# Model Radar

> Model Radar: a source-backed catalog published by Kymata Labs.

Snapshot collected: 2026-11-02T19:50:33.272983+00:00
Current catalog records: 150

## Sources and interpretation

- [Hugging Face model API](https://huggingface.co/models?sort=trending)
- [Collection and scoring source](https://github.com/tekvisions/model-radar/blob/main/build_data.py)

The default order follows Hugging Face trendingScore. Downloads, likes and last-modified dates are source snapshots, not measured download or like growth. The upstream trending formula is not disclosed here. The separate Radar surge breakdown on detail pages is a different composite; neither score establishes model quality or suitability.

## Readable and structured resources

- [Catalog](https://modelradar.kymatalabs.com/)
- [Selection guide and evidence limits](https://modelradar.kymatalabs.com/#catalog-guidance)
- [Methodology and snapshot date](https://modelradar.kymatalabs.com/#catalog-methodology)
- [Current source snapshot (JSON)](https://modelradar.kymatalabs.com/data.json)
- [Sitemap of published pages](https://modelradar.kymatalabs.com/sitemap.xml)

## Current catalog sample

- [LiquidAI/LFM3-1.7B](https://modelradar.kymatalabs.com/m/liquidai-lfm3-1-7b/) — Text
- [deepseek-ai/DeepSeek-V4.1-Flash-1017](https://modelradar.kymatalabs.com/m/deepseek-ai-deepseek-v4-1-flash-1017/) — Vision
- [nvidia/NVIDIA-Nemotron-3.5-Transcribe-30B-A4B](https://modelradar.kymatalabs.com/m/nvidia-nvidia-nemotron-3-5-transcribe-30b-a4b/) — Audio
- [mistralai/Mistral-Large-4-1T-A52B](https://modelradar.kymatalabs.com/m/mistralai-mistral-large-4-1t-a52b/) — Vision
- [baidu/Unlimited-OCR-2](https://modelradar.kymatalabs.com/m/baidu-unlimited-ocr-2/) — Vision
- [Lightricks/LTX-2.5](https://modelradar.kymatalabs.com/m/lightricks-ltx-2-5/) — Video
- [ccore/Qwen3.5-4B-3D-Coder](https://modelradar.kymatalabs.com/m/ccore-qwen3-5-4b-3d-coder/) — Other
- [speridlabs/idol](https://modelradar.kymatalabs.com/m/speridlabs-idol/) — 3D
- [Pika-Labs/Pika-H3-Flex](https://modelradar.kymatalabs.com/m/pika-labs-pika-h3-flex/) — Video
- [Nanbeige/Nanbeige4.3-33B](https://modelradar.kymatalabs.com/m/nanbeige-nanbeige4-3-33b/) — Text
- [abenzerps/Qwen-Image-2.1-Uncensored-Quantized](https://modelradar.kymatalabs.com/m/abenzerps-qwen-image-2-1-uncensored-quantized/) — Image
- [Qwen/Qwen3.8-27B](https://modelradar.kymatalabs.com/m/qwen-qwen3-8-27b/) — Vision
- [black-forest-labs/flux-3-image-klein-comfy](https://modelradar.kymatalabs.com/m/black-forest-labs-flux-3-image-klein-comfy/) — Image
- [LiquidAI/LFM3-Omni-2B](https://modelradar.kymatalabs.com/m/liquidai-lfm3-omni-2b/) — Multimodal
- [burner22/numbat](https://modelradar.kymatalabs.com/m/burner22-numbat/) — Other
- [Edge0/Audio8-TTS-Realistic-Air](https://modelradar.kymatalabs.com/m/edge0-audio8-tts-realistic-air/) — Audio
- [RecursiveSI/flint](https://modelradar.kymatalabs.com/m/recursivesi-flint/) — Text
- [Diffuspace/Clover-35B-A3B-Preview](https://modelradar.kymatalabs.com/m/diffuspace-clover-35b-a3b-preview/) — Text
- [LiquidAI/LFM3-VL-2B](https://modelradar.kymatalabs.com/m/liquidai-lfm3-vl-2b/) — Vision
- [facebook/sam3](https://modelradar.kymatalabs.com/m/facebook-sam3/) — Vision
- [FusionCow/Sulphur-3](https://modelradar.kymatalabs.com/m/fusioncow-sulphur-3/) — Other
- [XHToken/Spark-X2.6-4B](https://modelradar.kymatalabs.com/m/xhtoken-spark-x2-6-4b/) — Text
- [OBLITERATUS/DeepSeek-V4.1-Flash-1017-obliterated](https://modelradar.kymatalabs.com/m/obliteratus-deepseek-v4-1-flash-1017-obliterated/) — Text
- [LiquidAI/LFM3-Audio-2B](https://modelradar.kymatalabs.com/m/liquidai-lfm3-audio-2b/) — Multimodal
- [AtomicChat/LFM3-1.7B-Uncensored-GGUF](https://modelradar.kymatalabs.com/m/atomicchat-lfm3-1-7b-uncensored-gguf/) — Text
- [sensenova/SenseNova-Loop-9B-Preview](https://modelradar.kymatalabs.com/m/sensenova-sensenova-loop-9b-preview/) — Vision
- [LiquidAI/LFM3-1.7B-GGUF](https://modelradar.kymatalabs.com/m/liquidai-lfm3-1-7b-gguf/) — Text
- [LiquidAI/d1-2B](https://modelradar.kymatalabs.com/m/liquidai-d1-2b/) — Vision
- [xiaomi-research/Xiaomi-OCR-0](https://modelradar.kymatalabs.com/m/xiaomi-research-xiaomi-ocr-0/) — Vision
- [Efficient-Large-Model/Open-H3-Regenerate-2K](https://modelradar.kymatalabs.com/m/efficient-large-model-open-h3-regenerate-2k/) — Other
- [ISTA-DASLab/DeepSeek-V4.1-Flash-1017-GSQ-RCO-GGUF](https://modelradar.kymatalabs.com/m/ista-daslab-deepseek-v4-1-flash-1017-gsq-rco-gguf/) — Text
- [AtomicChat/DeepSeek-V4.1-Flash-1017-Uncensored-GSQ-RCO-GGUF](https://modelradar.kymatalabs.com/m/atomicchat-deepseek-v4-1-flash-1017-uncensored-gsq-rco-gguf/) — Text
- [OliviaRossi/Minimax-h3_Singularity-x-10Eros-Max_PRISM](https://modelradar.kymatalabs.com/m/oliviarossi-minimax-h3-singularity-x-10eros-max-prism/) — Other
- [unsloth/DeepSeek-V4.1-Flash-1017-GGUF](https://modelradar.kymatalabs.com/m/unsloth-deepseek-v4-1-flash-1017-gguf/) — Vision
- [SC117/Qwen3.8-Flash-Next-GSQ-RCO-abliterated-GGUF](https://modelradar.kymatalabs.com/m/sc117-qwen3-8-flash-next-gsq-rco-abliterated-gguf/) — Vision
- [DavidAU/Qwen3.8-27B-TURBO-Fable-Cold-Fusion-735-882-Heretic-Uncensored-NEO-CODER-MAX-MTP-GGUF](https://modelradar.kymatalabs.com/m/davidau-qwen3-8-27b-turbo-fable-cold-fusion-735-882-heretic-uncensored-neo-coder-max-mtp-gguf/) — Vision
- [maya-research/maya2-native](https://modelradar.kymatalabs.com/m/maya-research-maya2-native/) — Audio
- [nvidia/NVIDIA-Nemotron-3.5-Bolt-E4B-4GB](https://modelradar.kymatalabs.com/m/nvidia-nvidia-nemotron-3-5-bolt-e4b-4gb/) — Text
- [divagr1925/Qwen3.5-4B-Qwenputer](https://modelradar.kymatalabs.com/m/divagr1925-qwen3-5-4b-qwenputer/) — Text
- [microsoft/Mage-VL-Cowork](https://modelradar.kymatalabs.com/m/microsoft-mage-vl-cowork/) — Vision

<!-- Kymata discovery capabilities -->
## Mission and scope
Kymata Labs makes open-source AI tools, models and infrastructure easier to understand through focused, source-backed indexes. We publish dated source signals, explain ranking methods and limitations, and separate advertising from ranking and inclusion.

Explore public models, their categories and available source signals.

## Supported capabilities
- Browse dated catalog records and published detail pages
- Search the catalog locally in the browser; raw search text is not sent by these controls.
- Use the available catalog category filters and sorting controls
- Read source references, snapshot dates, methodology, selection guidance and evidence limits.

## Evidence limits
- Snapshot signals are not proof of quality, safety, license suitability or fitness for a project. Verify upstream sources before adoption.
- Search and filters are browser controls; this description does not advertise a remote search API or an MCP endpoint.
- Crawl permission and machine-readable descriptions do not guarantee crawling, indexing, ranking or AI citation.

- [Machine-readable capabilities, resources and dated coverage](https://modelradar.kymatalabs.com/capabilities.json)
- The capabilities document uses Kymata's descriptive format; it is not a standard agent tool protocol.