Hugging Face records 31,232,542 monthly visits with +0.1% month-over-month growth and Freemium, Paid pricing. Impeccable records 1,038,637 monthly visits with +8.2% growth and Free pricing.
The open platform where the machine learning community hosts models, datasets, and AI apps
Give your coding agent real design judgment
| Dimension / Metric | | |
|---|---|---|
| Official Domain | huggingface.co | impeccable.style |
| Pricing Model | Freemium, Paid | Free |
| Monthly Visits | 31.23M (31,232,542) | 1.04M (1,038,637) |
| MoM Traffic Delta | +40.25K (+0.1%) | +78.43K (+8.2%) |
| Primary Market & Share | 🇺🇸 United States (19.1%) | 🇺🇸 United States (22.4%) |
| Direct Visits / mo | 13.4M | 464.8K |
| User Rating | 4.8 | 4.6 |
| Supported Platforms | Website | Website |
The open platform where the machine learning community hosts models, datasets, and AI apps
Search, download, and publish across millions of models and hundreds of thousands of datasets, complete with model cards, versioning, and citations.
Deploy Gradio, Streamlit, or static apps directly from a repository to show off a model, run comparisons, or share a tool with a public link.
Transformers, Diffusers, Datasets, Tokenizers, Accelerate, PEFT, TRL, and smolagents give you end-to-end tooling for training, fine-tuning, and inference.
Inference Providers route a single API to tens of thousands of models from multiple vendors, while Inference Endpoints spin up dedicated GPU hardware on demand.
Give your coding agent real design judgment
A structured skill set that agents load to make typographic, layout, spacing, and color decisions with design intent rather than defaults.
Identifies recurring AI-generated UI clichés such as chip overload, card-in-card nesting, weak hierarchy, and vague calls to action.
Helps the agent stay consistent with the tokens, components, and conventions of your existing design system.
Bakes in contrast, focus, semantic structure, and responsive behavior so built interfaces hold up across devices and audiences.
Provides a full AI-native code editor experience, but requires manual prompt rules or extensions to enforce design discipline.
Provides a full AI-native code editor experience, but requires manual prompt rules or extensions to enforce design discipline.
SpecialistA unified API gateway routing requests across hundreds of language models, but lacking dataset hosting.
SpecialistA unified API gateway routing requests across hundreds of language models, but lacking dataset hosting.
Free / Open-sourceEnables running and managing open-source LLMs locally on your hardware instead of relying on cloud hosting.
Free / Open-sourceEnables running and managing open-source LLMs locally on your hardware instead of relying on cloud hosting.
SpecialistFocuses strictly on community-driven discovery and sharing of generative image and video models rather than text LLMs.
SpecialistProvides agentic multi-file coding workflows, but requires custom instructions to enforce specific UI guidelines.
SpecialistProvides agentic multi-file coding workflows, but requires custom instructions to enforce specific UI guidelines.
SpecialistOne API for 1,500+ production-ready generative media models
Free / Open-sourceAn alternative open-source model repository and community hub, featuring extensive regional models and online interactive demos.
Free / Open-sourceAn alternative open-source model repository and community hub, featuring extensive regional models and online interactive demos.
Provides robust serverless inference and fine-tuning APIs for open-source models, replacing Hugging Face's hosted endpoints.
Provides robust serverless inference and fine-tuning APIs for open-source models, replacing Hugging Face's hosted endpoints.
SpecialistOrchestrates multiple coding agents from one interface, but does not provide built-in design compliance checks.
Offers cloud APIs for running and fine-tuning machine learning models with simpler pricing than custom infrastructure.
Offers cloud APIs for running and fine-tuning machine learning models with simpler pricing than custom infrastructure.
Free / Open-sourceOpen-source, memory-efficient fine-tuning and local model running
Free / Open-sourceOpen-source, memory-efficient fine-tuning and local model running
Delivers ultra-fast serverless inference for open-weight models, prioritizing production throughput over community dataset sharing.
