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AI Atlas
Open model frontier

Open models

Every canonical model whose weights can be downloaded, described by measurable properties — licence permissions, parameters, context, release, benchmark ranks, providers, estimated local fit. Openness is a set of observed dimensions here, never a score.

79 downloadable models

Openness explorer

Categories and licence permissions

Left: the downloadable universe by openness category. Right: what the licences on this page allow, counted per category — allowed · restricted · unknown.

Top licences: Apache License 2.0 (275) · Other (unclassified licence) (115) · MIT License (92) · Creative Commons Attribution-NonCommercial 4.0 (22) · Apple Sample Code / ML Research License (15) · Llama 3.2 Community License (12)

Category · this pageCommercial useRedistributionDerivativesHosting
Open source n=0
Open weights n=0
restricted-weights n=298210290029003260

Counts read: allowed · restricted · unknown / unclassified — over the 29 models on this page, from each licence's stated terms (ontology).

Downloadable models

79 models · sorted by best benchmark rank

Permissions, in order:commercial use· redistribution· derivatives· hosting allowed restricted unknown

ModelLicence · permissionsParamsContextReleaseBest resultsProvidersFit 64 GB @4bit · 128 GB @8bit Estimated
SFR-Embedding-Mistralrestricted-weightsSalesforceCC-BY-NC-4.07.11B24 Jan 20240✓ fits4.6 GB4bit✓ fits8.7 GB8bit
Salesforce/Llama-xLAM-2-8b-fc-rrestricted-weightsSalesforceCC-BY-NC-4.08.03B27 Mar 20250✓ fits5.1 GB4bit✓ fits9.7 GB8bit
Sharprestricted-weightsAppleApple-AMLR12 Dec 20250
aimv2-large-patch14-224-litrestricted-weightsAppleApple-AMLR436.7M20 Nov 20240✓ fits0.8 GB4bit✓ fits1.0 GB8bit
aya-23-8Brestricted-weightsCohereCC-BY-NC-4.08.03B19 May 20240✓ fits5.1 GB4bit✓ fits9.7 GB8bit
aya-expanse-32brestricted-weightsCohereCC-BY-NC-4.032.3B23 Oct 20240✓ fits19.1 GB4bit✓ fits37.6 GB8bit
aya-expanse-8brestricted-weightsCohereCC-BY-NC-4.08.03B23 Oct 20240✓ fits5.1 GB4bit✓ fits9.7 GB8bit
aya-vision-8brestricted-weightsCohereCC-BY-NC-4.08.63B2 Mar 20250✓ fits5.5 GB4bit✓ fits10.4 GB8bit
c4ai-command-a-03-2025restricted-weightsCohereCC-BY-NC-4.0111.1B11 Mar 20250✗ too large64.4 GB4bit✗ too large128.2 GB8bit
c4ai-command-r-08-2024restricted-weightsCohereCC-BY-NC-4.032.3B19 Aug 20240✓ fits19.1 GB4bit✓ fits37.6 GB8bit
c4ai-command-r-v01restricted-weightsCohereCC-BY-NC-4.035B11 Mar 20240✓ fits20.6 GB4bit✓ fits40.7 GB8bit
c4ai-command-r7b-12-2024restricted-weightsCohereCC-BY-NC-4.08.03B11 Dec 20240✓ fits5.1 GB4bit✓ fits9.7 GB8bit
command-a-vision-07-2025restricted-weightsCohere · image, textCC-BY-NC-4.0111.9B128K28 Jul 20250✗ too large64.8 GB4bit✗ too large129.2 GB8bit
embeddinggemma-300mrestricted-weightsGoogleGemma-Terms302.9M17 Jul 20250✓ fits0.7 GB4bit✓ fits0.8 GB8bit
fireworks-ai/llama-3-firefunction-v2restricted-weightsFireworks AILlama-3-Community70.5B5 Jun 20240✓ fits41.1 GB4bit✓ fits81.6 GB8bit
gemma-3-1b-itrestricted-weightsGoogleGemma-Terms999.9M10 Mar 20250✓ fits1.1 GB4bit✓ fits1.6 GB8bit
layoutlmv3-baserestricted-weightsMicrosoftCC-BY-NC-SA-4.0125.3M18 Apr 20220✓ fits0.6 GB4bit✓ fits0.7 GB8bit
moirai-1.0-R-largerestricted-weightsSalesforceCC-BY-NC-4.0311M11 Feb 20240✓ fits0.7 GB4bit✓ fits0.9 GB8bit
moirai-1.0-R-smallrestricted-weightsSalesforceCC-BY-NC-4.013.8M11 Feb 20240✓ fits0.5 GB4bit✓ fits0.5 GB8bit
moirai-1.1-R-largerestricted-weightsSalesforceCC-BY-NC-4.0311M14 Jun 20240✓ fits0.7 GB4bit✓ fits0.9 GB8bit
moirai-1.1-R-smallrestricted-weightsSalesforceCC-BY-NC-4.013.8M14 Jun 20240✓ fits0.5 GB4bit✓ fits0.5 GB8bit
moirai-2.0-R-smallrestricted-weightsSalesforceCC-BY-NC-4.011.4M6 Aug 20250✓ fits0.5 GB4bit✓ fits0.5 GB8bit
moirai-moe-1.0-R-baserestricted-weightsSalesforceCC-BY-NC-4.0935.4M1 Nov 20240✓ fits1.0 GB4bit✓ fits1.6 GB8bit
sd-x2-latent-upscalerrestricted-weightsStability AIOpenRAIL++-M372.6M3 Feb 20230✓ fits0.7 GB4bit✓ fits0.9 GB8bit
stable-diffusion-xl-base-1.0restricted-weightsStability AIOpenRAIL++-M2.57B25 Jul 20230✓ fits2.0 GB4bit✓ fits3.5 GB8bit
stable-diffusion-xl-refiner-1.0restricted-weightsStability AIOpenRAIL++-M2.26B26 Jul 20230✓ fits1.8 GB4bit✓ fits3.1 GB8bit
tiny-aya-baserestricted-weightsCohereCC-BY-NC-4.03.35B13 Feb 20260✓ fits2.4 GB4bit✓ fits4.3 GB8bit
togethercomputer/LLaMA-2-7B-32Krestricted-weightsTogether AILlama-2-Community7B26 Jul 20230✓ fits4.5 GB4bit✓ fits8.6 GB8bit
togethercomputer/Llama-2-7B-32K-Instructrestricted-weightsTogether AILlama-2-Community7B8 Aug 20230✓ fits4.5 GB4bit✓ fits8.6 GB8bit

Best results = rank inside each benchmark's primary comparability group; several dimensions are shown side by side and never combined. Fit columns are estimates (64 GB device at 4-bit, 128 GB at 8-bit, 8K context) — method on /methodology. unclassified = the raw licence label is not yet mapped in the ontology.

MethodUniverse = canonical models whose weights can be downloaded (open-weights, open-source, restricted-weights). hardware_fit values are ESTIMATES (see /methodology); best_results are ranks inside each benchmark's primary comparability group — no composite score. /methodology