Memory framework / library

txtai

All-in-one embeddings database and AI framework with web and MCP APIs; usable as a local semantic memory store.

Works with

The vendor docs we checked don't name specific bot clients (often a library or service you build on).

Per vendor docs, checked 2026-11-09. Not tested by MemoryStack. Source

Install

pip install txtai

From the vendor's docs. Read them before running anything.

Details

Runs: Runs locally
MCP transport: Unknown
Auth: Unknown
Storage: Embeddings database
License: Apache-2.0
GitHub: neuml/txtai
Stars: 13,235
Last release: v9.14.0 · 2026-10-06
Last push: 2026-11-06
Archived: No
Website: neuml.github.io/txtai

Known pitfalls

None recorded yet. Report one.

Change history

2026-11-09 Added to MemoryStack.
2026-10-06 Released v9.14.0. Link