glance
Ask an open vision-language model typed questions about an image and get probabilities back, on your own machine.
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GITHUB · launched Sep 21, 2026 · 23 upvotes (top 35%) · 0 views
Niche: machine learning developer tools · 303 launches, 11 in the last 7 days ▼ -45% · Explore this niche →
Category and tags
- Horizontal
- Model & infra
- Developer
- AI-native
- Hobby / open-source project
- calibration
- image-classification
- vision-language-model
- vlm
- zero-shot
Visit website ↗ Source listing ↗
More like this: all 303 launches in machine learning developer tools →
Could you build this?
Partial The client application and basic VLM inference wrappers are easy to write, but extracting direct token log-probabilities and calibrated visual judgments from frozen local VLMs requires specific understanding of model logits, tensor extraction, and local GPU inference runtimes.
What it would actually take: The core tool relies on Python, PyTorch, Hugging Face Transformers, or vLLM/llama.cpp to expose raw logit probabilities of token generations against specific prompt templates. The hard part is logit normalization, probability calibration over constrained vocabulary spaces (e.g., boolean/numeric tokens), and managing local GPU/Apple Silicon memory efficiency. It requires machine learning systems familiarity with model internals beyond standard high-level text generation APIs.
Competitors
Other products that read as similar to this one : 585 launches clear the similarity bar, closest 8 shown.
Attention rank: #203 of 586 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 325 days after the earliest competitor.
- educational_vlm · github · 2026-10-25 · 21 upvotes · similarity 0.52
- OneJev · github · 2026-09-27 · 102 upvotes · similarity 0.50
- OpenJev-Vision · github · 2026-09-19 · 35 upvotes · similarity 0.50
- Ai-Assisted-Glasses · github · 2026-09-28 · 10 upvotes · similarity 0.48
- reki · github · 2026-10-15 · 24 upvotes · similarity 0.48
- laya-vision · github · 2026-09-19 · 38 upvotes · similarity 0.47
- jiffy · github · 2026-09-21 · 9 upvotes · similarity 0.47
- Valen · github · 2026-09-23 · 317 upvotes · similarity 0.47
The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.