ngxson/smolvlm-realtime-webcam

Health v2 · maintenance only

Flags: no_releases no_license

Adoption not part of the score

5571 stars · 894 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

A browser-based demo that streams webcam frames to a llama.cpp server running SmolVLM 500M for real-time object detection and scene description. It consists of a single HTML page that periodically sends camera snapshots to the local vision model API.

Use cases

• run real-time object detection with a small vision model on my webcam
• demo multimodal vision-language models locally with llama.cpp
• describe what my camera sees in real time using SmolVLM
• experiment with local VLM inference from the browser
• build a webcam AI assistant that returns JSON descriptions

When to choose

• you want a lightweight, local real-time webcam vision demo with no cloud dependency
• you already run llama.cpp and want to try multimodal models
• you need a simple reference implementation for polling a VLM with camera frames

When to avoid

• you need production-grade, high-accuracy object detection
• you want a full application with recording, alerts, or multi-camera support
• you cannot run a local llama.cpp server with adequate GPU/CPU performance

Facets

application · maturity active

computer-vision llm-inference image-processing artificial-intelligence computer-vision large-language-models browser cross-platform smolvlm llama-cpp webcam real-time demo multimodal gguf web-server

Member repositories

For agents

markdown · JSON · MCP: product_card(name="ngxson/smolvlm-realtime-webcam")