01
PUBLIC TRACTION
Usage, audience and developer pull
694HF model downloads46.3 per model
163HF followers207 total likes
6.9KGitHub stars3.3K forks
15Model portfolio16 datasets · 6 Spaces
WHY IT IS ON THE RADAR
Developer distribution advantage
- Usage outruns audience
- Shipping now
- GitHub momentum
02
MODEL FOOTPRINT
What it publishes
Vision/Image
Most popular HF repositoryopenfoodfacts/product-database17.2K downloads · 140 likes ↗
- Top tasks
- object-detection (4), image-classification (1)
- Model sizes
- Unknown (12); 0.5-3B (1); 3-10B (1); <0.5B (1)
- Base families
- Mistral, Qwen
- Libraries
- transformers, tf-keras, ultralytics
03
DEVELOPER ACTIVITY
How it ships
Original repositories115
Forked repositories12
Pushed in 90 days60
Archived share15%
Most-starred repositoryopenfoodfacts/smooth-app1.4K stars · 657 forks ↗
- Languages
- Python, JavaScript, HTML, Dart, TypeScript, Jupyter Notebook, Ruby
- Topics
- openfoodfacts, hacktoberfest, food, nutrition, python, food-products, crowdsourcing, javascript, gamification, ruby
- Latest release
- openfoodfacts/open-prices-frontend · Aug 29, 2026
04
ACTIVITY TIMELINE
Latest observed moves
- GitHub pushRepository activity ↗
- HF datasetDataset published or updated ↗
- GitHub releaseRelease v1.173.1 ↗
- HF modelModel published or updated ↗
- HF SpaceSpace published or updated ↗
05
THE NEOLAB STACK
Publicly evidenced tooling
- Training
- TRL, Transformers, Unsloth
- Compute
- Not disclosed
- Hardware
- Not disclosed
- Tracking
- Not disclosed
- Bottlenecks
- Not disclosed
“Not disclosed” means no evidence was found in the sampled public metadata or top model card—not that the lab does not use the tool.
06
COMPARABLE LABS
Nearest modality peers
Neta.art
Jasper AI
Roboflow
Depth Aything
Large Model Systems OrganizationINVESTOR DILIGENCE
Validate developer-to-model conversion, enterprise usage, and repeat adoption.
- HF member count is only a public-profile proxy
MISSING FROM THIS RECORD
foundedYearfoundersOrLeadershipemployeeCountfundingbusinessModelproducts
Completeness: 8 of 14 tracked field groups. Unknowns are explicit so an analyst can close them.
DATA PROVENANCE
Every claim should be auditable.
Platform counters are a point-in-time public snapshot. Editorial facts are only promoted after source review.
NEOLAB TRACKER PRO
Know when the thesis changes.
Weekly deltas, funding and team alerts, portfolio watchlists, CSV exports and an analyst-ready API turn a static profile into a sourcing system.