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Kits of AI agent skills, rules and prompts

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Holo4-27B

Hcompany · Kit

Looks at screenshots and decides the next click, keystroke, code run or tool call, built on Qwen3.8-27B. A computer-use model for web, desktop and mobile agent…

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QMA Camera Angles

gribbliest · Kit

Re-renders a picture from a new camera angle, chosen with a short prompt, as an edit LoRA for Qwen Image 2.1. It suits artists and developers who edit images i…

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Runs a 27B Qwen3.8 model in GGUF files retuned for Intel Arc GPUs, with pure decode near 22 tokens a second in the author's tests. For people running llama.cpp…

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Speaks English text through Arm's Compute Flow, from a 31M text-to-speech model packaged for the stock pocket-tts brick. For developers who use Compute Flow an…

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Speaks English text aloud on a CPU from a 31M text-to-speech model in GGUF form, for the audio.cpp runtime. Made for developers who want a small local voice mo…

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Shard-Reward

Glint-Research · Kit

Scores a reply to a prompt with one number, so you can rank candidate answers per prompt. A 49.4M reward model trained on 282,062 preference comparisons, for p…

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Ranks passages by relevance to a query, as an 8-bit GGUF copy of the Qwen3 0.6B reranker made with llama.cpp. For developers who want a small local reranker fo…

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Laya-GGUF

ggml-org · Kit

Small 421M-parameter decision model in GGUF form that you serve locally and call through a systemone API. For developers who use llama.cpp tooling and want a c…

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Kev-4B by ggml-org

ggml-org · Kit

Makes decisions through the /v1/systemone API of a llama server, from a GGUF copy of a 4.2B model. For developers who want a small local decision model.

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A GGUF-format copy of Google's gemma-4-E4B-it that you can run on your own computer with the Llama app or the llama serve command. For people who want Gemma ru…

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gemma-4-12B-it GGUF

ggml-org · Kit

Runs Google's gemma-4-12B-it on your own computer as a GGUF file that ggml-org converted automatically, through the Llama app or the llama command. It suits pe…

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GGUF files of DeepSeek's 748B V4.1 Flash 1017 model, converted by ggml-org with a vision file for images, for people with big-memory machines who run models th…

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LeVJEPA 1.5 Large

galilai-group · Kit

Encodes video clips and single images into feature vectors, trained by self-supervised learning on about 5,300 video hours. A video encoder for researchers, un…

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bekko-static-v1-slim-100k

flowercomputers · Kit

Turns text into 1024-dimension vectors with a static embedding model, trimmed to 25 languages. Fast sentence similarity and retrieval, without a transformer, i…

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POCKET-35B-GGUF

FINAL-Bench · Kit

Runs a Korean-tuned 35B model on your own PC from GGUF files with llama.cpp, with a CPU-only path so no GPU is needed. For people who want a local language mod…

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Phonon-2.5 English

FermionResearch · Kit

Transcribes English speech to text in a 157.6 MB download that runs on Apple silicon, Linux and Windows CPUs without a GPU. It suits teams doing dictation, cap…

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GLiNER2.5 Multi

fastino · Kit

Pulls entities, labels, structured records and relations out of text with one multilingual model. A 287M-parameter extractor from fastino that runs locally on…

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AuraSR-v2

fal · Kit

Upscales generated images four times with a GAN-based super-resolution model. Made for people who generate pictures and want them larger, from fal.

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V-JEPA 2

facebook · Kit

Turns videos and images into embeddings for video classification, retrieval, or as the video encoder of a vision-language model. Built by FAIR at Meta for deve…

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NLLB-200 3.3B

facebook · Kit

Translates single sentences among 200 languages, with a focus on low-resource ones. A research model from facebook for machine translation researchers, not mea…

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MedErtas v0.1 31B LS

ErtasAI · Kit

Serves a medical-domain language model, a compressed Gemma 4 31B, on vLLM and NVIDIA Blackwell GPUs. Built for medical AI products that need fast, low-cost ans…

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balbal-v2e-zellige

erayyapagci · Kit

Turns Moroccan Darija speech into Arabic-script text with a timestamp for each word, on an ordinary CPU. An experimental preview for researchers and developers…

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Runs the 27B KVARK Sparkle 1.1 model from GGUF files in several sizes, with optional image input and speculative decoding. For people running models locally wi…

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A 27B model tuned for document work: it searches a document base, answers from what it finds and says so when the answer is missing, for builders of document a…

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GGUF files of KVARK Sparkle 1.0, a 27B vision-language model, for llama.cpp, Ollama and LM Studio, with the speculative-decoding head kept. For people running…

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bert-base-NER

dslim · Kit

Finds and labels people, organizations, locations and miscellaneous names in English text. A fine-tuned BERT model for named entity recognition, used through t…

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A 1B drawing model that predicts editable shapes such as rectangles and ellipses from a Chinese prompt, instead of pixels. Weights for the native Primitive Pai…

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Rewrites decompiler output into readable C source with meaningful names and proper types. A Qwen3.5-4B fine-tune trained on unoptimized binaries, for security…

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Qwenputer-npu

divagr1925 · Kit

A Qwen3.5-4B model with a small RISC-V computer built into its weights, used for exact arithmetic and for running a tiny story model. An experiment for researc…

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An experimental Qwen3.5-4B with a RISC-V CPU and a small filesystem compiled into its weights, so it remembers facts across sessions without outside tools. The…

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DistilBERT base uncased

distilbert · Kit

A small, fast English language model distilled from BERT base, with 67M parameters. Fills in masked words and is mainly meant to be fine-tuned for classificati…

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DeepSeek-V4-Pro

deepseek-ai · Kit

Generates text with a 1.6T-parameter Mixture-of-Experts model that activates 49B per token and reads up to one million tokens. A DeepSeek preview for teams tha…

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DeepSeek-V3.2

deepseek-ai · Kit

A 685B open reasoning model from DeepSeek with sparse attention for long context and a chat template that lets it think while it calls tools. For teams that ru…

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Hydrogen-1.0 NVFP4

deep-principle · Kit

A 4-bit NVFP4 build of Hydrogen-1.0, a 381B science and research assistant model from Deep Principle, based on GLM-5.3. It needs a multi-GPU NVIDIA Blackwell s…

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Hydrogen-1.0-MXFP4

deep-principle · Kit

An MXFP4 quantized copy of Deep Principle's 384B Hydrogen-1.0 science assistant, for AMD Instinct hardware. For labs that want a text model for scientific ques…

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A GGUF build of Qwen3.8-Flash-Next by DavidAU with 27 reasoning modes, 27 instruct modes and 15 AI personas you switch on from the prompt. For people with larg…

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Guides you in tuning samplers and parameters for local language models, with steps for system prompts, reasoning models and expert settings in LM Studio, Silly…

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Qwen3.8-27B-AWQ-INT4

cyankiwi · Kit

A 4-bit AWQ quantization of Qwen3.8-27B by cyankiwi, a 27B vision-language model with thinking control. Weights are 21.02 GB and load in Transformers, vLLM or…

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cua-s1-forms

cua-ai · Kit

Scores the possible actions for each element of a GUI form, such as fill, check, click or skip, and returns a probability for each. A tiny model for developers…

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CLM-v0.1-8B

Contrastive-LM · Kit

Scores candidate answers, actions or tool names for a given state with a probability each, instead of writing text. A fast decision model on a frozen Qwen3-8B…

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Repackaged FLUX.1-schnell checkpoints for ComfyUI that turn a text prompt into an image, with an FP8 file that runs faster and uses less memory. For ComfyUI us…

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BiRefNet

Comfy-Org · Kit

Background-removal model files re-packed by Comfy-Org so ComfyUI can load them. They make a mask that separates a subject from its background. For ComfyUI user…

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cbx-indic-pii-extractor-17M

CobuildX-AI · Kit

Finds personal information such as names, phone numbers, Aadhaar and PAN in Indian-language and Indian English text and returns each value's position. A 16.7M-…

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A 17.1 GB mixed-precision GGUF of Qwen3.8-27B that keeps its multi-token prediction layer, tuned for 256K context with vision on a 24 GB GPU. For people who ru…

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Qwen3.6-35B-A3B MTP GGUF

byteshape · Kit

Runs Qwen3.6-35B-A3B from a GGUF quantization with Multi-Token Prediction for faster GPU decoding in llama.cpp. Made by ByteShape for people running local mode…

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Nimble-v4-max

bespokelabs · Kit

Gives a probability for every answer option when you pass a context and typed questions such as choices, yes or no, or ordered scores. A fine-tune of Qwen3.8-2…

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Bespoke-Nimble-9B

bespokelabs · Kit

Scores yes or no questions, multiple-choice picks and rubric levels against a piece of text, using a LoRA adapter on Qwen3.5-9B. For developers who need a clas…

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Two ComfyUI workflows that add a soundtrack to silent Hy-Nomas video worlds or any clip, using the stock LTX-2.5 distilled model while the picture stays untouc…

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NorthCUA-Nano

beipo-ai · Kit

Operates desktop and browser apps from screenshots with a 9B dense computer-use model built on Qwen3.5. Suits developers who build computer-use agents with the…

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Quantized GGUF files of Meta's Llama 3.1 8B Instruct for local chat, such as 4.92 GB for Q4_K_M and 8.54 GB for Q8_0. Made by bartowski with an importance matr…

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GGUF quantizations of Meta's Llama-3.2-3B-Instruct, made by bartowski with an importance matrix, from about 1.8 GB to 6.4 GB. For running a small chat model lo…

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KAT-Coder-V2.5-Dev GGUF

bartowski · Kit

Imatrix GGUF quantizations of Kwaipilot's KAT-Coder-V2.5-Dev, a 34.7B text model, with 4-bit files of about 19 GB or more. For people who run a large coder-nam…

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Turns Chinese text into dense vectors for search, classification, clustering and semantic matching. A 24M-parameter BGE embedding model from BAAI under the MIT…

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safetensored-upscalers

AshtakaOOf · Kit

Image upscaling models, and a few other image-to-image ones, gathered in one repository as safetensors files converted from older pickle files. For people who…

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whisperkit-coreml

argmaxinc · Kit

Holds Core ML speech recognition models for WhisperKit, which turns audio into text on Apple Silicon without a server. Made for Apple app developers who want t…

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Ling-3.1-flash-DSpark

AQ-MedAI · Kit

A small draft model that speeds up Ling-3.1-Flash with speculative decoding in SGLang, drafting 5 or 7 tokens at a time. For teams serving Ling-3.1-Flash on NV…

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A slider-style LoRA for the MOSS-Image model where strength alone makes a picture sharper or softer, with no trigger word. For image makers who want to fix blu…

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Gives Mac users calibrated 2-bit and 4-bit GGUF files of DeepSeek V4.1 Flash, plus a separate vision encoder, for DwarfStar's Metal engine with SSD streaming.…

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stationhouse

alxcspr · Kit

Holds sparse autoencoder checkpoints, logs and feature census files for Marin-32B, with a TopK SAE of width 65536 for each of its 64 layers. A research archive…

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Molmo2-4B

allenai · Kit

Answers questions about images, videos and groups of images, and can point to what it finds. An open vision-language model from Ai2 for developers and research…

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GigaAM-v3

ai-sage · Kit

Turns Russian speech into text, with variants that add punctuation and normalized text, built on a Conformer of about 230M parameters. For developers and teams…

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Signal 3.8 27B

agentionai · Kit

Gives shorter, more direct answers than Qwen3.8-27B by using fewer answer and thinking tokens, so replies finish sooner. A light fine-tune that drops into the…

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ACE-Step 1.5 XL Turbo

ACE-Step · Kit

Generates music and other audio in just 8 steps with a 4B-parameter diffusion model, run locally through a Gradio interface. For creators and developers with a…

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Smaug Humanizer

abacusai · Kit

Rewrites AI-written text in a human voice while keeping its facts, numbers, names and layout. A 12B model fine-tuned by Abacus.AI from Gemma 4, for writers and…

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Jocasta-diff-VLA

RobotLearningLab · Kit

A robot control policy that adapts Dream-VLA-7B to eight simulated Panda arm task families in robosuite, using a Flow Matching action head. For robotics resear…

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ZONOS2

Zyphra · Kit

Turns text into natural speech in more than 30 languages, with voice cloning from a sample, using a mixture-of-experts model for low latency. Runs locally on a…

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G4-LuneLight-31B

zerofata · Kit

Provides a 31.3B-parameter language model built on ReadyArt's gemma-4-31B-it-scotoma-2, for people who run models on their own hardware. The card text here doe…

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GLM-5.3-Flash-BF16

zai-org · Kit

A 320B-parameter multimodal model with 18B active that reads text and images, with an adjustable thinking budget and a hybrid attention design for long context…

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GLM-5.2

zai-org · Kit

A 753B-parameter open text model from zai-org for long, multi-step work such as coding and agent tasks, with a 1M-token context and an MIT license. For teams w…

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Forge-1-Gemma-4-E2B

YoSaNoo · Kit

A small coding-minded text model fine-tuned from Google's gemma-4-E2B and shared as GGUF files, so you can run it on your own laptop in Ollama, LM Studio, Unsl…

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Writes and explains code and works through reasoning problems, from a weighted merge of three Qwen3.8-27B fine-tunes. For developers who want one general-purpo…

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A small draft model that speeds up Spark-X2.6-1.7B through speculative decoding, guessing up to seven tokens per step. For people who run that model locally on…

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Wan2.1-VACE-1.3B

Wan-AI · Kit

Makes and edits video with Wan2.1's VACE model, from a prompt, a still image or an existing clip, with English and Chinese text inside videos. For video creato…

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TripoSplat by VAST-AI

VAST-AI · Kit

Turns a single 2D image into a variable number of 3D Gaussians for asset creation, AR and VR, games and simulation. A model from VAST-AI for 3D creators and de…

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Chats, summarizes and answers questions in text on a laptop, as Unsloth's GGUF copy of Meta's small Llama 3.2 1B Instruct in precisions from 16-bit to 2-bit. F…

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GLM-4-9B-0414-GGUF

unsloth · Kit

Generates text in Chinese and English from GGUF files of the 9.4B GLM-4-9B-0414 model, for people who want to run a GLM model on their own computer.

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gemma-4-E2B-it-GGUF

unsloth · Kit

Unsloth's GGUF files of Google DeepMind's Gemma 4 E2B instruction-tuned model, which takes text and images and writes text, with a 128K context. For people who…

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gemma-3-4b-it-GGUF

unsloth · Kit

Answers questions about text and images on your own computer, as a GGUF copy of Google's Gemma 3 4B instruction model packaged by Unsloth. For developers and u…

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khammoon

typhoon-ai · Kit

Splits Thai text into morphemes, the smallest pieces that still carry meaning, with a 4 MB model that runs on a CPU, for Thai language researchers and develope…

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RubatoCodec

third-intelligence · Kit

Compresses speech into a fixed number of variable-length events with durations, and decodes them back as it streams. A neural speech codec for people building…

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Inkling-Small-NVFP4

thinkingmachines · Kit

The NVFP4 copy of Inkling-Small, a multimodal mixture-of-experts model that takes text, images and audio and writes text. For developers building agents, codin…

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Restyles a flat-color region map into a new picture with MOSS-Image-SFT, keeping the region shapes while your prompt decides what each region becomes. For Comf…

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Keeps an object's shape and volume from a colour normal map while the prompt changes its material and scene, as a normal control LoRA for MOSS-Image-SFT in Com…

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Hy-MT2-30B-A3B

tencent · Kit

A 30B mixture-of-experts translation model from Tencent that translates among 33 languages and follows translation instructions. For teams that need high-volum…

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MNN-Pocket-0.3B-MNN

taobao-mnn · Kit

Runs a 0.3B Chinese and English chat model on phones and edge devices through the MNN runtime, as a 4-bit build of about 173 MB. For developers adding on-devic…

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MNN-Pocket-0.3B-Dec

taobao-mnn · Kit

Reads a text state plus your questions and picks one of your options for each, with a probability per candidate, in a single pass. A decision model for develop…

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sd-vae-ft-mse-original

stabilityai · Kit

Replaces the autoencoder in Stable Diffusion with a fine-tuned decoder that reconstructs images, especially faces, more smoothly. Suits people running the orig…

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UltraGliClass v0.1

Srimon12 · Kit

A 154M-parameter zero-shot text classifier that scores every label you pass in one pass, for single-label, multi-label and intent tasks, including long inputs.…

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Mica-v0.5-4B

sky7350 · Kit

A 4B classifier built on Qwen3.5-4B that reads an input and returns a probability for each allowed answer, for guardrails, routing, triage and agent gates. For…

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Assistant_Pepe_32B

SicariusSicariiStuff · Kit

A 32.8B-parameter English model built on Qwen3-32B and released in 8B, 32B and 70B versions. The card text shows only page styling, so its exact purpose is not…

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OmniVoice GGUF

Serveurperso · Kit

Provides GGUF weights of the OmniVoice text-to-speech model for the omnivoice.cpp runtime, with voice design and voice cloning examples. For developers who wan…

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paraphrase-multilingual-MiniLM-L12-v2

sentence-transformers · Kit

Turns sentences and paragraphs into 384-number vectors for semantic search, clustering and sentence similarity, with a multilingual model from the sentence-tra…

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SenseNova-U1.5-8B-MoT

sensenova · Kit

A unified multimodal model for creating and editing images, with legible Chinese and English text, native 4K output and control through boxes and reference ima…

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FlashVSR+

ruchangyao · Kit

A one-step diffusion model that sharpens low-quality video into higher-resolution video, with a fast Turbo variant and a higher-quality Base variant. For video…

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Chatterbox-Turbo

ResembleAI · Kit

Speaks English text aloud with a 350M-parameter model built for low-latency voice agents, and adds laughs and coughs through tags in the text. Suits developers…

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Runs a 30.7B-parameter Gemma-based text model locally in GGUF format, packaged by ReadyArt from its gemma-4-31B-it-scotoma-2 model. Suits people who want that…

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Enhance Fibo2 (upscale)

rauldlnx10 · Kit

Generates enhanced images from a short trigger phrase on top of the Fibo-2.0-dev model, for use with the diffusers library. Suits people who already run Fibo-2…

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Jasper-K-35B-MoE

ragentile · Kit

Writes GPU kernels and improves their speed through repeated tries against a test environment. A mixture-of-experts model trained from Qwen3.6-35B-A3B with rei…

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