01
PUBLIC TRACTION
Usage, audience and developer pull
4.8MHF model downloads164.3K per model
185HF followers262 total likes
46.4KGitHub stars4.7K forks
29Model portfolio21 datasets · 1 Spaces
WHY IT IS ON THE RADAR
Developer distribution advantage
- Usage outruns audience
- High reach per model
- Shipping now
02
MODEL FOOTPRINT
What it publishes
Retrieval/EmbeddingsVision/Image
Most popular HF repositoryQdrant/all-MiniLM-L6-v2-onnx1.2M downloads · 7 likes ↗
- Top tasks
- sentence-similarity (15), image-classification (2), image-feature-extraction (2), feature-extraction (5)
- Model sizes
- Unknown (27); <0.5B (2)
- Base families
- BERT, Qwen
- Libraries
- transformers, fastembed, sentence-transformers
03
DEVELOPER ACTIVITY
How it ships
Original repositories116
Forked repositories17
Pushed in 90 days111
Archived share3%
Most-starred repositoryqdrant/qdrant34.3K stars · 2.6K forks ↗
- Languages
- Python, Rust, JavaScript, Go, Jupyter Notebook, TypeScript, Shell
- Topics
- vector-search, vector-database, vector-search-engine, qdrant, similarity-search, metric-learning, benchmark, embeddings, cursor, mcp
- Latest release
- qdrant/bfb · Sep 2, 2026
04
ACTIVITY TIMELINE
Latest observed moves
- GitHub pushRepository activity ↗
- GitHub releaseRelease v1.14.0 ↗
- HF datasetDataset published or updated ↗
- HF modelModel published or updated ↗
- HF SpaceSpace published or updated ↗
05
THE NEOLAB STACK
Publicly evidenced tooling
- Training
- Transformers
- 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
LightOn AI
Nomic AI
NLP Group of The University of Hong Kong
Voyage AI
Sentence Transformers - Cross-EncodersINVESTOR 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.