GitNova

GitHub seismograph — discoveries and growing interest

NVIDIA/auto-ontology

Language modelsPython
Total stars
244
Today
+3since 11:41 UTC
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Auto Ontology is a Python framework for building semantic, graph-based reasoning layers over data. It enables deterministic query generation, better context retrieval, and more explainable AI for LLM and agent workflows.

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About the project

NVIDIA's Python framework that builds a semantic ontology graph over enterprise metadata, giving LLM agents trusted metric and entity definitions for reliable text-to-SQL.

Useful for
  • Deploy the local stack via Docker Compose and connect a Databricks or Snowflake database for NL queries
  • Generate an ontology from metadata and reconcile conflicting metric definitions across systems
  • Serve context to agents via MCP, CLI or API with queries validated against certified definitions

README summarized by DeepSeek V4.1 Flash. Details may be inaccurate. Read the original README →

4.4 Early signal Magnitude out of 10 — how fast interest is growing, not a quality score.

Star growth looks organic. Data as of October 27, 2026, 12:50 UTC.

The star-growth assessment does not verify whether the project is safe to run.

Stars per day

04080July 30, 2026October 27, 2026

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 2026-10-27 (UTC), 11:41–12:32: 241 → 244 stars (+3). This is the change over that interval.
  • Estimated end-of-day forecast: about +18 stars, using observed gains and the previous day.
  • Over the last two days the pace is 5.6× that of the previous week and a half.
  • Elevated gains were measured on the last 3 completed UTC days in a row. Continued growth is not guaranteed.
  • GitHub Trending Python today: #14, +75 stars.
  • About 10 forks a day — people are taking the code.
  • Recent forks include notable developers: @webclinic017 (354 followers).

Measured growth: the last 7 completed days

New stars over 7 days: 180. +2150% versus the preceding 7 days.

Daily measurements · UTC
October 20, 2026
2
October 21, 2026
14
October 22, 2026
9
October 23, 2026
20
October 24, 2026
27
October 25, 2026
46
October 26, 2026
62

Largest measured day in the last 30 days: 62 · October 26, 2026. Days with data: 30.

Completed days come from GitHub star history; today and forecasts are excluded from this comparison. History checked: October 27, 2026, 12:50 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.

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Numbers

Total stars
244
Today
+3 stars measured 2026-10-27, 11:41–12:32 UTC, ≈ 18 by evening
Forks
33
Issues and pull requests
391
Watchers
5
Language
Python
License
Apache-2.0
Created
April 27, 2026
Last push
October 26, 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.

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