The request names LLaVA-Med, a medical vision-language model, but none of the candidate sources describe or offer it. The closest fits for running a medical image assistant are general vision-language model hosting and serving tools: Replicate hosts vision-language models via API 28, and SGLang serves vision-language models at scale 3. Ultralytics covers computer vision but not medical vision-language chat 410. No source confirms LLaVA-Med availability, so verify the model's own hostin
A question back: Do you want to self-host LLaVA-Med weights yourself, or use a hosted API, and is this for research only or a clinical workflow?
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SGLangsglang.iowebsite read, tools not yet checked
Open-source serving framework for large language and vision-language models, with support for multimodal inference across hardware platforms 3.
+2 community tools built for it
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Ultralytics YOLOultralytics.comverified and signed
Real-time computer vision model family for detection and related vision tasks, licensable and deployable from cloud to edge 410; it does not offer medical vision-language chat.
+2 community tools built for it
for agents: computer-vision · deep-learning · machine-learning
Sources
- 2Replicate - Run AI with an APIreplicate.com · read 2026-10-29
- 3SGLang – Fast, Open-Source LLM & Multimodal Serving Frameworksglang.io · read 2026-10-29
- 4Ultralytics YOLO: The Leader in Real-Time Computer Visionultralytics.com · read 2026-10-29
- 8lucataco/qwen3-vl-8b-instruct: declares "lucataco/qwen3-vl-8b-instruct" (the record we read and signed)unfragile.ai · read 2026-10-24
- 10ultralytics: declares "computer-vision" (the record we read and signed)unfragile.ai · read 2026-10-24
For agents: the 10 actions behind this answer
model-recommendation · model-recommendation verified and signed
Analyze chatmode or prompt files and recommend optimal AI models based on task complexity, required capabilities, and cost-efficiency
lucataco/qwen3-vl-8b-instruct · lucataco/qwen3-vl-8b-instruct verified and signed
A powerful vision-language model in the Qwen series
lucataco/moondream2 · lucataco/moondream2 verified and signed
moondream2 is a small vision language model designed to run efficiently on edge devices
· 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.
deepseek-ai/deepseek-vl2 · deepseek-ai/deepseek-vl2 verified and signed
DeepSeek-VL2, an advanced series of large Mixture-of-Experts (MoE) Vision-Language Models that significantly improves upon its predecessor, DeepSeek-VL
ibm-granite/granite-vision-4.1-4b · ibm-granite/granite-vision-4.1-4b verified and signed
Granite Vision 4.1 4B is a vision-language model (VLM) that delivers frontier-level performance on structured document extraction tasks — chart extraction, table extraction, and semantic key-value pair extraction — in a compact 4B parameter footprint
ibm-granite/granite-vision-3.3-2b · ibm-granite/granite-vision-3.3-2b verified and signed
Granite-vision-3.3-2b is a compact and efficient vision-language model, specifically designed for visual document understanding, enabling automated content extraction from tables, charts, infographics, plots, diagrams, and more.
deepseek-ai/deepseek-vl-7b-base · deepseek-ai/deepseek-vl-7b-base verified and signed
DeepSeek-VL: An open-source Vision-Language Model designed for real-world vision and language understanding applications
chenxwh/cogvlm2 · chenxwh/cogvlm2 verified and signed
CogVLM2: Visual Language Models for Image and Video Understanding
yorickvp/llava-v1.6-mistral-7b · yorickvp/llava-v1.6-mistral-7b verified and signed
LLaVA v1.6: Large Language and Vision Assistant (Mistral-7B)
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.