01
PUBLIC TRACTION
Usage, audience and developer pull
1MHF model downloads11K per model
492HF followers735 total likes
4.8KGitHub stars526 forks
92Model portfolio10 datasets · 0 Spaces
WHY IT IS ON THE RADAR
Capital-efficient model reach
- High reach per model
- Shipping now
- GitHub momentum
02
MODEL FOOTPRINT
What it publishes
Language/TextMultimodal
Most popular HF repositoryAtomicChat/Qwen3.8-27B-GGUF285.5K downloads · 163 likes ↗
- Top tasks
- text-generation (70), image-text-to-text (20)
- Model sizes
- Unknown (49); 10-30B (16); 3-10B (13); 30-100B (11); 100B+ (3)
- Base families
- Qwen, Gemma, DeepSeek, Phi
- Libraries
- gguf, mlx, transformers, llama.cpp
03
DEVELOPER ACTIVITY
How it ships
Original repositories10
Forked repositories8
Pushed in 90 days10
Archived share0%
Most-starred repositoryAtomicBot-ai/atomic-agent2.5K stars · 237 forks ↗
- Languages
- TypeScript, Python, C++, Makefile, Shell
- Topics
- local-llm, gguf, llm, mcp, openclaw, ai-agent, llama-cpp, local-first, openai, apple-silicon
- Latest release
- AtomicBot-ai/atomic-chat-model-catalog · Sep 3, 2026
04
ACTIVITY TIMELINE
Latest observed moves
- GitHub pushRepository activity ↗
- GitHub releaseRelease catalog-202609030036 ↗
- HF modelModel published or updated ↗
- HF datasetDataset published or updated ↗
05
THE NEOLAB STACK
Publicly evidenced tooling
- Training
- MLX, 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
TensorBlock
DevQuasar
Quixi AI
SupraLabs
Orion LLM LabsINVESTOR DILIGENCE
Confirm the team and compute inputs behind reach per model; benchmark quality versus the base family.
- 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.