The request names NVIDIA Nemotron, so NVIDIA comes first; its Brev.dev console offers GPU instances for running such models 1. The Nemotron Nano 12B v2 VL model itself is indexed on Replicate as a multimodal model for visual Q&A, summarization and data extraction 2, and Hugging Face provides model discovery, compatibility and deployment tools for it 5. Ollama and SGLang are alternatives for serving open multimodal models locally or at scale 68.
- 1
NVIDIAnvidia.comverified and signed
NVIDIA's Brev.dev console provisions GPU instances (H100 NVL, GH200, H200 NVL) on which the Nemotron model can be run 1.
official:MCP server · NVIDIA CUDA Docs+84 community tools built for it
for agents: h100-nvl · gh200-144g-hbm3e · h200-nvl
- 2
Replicatereplicate.comverified and signed
Replicate runs open-source models through a cloud API, and indexes nvidia/nemotron-nano-v2-12b-vl as a multimodal model for visual Q&A, summarization and data extraction 2.
+14 community tools built for it
for agents: nvidia/nemotron-nano-v2-12b-vl · nvidia/sana · lucataco/qwen2-vl-7b-instruct
- 3
Hugging Facehuggingface.cofound in code, not yet checked
Hugging Face hosts models and provides tools to look up a model's details, list compatible platforms and GPU configurations, and deploy it 5.
official:MCP server · @huggingface/mcp-clientSDK · huggingface-hubCLI · text-embeddings-inferencerepository · pwc-cliskill · hf-cli+23 community tools built for it
for agents: get_model · get_compatible_platforms · deploy_model
- 4
Ollamaollama.comwebsite read, tools not yet checked
Ollama runs open AI models locally or in the cloud on macOS, Windows and Linux 6.
+141 community tools built for it
- 5
SGLangsglang.iowebsite read, tools not yet checked
SGLang is an open-source serving framework for large language and vision-language models, with production-grade, low-latency inference 8.
+2 community tools built for it
Sources
- 1Brev.dev Consolebrev.nvidia.com · read 2026-10-29
- 2Replicate - Run AI with an APIreplicate.com · read 2026-10-29
- 5Hugging Face – The AI community building the future.huggingface.co · read 2026-10-29
- 6Ollama · Run AI models locally and in the cloudollama.com · read 2026-10-29
- 8SGLang – Fast, Open-Source LLM & Multimodal Serving Frameworksglang.io · read 2026-10-29
For agents: the 10 actions behind this answer
h100-nvl · NVIDIA-Nemotron-Nano-12B-v2-VL verified and signed
Task: H100 NVL
nvidia/nemotron-nano-v2-12b-vl · nvidia/nemotron-nano-v2-12b-vl verified and signed
A multi-modal AI model for visual Q&A, summarization, and data extraction, supporting text, images, and video.
nano-banana-pro-openrouter · nano-banana-pro-openrouter verified and signed
Generate or edit images via OpenRouter with the Gemini 3 Pro Image model. Use for prompt-only image generation, image edits, and multi-image compositing; supports 1K/2K/4K output.
screen-monitor · screen-monitor verified and signed
Dual-mode screen sharing and analysis. Model-agnostic (Gemini/Claude/Qwen3-VL).
get_model · dell-ai found in code, not yet checked
Get detailed information about a specific model.
· Ollama website read, tools not yet checked
Ollama is the easiest way to run and build with open AI models locally or in the cloud on macOS, Windows, and Linux.
· ONNX website read, tools not yet checked
· SGLang website read, tools not yet checked
SGLang powers fast, scalable inference for large language and multimodal models. Open-source serving framework with state-of-the-art performance.
machine · torch verified and signed
aws-sdk-v4 · AWSSDK - BedrockRuntime verified and signed
Labels are the instruments' verdict and are never changed by ranking. Agents and robots get this same answer as JSON at /api/v1/find?q=…&answer=1 and through the MCP server.