neuml/txtai
- Total stars
- 13,172
- Today
- +8since 00:03 UTC
More actions
💡 All-in-one AI framework for semantic search, LLM orchestration and language model workflows
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About the project
Python framework for semantic search, LLM orchestration and language model workflows. Combines vector indexes, graphs and relational databases into an embeddings database for RAG, agents and multimodal search.
Useful for
- Build semantic search over text, images and audio with an embeddings database
- Set up a RAG pipeline to answer questions over your own documentation
- Run an autonomous smolagents-based agent that uses search to solve tasks
README summarized by DeepSeek V4.1 Flash. Details may be inaccurate. Read the original README →
Star growth looks organic. Data as of November 9, 2026, 02:18 UTC.
The star-growth assessment does not verify whether the project is safe to run.
Stars per day
Bars show stars per UTC day; the line is a moving average of available history. Gaps mean missing data, not zero growth. Today's bar is incomplete. Red marks spike days.
Why it’s trending
- Star-counter measurements on 2026-11-09 (UTC), 00:03–02:09: 13164 → 13172 stars (+8). This is the change over that interval.
- Estimated end-of-day forecast: about +63 stars, using observed gains and the previous day.
- Before this, the repository barely got any stars — about 2 per day.
- Elevated gains were measured on the last 2 completed UTC days in a row. Continued growth is not guaranteed.
- GitHub Trending Python today: #7, +56 stars.
- About 9 forks a day — people are taking the code.
Measured growth: the last 7 completed days
New stars over 7 days: 112. +387% versus the preceding 7 days.
Daily measurements · UTC
- November 2, 2026
- 2
- November 3, 2026
- 1
- November 4, 2026
- 1
- November 5, 2026
- 1
- November 6, 2026
- 1
- November 7, 2026
- 47
- November 8, 2026
- 59
Largest measured day in the last 30 days: 59 · November 8, 2026. Days with data: 30.
Completed days come from GitHub star history; today and forecasts are excluded from this comparison. History checked: November 9, 2026, 02:17 UTC. Sources and measurement limits →
Three GitHub discoveries in each edition
What they do, why they are gaining interest, and what to check before using them.
Editions at 10:00, 16:00, 22:00 MSK.
Numbers
- Total stars
- 13,172
- Today
- +8 stars measured 2026-11-09, 00:03–02:09 UTC, ≈ 63 by evening
- Forks
- 982
- Issues and pull requests
- 1,515
- Watchers
- 113
- Language
- Python
- License
- Apache-2.0
- Latest release
- v9.14.0 · October 6, 2026
- Created
- August 9, 2020
- Last push
- November 6, 2026
Star trust
Growth looks organic: forks and discussion are in line with active projects, and stars arrive unevenly, the way people give them.
These are heuristics, not a verdict: we judge by the repository’s behavior, not by a list of stargazers.
Spotted in
- November 9, 2026GitHub Trending Python today: #7, +56 stars
- November 8, 2026GitHub Trending Python today: #7, +57 stars
README badge
Paste it into your README — the badge shows the current magnitude and links to this page.
[](https://gitnova.dev/en/r/neuml/txtai)