Rare find

Txtai. Search and organize text using AI, without needing a separate database.

neuml.github.io/txtai

Problem

The full read on this project is a sign-in away — what it solves, who it serves, and where it sits in the market.

Audience

The full read on this project is a sign-in away — what it solves, who it serves, and where it sits in the market.

Market

The full read on this project is a sign-in away — what it solves, who it serves, and where it sits in the market.

Pricing

The full read on this project is a sign-in away — what it solves, who it serves, and where it sits in the market.

Vaya's read on this project

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Updates

July 2026

Update test Jul 23
Test updates Jul 23
Fix HNSW search RuntimeError when limit exceeds indexed element count… Jul 23
Merge pull request #1151 from link89/fix-openapi-auth-ui Jul 23
implement auth with HTTPBearer for correct openapi spec Jul 23
Doc and test update Jul 22
Remove file Jul 22
Ensure explain / batchexplain don't return numpy values, closes #1157 Jul 22
Code cleanup Jul 22
Fix msgpack Accept header crashing streaming API endpoints (#1144) Jul 22
Fix Terms KeyError on a query with no similar() clause (#1142) Jul 22
Update test Jul 21
Add documentation for Milvus ANN Jul 21
Skip Milvus tests on Windows #1156 Jul 21
Code cleanup Jul 21
Merge pull request #1149 from morgan-coded/milvus-lite-backend Jul 21
Fix Segmentation dropping paragraph/section splits on CRLF line endin… Jul 21
Fix LIMIT bind-parameter crashing content SQL search (#1148) Jul 21
Raise SQLError on empty select expressions and a dangling AS (#1147) Jul 21
Cleanup tests Jul 21
Code cleanup Jul 14
Cleanup docs Jul 14
Merge pull request #1137 from chuenchen309/fix/graph-filter-unknown-n… Jul 14
Merge branch 'master' into fix/graph-filter-unknown-node-id Jul 14
Add zvec as a dense ANN backend (#1130) Jul 14
Revert #1136 as it's confirmed to not be necessary Jul 14
Code cleanup Jul 14
Fix Graph.filter() crash on ids that don't exist in the graph Jul 14
Merge pull request #1136 from chuenchen309/fix/graph-insert-none-text… Jul 14
Fix Graph.insert() node id desync when a document's text/object field… Jul 14