01
PUBLIC TRACTION
Usage, audience and developer pull
4.1MHF model downloads344.6K per model
422HF followers1.6K total likes
5.2KGitHub stars256 forks
12Model portfolio12 datasets · 0 Spaces
WHY IT IS ON THE RADAR
Under-followed traction
- Usage outruns audience
- High reach per model
- Shipping now
02
MODEL FOOTPRINT
What it publishes
Retrieval/Embeddings
Most popular HF repositorymixedbread-ai/mxbai-embed-large-v13M downloads · 824 likes ↗
- Top tasks
- text-ranking (5), sentence-similarity (3), feature-extraction (2)
- Model sizes
- <0.5B (11); 0.5-3B (1)
- Base families
- Not declared
- Libraries
- transformers, PyLate, sentence-transformers
03
DEVELOPER ACTIVITY
How it ships
Original repositories38
Forked repositories15
Pushed in 90 days13
Archived share0%
Most-starred repositorymixedbread-ai/mgrep4.4K stars · 176 forks ↗
- Languages
- TypeScript, Python, Jupyter Notebook, Swift, Astro, Shell, HTML
- Topics
- reranking, embeddings, retrieval, retrieval-augmented-generation, python, agent-skill, agent-skills, parsing, rag, search
- Latest release
- mixedbread-ai/mixedbread-ai-sdk · Aug 27, 2026
04
ACTIVITY TIMELINE
Latest observed moves
- GitHub pushRepository activity ↗
- GitHub releaseRelease v0.3.0 ↗
- HF modelModel published or updated ↗
- HF datasetDataset 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
Sentence Transformers - Cross-Encoders
NeuML
Qdrant
NLP Group of The University of Hong KongINVESTOR DILIGENCE
Test download concentration, retention, and whether usage comes from durable end users.
- HF member count is only a public-profile proxy
MISSING FROM THIS RECORD
headquartersfoundedYearfoundersOrLeadershipemployeeCountfundingbusinessModel
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.