Every public artefact, by organisation

Everything public, as pulled from the Hugging Face datasets API (expand[]=downloadsAllTime), the dataset-viewer size API, the arXiv API, the Semantic Scholar Graph API and GitHub org listings on 2 September 2026. Download and like figures are snapshots and will drift. mo/all = last-month / all-time downloads.

Read this beside What publishing actually bought them, which is what these numbers mean, and What nobody has built, which is what is missing from them.

#Contra Labs

Eight datasets, all CC-BY-4.0, all created between 18 May and 17 July 2026, all last modified within five days of creation and none touched since 22 July 2026. Every card except HCB is labelled a "preview release". Every card carries UTM-tagged links back to contralabs.com and a "Working with Contra Labs" section with a partnerships address — these are lead-generation assets with a dataset attached, and they say so.

Org totals: 5,133 all-time downloads, 24 likes. Total trajectory volume across the five trajectory repos: 1,769 steps.

Two details worth carrying. The trajectory schema is the strongest thing in the whole inventory — per-step image, thought transcribed from the editor's spoken narration rather than model-synthesised, action_type, structured tool_call, execution_paths (MCP tool / keyboard shortcut / menu path) and a preferred_execution marker (The trajectory moat). And the HCB paper's data link points at huggingface.co/datasets/contra-labs/HCB, which 307-redirects to the live repo — the link works, but the org contra-labs does not exist, so the paper cites a repo name Contra abandoned.

#Lica World, now Gamma

Note that TASTE and both repositories live on personal accounts, not the org — which matters now that Lica belongs to Gamma. taste-scorer ships code and data and no trained checkpoint.

#AfterQuery

Six datasets, 23 followers, seven org members — the largest Hugging Face footprint of the specialist-data companies, and the only corpus in this document with real citation counts.

MCP-Universe itself is Salesforce AI Research's benchmark (arXiv 2508.14704), not AfterQuery's — the HF repo is a two-row contribution to it. And three of six datasets carry no licence at all, which for a $3.2B-valuation company is a governance gap and a defect worth naming (How an artefact travels). harbor has 1,286 commits and two stars: heavily built, barely adopted, and it contains no creative or design environments.

#Design Arena

A paid team org that is completely empty is the single most legible negative in the inventory. It is consistent with two readings — a distribution plan provisioned and not yet executed, or preference data being distributed privately to buyers — and the record does not separate them (What this plan could not establish). Note also that Design Arena has open-sourced tools and never open-sourced preference data: html-to-pptx is a HTML-to-PowerPoint conversion library, not a corpus. ArcadaLabs on Hugging Face is an unrelated 2022 account hosting two MLX conversions and is not Design Arena's parent; earlier notes identifying it as such should be corrected. Full read at Design Arena, in full.

#Taste Labs

Taste Labs has published no technical artefact of any kind and raised $18.5M co-led by CRV and Amplify. It is nonetheless the more dangerous competitor for reasons that have nothing to do with this table (Taste Labs, in full).

#Gamma

gamma-app is a verified Hugging Face org with 3 members, 6 followers and 0 datasets, 0 models, 0 Spaces, 0 papers. Gamma acquired Lica on 25 August 2026 (TechCrunch); lica.world remains live with five blog posts and the GDB explorer, and all three Lica HF repos plus both personal-account repositories are still public. Nothing has been migrated, withdrawn or relicensed. That is a window, not a policy, and it may close.

#LMArena, as a ruler

Arena-T2I-Hard is the strategically interesting one: its own paper finds that high public-arena rankings fail to predict faithfulness — LMArena publishing the critique of its own headline metric and shipping the replacement. See The arena layer.

#The reference point that closed a gap

PatronusAI/figmatrace plus Qwen3.8-27B-Figmatrace-SFT, created 19 August and last modified 25 August 2026, CC-BY-4.0: 3,469 design trajectories, 22.3 GB, 200+ hours of expert video, 126 tasks, at 1,784 downloads and 12 likes in a fortnight; the model at 19 downloads (arXiv 2608.21460). It is the largest open design-trajectory corpus in existence and it did not come from anyone in this inventory.