paligemma2-3b-mix-224 is a Google PaliGemma vision-language model. The closest match is Replicate, which indexes a PaliGemma 3B action (lucataco/paligemma-3b-pt-224) that accepts image input and returns text 1. Hugging Face hosts the model family and offers vision-related tooling 5, and Ollama runs open models locally 9.
- 1
Replicatereplicate.comverified and signed
Runs open-source models through a cloud API, including a PaliGemma 3B vision-language action for image-and-text prompts 1.
+14 community tools built for it
for agents: lucataco/paligemma-3b-pt-224 · chenxwh/deepseek-vl2 · lucataco/qwen3-vl-8b-instruct
- 2
Hugging Facehuggingface.coverified and signed
Hosts and collaborates on open models and datasets across modalities, including vision models, and offers inference providers for access 5.
official:MCP server · @huggingface/mcp-clientSDK · huggingface-hubCLI · text-embeddings-inferencerepository · pwc-cliskill · hf-cli+23 community tools built for it
for agents: huggingface-vision-trainer · document_question_answering · models
- 3
Ollamaollama.comwebsite read, tools not yet checked
Runs open AI models locally or in the cloud on macOS, Windows and Linux, so you can run an open vision model on your own machine 9.
+141 community tools built for it
Sources
- 1Replicate - Run AI with an APIreplicate.com · read 2026-10-29
- 5Hugging Face – The AI community building the future.huggingface.co · read 2026-10-29
- 9Ollama · Run AI models locally and in the cloudollama.com · read 2026-10-29
For agents: the 10 actions behind this answer
lucataco/paligemma-3b-pt-224 · lucataco/paligemma-3b-pt-224 verified and signed
PaliGemma 3B, an open VLM by Google, pre-trained with 224*224 input images and 128 token input/output text sequences
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.
vision_prompt · OpenAI (Activepieces) verified and signed
Vision Prompt — Ask a question about an image and get a text reply.
vision-ai · Llama-3.2-11B-Vision-Instruct verified and signed
Task: Vision AI
huggingface-vision-trainer · huggingface-vision-trainer verified and signed
Trains and fine-tunes vision models for object detection (D-FINE, RT-DETR v2, DETR, YOLOS), image classification (timm models — MobileNetV3, MobileViT, ResNet, ViT/DINOv3 — plus any Transformers classifier), and SAM/SAM2 segmentation using Hugging Face Transformers on Hugging Face Jobs cloud GPUs. C
HuggingFace · sagemaker verified and signed
azure-ai-vision-imageanalysis-py · azure-ai-vision-imageanalysis-py verified and signed
Azure AI Vision Image Analysis SDK for captions, tags, objects, OCR, people detection, and smart cropping. Use for computer vision and image understanding tasks. Triggers: "image analysis", "computer vision", "OCR", "object detection", "ImageAnalysisClient", "image caption".
workers-ai-search-model · Cloudflare API verified and signed
Model Search
· 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.
langchain · Docs by LangChain verified and signed
Use when building AI agents, integrating language models with
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.