auto-ontology / frontend
CLAUDE.md9.9k starsChanged 43 days agoApache-2.0View on GitHub
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Who's talking about NVIDIA/auto-ontology
- Hallucination Labs“NVIDIA Just Open-Sourced Auto Ontology for AI Agents”YouTube · Nov 4, 2026 · 1.5k views
- Full Stack“NVIDIA Auto Ontology - Graph Reasoning (Full Tutorial)”YouTube · Nov 5, 2026 · 1.2k views
- SkipCI“NVIDIA Auto Ontology Builds an Ontology, Then Writes Your SQL”YouTube · Nov 8, 2026 · 952 views
- Prism Labs“Auto Ontology: Free NVIDIA Tool Grounds AI SQL in 3 Steps”YouTube · Nov 5, 2026 · 785 views
- Open Source Trend“NVIDIA Auto Ontology: Teach Your AI Agents What Data Actually Means”YouTube · Nov 5, 2026 · 328 views
The biggest 5 of 64 mentions linking to the repository that our crawl found. Each line is their own headline.
See all 64
Talked about on GitHub, YouTube, Bluesky and Hacker News (64 times).
On GitHub · 27
- Nov 9, 2026feat(analytics): definir contratos canônicos de métricas e lineage antes de liberar analytics por agente — kust-projetos/synkroo0 reactions · 1 comment
- Nov 9, 2026Add Oracle-only catalog and vector persistence MVP — ofunk-nvidia/auto-ontology0 reactions
- Nov 8, 2026[DRAFT][REA] NVIDIA Auto Ontology → governed semantic review and drift gate — rrahul0904/Agentic_AI_Data_Quality_Testing0 reactions
- Nov 8, 2026Journal Workflow - Week of 2026-11-07 — beijaflor/gen-ai-journal0 reactions · 1 comment
- Nov 7, 2026[edition] 2026-11-07 18:00 — leoneoo/ai-lianmeng0 reactions · 1 comment
22 more on GitHub
- Nov 7, 2026feat: add NVIDIA Auto Ontology blog post (EN + VI) — ptminh-kmp/ptminh-kmp.github.io0 reactions
- Nov 7, 2026🔥 GitHub Trending AI 早报 · 2026-11-07 · Top 3 项目 — happydog-intj/ai-xiaohongshu-daily0 reactions
- Nov 7, 2026GitHub Trending 解读 · 2026-11-07 — 1elel1/githubdailytrending0 reactions
- Nov 7, 2026Github trending [NVIDIA/auto-ontology] 企业数据语义层:从元数据生成本体、每条答案带 provenance,接入 apache/ossie 标准,3 连冠破 8,900⭐ — web1992/github-trending0 reactions
- Nov 6, 2026🔥 GitHub Trending AI 早报 · 2026-11-07 · Top 3 项目 — happydog-intj/ai-xiaohongshu-daily0 reactions
- Nov 6, 2026🔥 GitHub Trending AI 早报 · 2026-11-06 · Top 9 项目 — happydog-intj/ai-xiaohongshu-daily0 reactions
- Nov 6, 2026Export saved projects as Markdown — ddingddong9/gitmorning0 reactions
- Nov 6, 2026GitHub Trending 解读 · 2026-11-06 — 1elel1/githubdailytrending0 reactions
- Nov 6, 2026Github trending [NVIDIA/auto-ontology] 企业数据语义层:从元数据生成本体、对账跨系统定义、每个答案带 provenance,单日 +48% 破 7,200⭐ — web1992/github-trendingsays it tested it0 reactions
- Nov 5, 2026GitHub - 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. · GitHub — sandipde/Literature-vault0 reactions
- Nov 5, 2026🔥 GitHub Trending AI 早报 · 2026-11-06 · Top 9 项目 — happydog-intj/ai-xiaohongshu-daily0 reactions
- Nov 5, 2026Add NVIDIA Auto Ontology as semantic-modeling software — SteveHedden/open-knowledge-graphs0 reactions · 3 comments
- Nov 5, 2026NVIDIA Auto OntologyがGitHub Trending 1位なんだぜ! ニュースを追加するぜ — tomiya7688/Programs-Trivia0 reactions · 3 comments
- Nov 5, 2026Add Nov 5 Trending AI projects — alvinreal/awesome-opensource-ai0 reactions
- Nov 5, 2026🔥 GitHub Trending AI 早报 · 2026-11-05 · Top 8 项目 — happydog-intj/ai-xiaohongshu-daily0 reactions
- Nov 5, 2026GitHub Trending 解读 · 2026-11-05 — 1elel1/githubdailytrending0 reactions
- Nov 4, 2026🔥 GitHub Trending AI 早报 · 2026-11-05 · Top 8 项目 — happydog-intj/ai-xiaohongshu-daily0 reactions
- Nov 4, 2026Experiment: entity and alias expansion for retrieval (from the NVIDIA Auto Ontology review) — Mehul-Gupta-SMH/CommonMemO0 reactions · 1 comment
- Nov 4, 2026docs: Auto-Ontology の解説ページを追加 — 53able/docs-site0 reactions
- Nov 4, 2026Support Apache Ossie (open semantic model interchange) — dashjoin/platform0 reactions
- Nov 4, 2026Update ctx website from local bookmark review — oxnr/ctx0 reactions
- Nov 4, 2026Hacker News Daily Top 30 @2026-11-04 — meixger/hackernews-daily0 reactions
On YouTube · 24
- Nov 4, 2026NVIDIA Just Open-Sourced Auto Ontology for AI Agents — Hallucination Labs1.5k views
- Nov 5, 2026NVIDIA Auto Ontology - Graph Reasoning (Full Tutorial) — Full Stack1.2k views
- Nov 8, 2026NVIDIA Auto Ontology Builds an Ontology, Then Writes Your SQL — SkipCI952 views
- Nov 5, 2026Auto Ontology: Free NVIDIA Tool Grounds AI SQL in 3 Steps — Prism Labs785 views
- Nov 5, 2026NVIDIA Auto Ontology: Teach Your AI Agents What Data Actually Means — Open Source Trend328 views · 1 comment
19 more on YouTube
- Nov 8, 2026NVIDIA Auto-Ontology Overview: How a Semantic Layer Grounds Text-to-SQL — Alex Hitt310 views · 1 comment
- Nov 7, 2026NVIDIA Auto Ontology: Stops AI Agents Guessing Your Data (Mostly) — Skill MD269 views
- Nov 5, 2026Nvidia Auto Ontology Gives AI Agents Data Context — The Daily Repo267 views
- Nov 5, 2026Auto Ontology — Dann Paker AI244 views
- Nov 4, 2026NVIDIA's open-source fix for AI agents giving wrong answers 🤖 #1 on GitHub #ai #nvidia #shorts — 0x45 AI Developer239 views
- Nov 5, 2026Auto Ontology: Graph Reasoning Layer for Enterprise Metadata & AI Agents — Next Horizon226 views · 1 comment
- Nov 9, 2026NVIDIA Auto Ontology: Give Your AI a Map of Your Database (Free) — Syed Humair213 views · 2 comments
- Nov 7, 2026Auto Ontology Explained: Connecting Data, SQL & AI Agents — Gen AI Guru212 views
- Nov 9, 2026NVIDIA Auto Ontology Is WILD: The Agent Layer That Says "I Can't Answer That" (README Tour, Not Run) — Prompt Engineer 48206 views · 1 comment
- Nov 8, 2026NVIDIA Auto Ontology Tutorial: Build a PostgreSQL Data Agent — AICKStudio | AI Agents & Real Tests162 views · 1 comment
- Nov 5, 2026AI가 회사 숫자를 틀리는 이유: NVIDIA Auto Ontology vs 내 위키 — kimddol113 views
- Nov 6, 2026NVIDIA Auto Ontology: 8.3K Stars Hidden MCP Engine [2026] — Repo_AI_Review98 views · 1 comment
- Nov 6, 2026NVIDIA Auto Ontology: AI hỏi dữ liệu có kiểm tra được không? — Anh Nguyen Quoc (C5)86 views
- Nov 5, 2026Your AI Agent Is Inventing Your Revenue Numbers | NVIDIA Auto Ontology #Shorts — MUHAMMAD ZAIN UL ABIDIN58 views
- Nov 5, 2026NVIDIA Auto-Ontology: AI bớt trả lời sai #nvidia #github #ai — Ông Chú AI Vibe Coder51 views
- Nov 5, 2026No. 1 GitHub Repo of the Day: auto-ontology | Auto Ontology is a Python framework for... #Shorts — Ai & Open Source News42 views · 1 comment
- Nov 9, 2026Auto Ontology — aiqasinow15 views
- Nov 9, 2026NVIDIA Auto-Ontology: The Free Alternative to Palantir Foundry — GithubTrends4 views
- Nov 9, 2026Can an agent get the numbers right? NVIDIA Auto Ontology | GitHub Radar #36 #Shorts — KIEU STUDIO2 views · 1 comment
On Bluesky · 12
- Nov 4, 2026💎 Hidden Gem! 💎 (1000+ new stars) 📦 NVIDIA / auto-ontology ⭐ 3,666 (+2,053) 🗒 Python Auto Ontology is a Python framework for building… — @github-trending.bsky.social6 likes and reposts · 1 reply
- Nov 2, 2026NVIDIA open-sourced Auto Ontology under Apache 2.0 🧩 It builds a semantic layer from enterprise metadata so AI agents write SQL against… — @shadowfetchstudio.bsky.social4 likes and reposts
- Nov 7, 2026Build ontologies with #LLM, #Embeddings, #Reranking with Nvidia Auto #Ontology #OpenSource Apache 2.0 #KnowledgeGraph #RDF… — @qdrddr.bsky.social3 likes and reposts · 1 reply
- Nov 3, 2026Nvidia – open-source auto-ontology https://github.com/NVIDIA/auto-ontology (https://news.ycombinator.com/item?id=50348962) — @betterhn50.e-work.xyz2 likes and reposts
- Nov 3, 2026Nvidia – open-source auto-ontology | Discussion — @hackernewsbot.bsky.social2 likes and reposts
7 more on Bluesky
- Nov 3, 2026企業データからAI用の意味的なレイヤーを構築してエージェントのクエリ精度を高めるフレームワークらしい データ連携やLLMワークフローの効率化にすごく使えそうかも yug1224 starred NVIDIA/auto-ontology… — @yug1224.com1 likes and repost
- Nov 3, 2026Nvidia – open-source auto-ontology — @hackernewsrobot.bsky.social1 likes and repost
- Nov 3, 2026Nvidia – open-source auto-ontology https://github.com/NVIDIA/auto-ontology https://news.ycombinator.com/item?id=50348962 — @hn100.atproto.rocks1 likes and repost
- Nov 3, 2026Nvidia – open-source auto-ontology https://github.com/NVIDIA/auto-ontology (https://news.ycombinator.com/item?id=50348962) — @betterhn20.e-work.xyz1 likes and repost
- Nov 3, 2026Nvidia – open-source auto-ontology Discussion | hackernews | Author: campervans #AI — @news.karthihegde.dev1 likes and repost
- Nov 5, 20263. US Voters Support Restrictions on Data Center Expansion LINK 4. NVIDIA releases auto-ontology Python framework for semantic reasoning… — @hackobar.bsky.social0 likes and reposts · 1 reply
- Nov 4, 2026NVIDIA open-sources Auto Ontology, a context layer that helps agents use enterprise data https://github.com/NVIDIA/auto-ontology… — @chrispirillo.mastodon.social.ap.brid.gy0 likes and reposts · 1 reply
On Hacker News · 1
- Nov 3, 2026Nvidia – open-source auto-ontology292 points · 139 comments
In this repository7 other files it gives its agents.
- AGENTS.mdAGENTS.md
- frontend/AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- .cursor/rules/frontend-formatting.mdCursor rule
- nvidia-ontology-managementSkill
- nvidia-ontology-querySkill
- nvidia-ontology-setupSkill
The file
We split this CLAUDE.md into the rules it gives an agent
1 rule. About 0 are common, 0 are distinctive, and 1 is very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈0
Distinctive · estimate
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 17
API layer: Use the requests wrapper from frontend/api/requests.ts — do not call axios directly.
≈ “Common” is an estimate: at least 1 in 5 of the 26,980 CLAUDE.md files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
<!--
SPDX-FileCopyrightText: Copyright (c) 2026, NVIDIA CORPORATION & AFFILIATES.
All rights reserved.
SPDX-License-Identifier: Apache-2.0
-->@AGENTS.md
Frontend Rules
- Next.js 16: Has breaking changes from prior versions. Read
node_modules/next/dist/docs/before writing Next.js-specific code. Seefrontend/AGENTS.mdfor details. - Formatting: Prettier. After editing ANY frontend file, ALWAYS run
pnpm format(orcd frontend && npx prettier --write <file>) to auto-format it. Never rely on manual formatting — always let Prettier handle it. CI will reject unformatted code. - Linting: ESLint. Fix all lint errors; do not disable rules without a comment explaining why.
- Components: Arrow function components. No class components.
- Styling: Tailwind CSS 4. Do not write inline styles or separate CSS files for component styling.
- Types: TypeScript strict mode. No
anywithout a comment. Types go in/frontend/types, enums in/frontend/enums. - API layer: Use the
requestswrapper fromfrontend/api/requests.ts— do not call axios directly. Base URL and error handling are already centralised there.
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Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

