For object detection, Ultralytics YOLO is the most direct choice: its page describes real-time computer vision models for detection tasks 1. Other candidates that show detection capability are Perceptron's promptable vision model with a detect action 1020, Replicate's hosted YOLOX object detection model 313, and Scrypted's detect-objects action for images 616.
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Sources
- 1Ultralytics YOLO: The Leader in Real-Time Computer Visionultralytics.com · read 2026-10-29
- 3Replicate - Run AI with an APIreplicate.com · read 2026-10-29
- 6Scryptedscrypted.app · read 2026-10-30
- 10Homeperceptron.inc · read 2026-10-30
- 11ultralytics: declares "YOLOv3" (the record we read and signed)unfragile.ai · read 2026-10-24
- 13daanelson/yolox: declares "daanelson/yolox" (the record we read and signed)unfragile.ai · read 2026-10-24
- 16llm: declares "detect-objects" (the record we read)github.com · read 2026-10-24
- 20Perceptron Vision MCP Server: declares "detect" (the record we read)github.com · read 2026-10-24
For agents: the 10 actions behind this answer
YOLOv3 · ultralytics verified and signed
api · ghapi verified and signed
daanelson/yolox · daanelson/yolox verified and signed
High performance and lightweight object detection models
ultralytics/yolo11n · ultralytics/yolo11n verified and signed
Ultralytics YOLO11n object detection (COCO) — fast CPU PyTorch inference.
winmd-api-search · winmd-api-search verified and signed
Find and explore Windows desktop APIs. Use when building features that need platform capabilities — camera, file access, notifications, UI controls, AI/ML, sensors, networking, etc. Discovers the right API for a task and retrieves full type details (methods, properties, events, enumeration values).
franz-biz/yolo-world-xl · franz-biz/yolo-world-xl verified and signed
Real-Time Open-Vocabulary Object Detection using the xl weights
ultralytics/yolov8s-worldv2 · ultralytics/yolov8s-worldv2 verified and signed
Open-vocabulary YOLOv8s-WorldV2 detection — detect any classes you name.
ultralytics/yolo26 · ultralytics/yolo26 verified and signed
Ultralytics YOLO26 object detection (COCO), selectable size n/s/m/l/x.
zsxkib/yolo-world · zsxkib/yolo-world verified and signed
Real-Time Open-Vocabulary Object Detection
shubhamai/yolov10 · shubhamai/yolov10 verified and signed
YOLOv10: Real-Time End-to-End Object Detection
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.