# [NVIDIA/auto-ontology](https://github.com/NVIDIA/auto-ontology) 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. 11.8k stars · 970 forks · Python Quick update: star history is from the full report of Nov 8, 2026. Healthy Actively maintained by 10 people, no known risks. ## Why No warning signs: none of the [verdict rules](https://reporadar.ai/methodology) applied to this repo. ### What would change this - Partly checked: maintenance (Commit counts are estimated: the commit sample stops before the window start, so GitHub's totals were scaled by the sampled bot share.; Authors in the last 90 days are counted from the sampled commits only.; Only 0 recent issues can be checked for a response, too few to measure response time.) - A dormant maintenance status, a deprecated or archived package, a successor link, or a critical advisory would change this. ## Maintenance Partial Active **Human commits, 30 days** 84 **Human commits, 90 days** 434 **Human commits, 365 days** 1.4k **Bot share of commits, 365 days** 0% **Last commit** Nov 9, 2026 (2 days ago) **Last human commit** Nov 9, 2026 (2 days ago) **Authors, 90 days** 10 **Last release** none found **Median PR merge time** under an hour Too few recent issues to measure responsiveness. - Commit counts are estimated: the commit sample stops before the window start, so GitHub's totals were scaled by the sampled bot share. - Authors in the last 90 days are counted from the sampled commits only. - Only 0 recent issues can be checked for a response, too few to measure response time. Sources: [Commits](https://github.com/NVIDIA/auto-ontology/commits), [Releases](https://github.com/NVIDIA/auto-ontology/releases), [Merged pull requests](https://github.com/NVIDIA/auto-ontology/pulls?q=is%3Apr+is%3Amerged), [Issues](https://github.com/NVIDIA/auto-ontology/issues?q=is%3Aissue) ## People Complete **Owner** Organization **Commits sampled** 100 since Nov 12, 2025 **Authors for half of commits** 1 **Authors for 80% of commits** 3 **Contributors** 13 ### Top committers - DinaLaptii: 51% of commits - liofnv: 24% of commits - yuvalshkolar: 8% of commits - cafzal: 7% of commits - tomer-levin-nv: 4% of commits - Shares come from the newest sampled commits, since the commit sample is capped. Sources: [Commits](https://github.com/NVIDIA/auto-ontology/commits), [Contributors](https://github.com/NVIDIA/auto-ontology/graphs/contributors) ## Stars Complete Organic, confidence medium Bars show stars gained each week. Red bars overlap a burst. ### Bursts - **Oct 21, 2026 to Nov 7, 2026**: about 9.7k more stars than usual, peak 2.5k in one day, a shape we can't classify. Outside explanation: a Hacker News post, a jump in forks. Anyone can buy stars for any repo; bursts alone don't prove the owner did. - The star history looks organic. - Star history from the full report of Nov 8, 2026; this update did not re-read it. Sources: [How star history is analyzed](https://reporadar.ai/methodology#stars) ## Risk Complete ### Flags No risk flags. ### License **Now** Apache-2.0 (OSI-approved) **A year ago** Not known ### Packages No published packages found. Sources: [GitHub: NVIDIA/auto-ontology](https://github.com/NVIDIA/auto-ontology) ## Compare Weighing NVIDIA/auto-ontology against an alternative? See both side by side. ## Badge ![RepoRadar: Healthy](data:image/svg+xml,%3Csvg%20xmlns%3D%22http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%22%20width%3D%22112%22%20height%3D%2220%22%20role%3D%22img%22%20aria-label%3D%22reporadar%3A%20healthy%22%3E%3Ctitle%3Ereporadar%3A%20healthy%3C%2Ftitle%3E%3CclipPath%20id%3D%22r%22%3E%3Crect%20width%3D%22112%22%20height%3D%2220%22%20rx%3D%223%22%2F%3E%3C%2FclipPath%3E%3Cg%20clip-path%3D%22url(%23r)%22%3E%3Crect%20width%3D%2263%22%20height%3D%2220%22%20fill%3D%22%23555%22%2F%3E%3Crect%20x%3D%2263%22%20width%3D%2249%22%20height%3D%2220%22%20fill%3D%22%232e7d32%22%2F%3E%3C%2Fg%3E%3Cg%20fill%3D%22%23fff%22%20text-anchor%3D%22middle%22%20font-family%3D%22Verdana%2CGeneva%2CDejaVu%20Sans%2Csans-serif%22%20font-size%3D%2211%22%3E%3Ctext%20x%3D%2232%22%20y%3D%2214%22%3Ereporadar%3C%2Ftext%3E%3Ctext%20x%3D%2288%22%20y%3D%2214%22%3Ehealthy%3C%2Ftext%3E%3C%2Fg%3E%3C%2Fsvg%3E) Add this to a README to show the current verdict: ``` [![RepoRadar](https://reporadar.ai/NVIDIA/auto-ontology/badge.svg)](https://reporadar.ai/NVIDIA/auto-ontology) ``` ## Follow Get told when this verdict changes. Add the feed to any feed reader: you get one entry per change, not one per refresh. ``` https://reporadar.ai/NVIDIA/auto-ontology/feed.xml ``` [Open the feed](https://reporadar.ai/NVIDIA/auto-ontology/feed.xml) ## More repos rated Healthy [See all](https://reporadar.ai/-/reports/healthy) - [is-a-dev/register](https://reporadar.ai/is-a-dev/register) 11.8k stars - [adongwanai/AgentGuide](https://reporadar.ai/adongwanai/AgentGuide) 11.9k stars - [cobusgreyling/loop-engineering](https://reporadar.ai/cobusgreyling/loop-engineering) 11.8k stars - [simonlin1212/a-stock-data](https://reporadar.ai/simonlin1212/a-stock-data) 11.7k stars - [TencentCloud/Octop](https://reporadar.ai/TencentCloud/Octop) 11.9k stars - [Nasiko-Labs/nasiko](https://reporadar.ai/Nasiko-Labs/nasiko) 12k stars ## Earlier verdicts - Nov 12, 2026: Healthy - Nov 11, 2026: Healthy - Nov 10, 2026: Healthy - Nov 9, 2026: Healthy - Nov 8, 2026: Healthy Computed 13 hours ago · method 2026.10.2 Source: https://reporadar.ai/NVIDIA/auto-ontology