Mindket

AI skills and agents for developers

Prompts, coding agent briefs and kits for writing and reviewing code with fewer tokens.

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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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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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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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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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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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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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Jasper-K-32B

ragentile · Kit

Writes GPU kernels and improves their speed through repeated tries against a test environment. A 32B model trained from QwQ-32B with reinforcement learning, fo…

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Qwen3.5-4B-Base

Qwen · Kit

Gives researchers a pre-trained-only vision-language base model for fine-tuning and in-context learning experiments, not for direct chat. Suits developers who…

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Qwen3-4B-GGUF

Qwen · Kit

A 4B chat model in GGUF format that runs locally in llama.cpp or ollama, with a thinking mode for reasoning and a plain mode for quick replies. Suits developer…

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Qwen3-14B

Qwen · Kit

Reasons through hard problems in a thinking mode and answers everyday chat in a faster non-thinking mode, as a 14.8B-parameter open model. Suits developers who…

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Writes, explains and fixes code as the largest instruction-tuned model in the Qwen2.5-Coder family, at 32B parameters. For developers who run a strong open cod…

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Gives you the Qwen2.5-Coder 14B instruct model as GGUF files in eight quantization sizes, for coding help with llama.cpp. For developers who want a stronger lo…

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Gives you the small Qwen2.5-Coder 1.5B instruct model as GGUF files in eight quantization sizes, for coding help with llama.cpp on a laptop. For developers who…

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Qwen-Image

Qwen · Kit

Turns written prompts into images and renders readable text inside them, in English and Chinese. Suits designers, artists and developers who work with the diff…

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Turns a voice recording into a speaker embedding with a pyannote.audio wrapper around the WeSpeaker ResNet34 model, so you can compare how alike two speakers s…

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Listens to a user while a voice bot is talking and tells apart a quick "mm-hmm" from a real interruption, so the bot keeps going or stops. A tiny streaming aud…

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ARLoop-0.6B

osunlp · Kit

Completes text as a small pretrained looped transformer with attention residuals. A base model for researchers who want to continue its training with their own…

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Ornith-1.5-9B

ornith-ai · Kit

Handles coding and terminal tasks as a 9B dense language model sized for a single GPU. For developers who want a small open model for software work, with a mob…

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Ornith-1.5-122B-NVFP4

ornith-ai · Kit

Gives you an NVFP4 quantized copy of Ornith-1.5-122B, a 122B mixture-of-experts text model meant for single-GPU use and strong in coding tests. For developers…

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MiniCPM-V 4.6

openbmb · Kit

Reads single images, several images and video and answers in text, with 1.3B parameters sized for phones and other edge devices. For developers who want a smal…

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Finds and masks personal information such as names and emails in text in a single pass, and runs on your own machine. For teams that need to clean large amount…

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GPT-2 XL

openai-community · Kit

Continues English text from a starting phrase, as the 1.5B-parameter version of OpenAI's GPT-2. It suits researchers and developers who want a classic open tex…

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Kokoro-82M-v1.0-ONNX

onnx-community · Kit

Turns English text into spoken audio with Kokoro, an 82 million parameter text-to-speech model packaged as ONNX files for JavaScript and Python. For developers…

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Naive-N0.5-Flash

NaiveAI · Kit

Open-weight mixture-of-experts model with 309B parameters, 15.5B active and a native 1M token context, built for coding and AI research. For teams running larg…

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A 272M model, fine-tuned from EmbeddingGemma 2, that reads the state of a workflow and a schema of questions and returns a typed answer with a calibrated confi…

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Qwen3.5-4B-GLB-3D-Coder-GGUF

mradermacher · Kit

Static GGUF quantizations of ccore/Qwen3.5-4B-GLB-3D-Coder, a 4.2B model, in sizes from 2.0 GB to 8.5 GB, plus two small multi-modal supplement files. Made by…

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AREX-2 GGUF

mradermacher · Kit

GGUF quantized files of BAAI's AREX-2, a 26.9B model, from 2-bit to 8-bit with an optional multi-modal supplement. They suit people who run a large model local…

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LoRA add-on for the YuE2-3B music model that makes it write instrumental tracks following a section plan such as intro, verse and chorus. For musicians already…

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voyage-4-nano

MongoDB · Kit

Multilingual text embedding model of 346M parameters from the Voyage 4 series, for semantic search and retrieval, with flexible vector sizes. For developers bu…

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Kromoss GGUF

molbal · Kit

GGUF quantized copies of Kromoss, a 1024 px text-to-image model fine-tuned from MOSS-Image-Base, for ComfyUI. For artists who want to generate images on a GPU…

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A mixed-precision MLX copy of DeepSeek-V4.1-Flash-1017, a huge multimodal mixture-of-experts model. Made for people with hundreds of GB of memory who want to r…

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Florence-2-base

microsoft · Kit

A small Microsoft vision model that handles captioning, object detection and segmentation by changing the text prompt. It suits developers and researchers who…

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LongCat-Video

meituan-longcat · Kit

Makes videos from a text prompt, from a still image, or by continuing an existing clip, with one 13.6B model. Aims at long clips at 720p and 30 fps, for develo…

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RelayVSR X4 Quants

MATLOWAI · Kit

Pre-quantized Wan checkpoints for RelayVSR's 4x video upscaler, so it runs in ComfyUI on 16 GB and 24 GB graphics cards at 2560x1408 output, for video editors…

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SlideOn

lightonai · Kit

An English sparse retrieval model from LightOn that turns queries and documents into sparse vectors for inverted-index search. It suits search engineers and de…

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A robot control model that reads camera images, robot state and an optional instruction and outputs continuous actions. It is a base checkpoint for researchers…

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Mimi

kyutai · Kit

A neural audio codec from Kyutai that squeezes speech into compact audio tokens and decodes them back. It suits researchers and developers building speech lang…

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krea-2_model

Kerstal · Kit

A third-party copy of Krea 2 model files, based on Krea-2-Turbo, with a summary of the Krea 2 Community License. The card does not describe the model's task.

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PP-OCRv6_manga

Kellenok · Kit

Finds and reads Japanese and Chinese text on manga, webtoon and anime pages, on a CPU. A small ONNX detector and recognizer pair from Kellenok, about 11.6 MB i…

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Rein-NPC-4B

jmc0 · Kit

Drives game characters that hold a conversation, take in-game actions such as selling an item or calling guards, and stay in character under pressure. For game…

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Runs JetBrains' 12B reasoning model locally in llama.cpp, Ollama or LM Studio, with five GGUF sizes to pick from. For developers who want a thinking model with…

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Runs the 35B Axion-1.0 model locally in llama.cpp from one compressed GGUF file with mixed precision. A quantized release by IsValorum for people who want a la…

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Qwen3.8-27B-Splash

incoai · Kit

Serves Qwen3.8-27B on Apple silicon Macs through Inco AI's Splash engine, with a 4-bit model, a DFlash 2 draft and a vision encoder in one package. Works only…

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Ling-3.1-flash-1019

inclusionAI · Kit

Handles scientific and agentic tasks with 560B total and 25B active parameters and a 1M-token context, tuned further from Ling-3.1-flash. Serving examples use…

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Turns speech in seven languages into punctuated, capitalized text. A small 470M-parameter model from IBM Granite for fast transcription on servers, laptops and…

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Granite-4.2-30B

ibm-granite · Kit

Works through a problem in steps before it answers, for math, code, tool calling and multilingual chat. IBM's largest dense Granite 4.2 model, under Apache 2.0…

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SmolLM2-135M-Instruct

HuggingFaceTB · Kit

Answers chat-style questions and handles rewriting and summaries with a 135M-parameter instruction-tuned model small enough for on-device use. For developers w…

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SmolLM2-1.7B-Instruct

HuggingFaceTB · Kit

Chats, rewrites and summarizes text and can call functions, in a compact 1.7B model small enough to run on-device. The instruction-tuned SmolLM2 from HuggingFa…

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Kokoro-82M-v1.1-zh

hexgrad · Kit

Speaks English and Chinese text aloud with an 82M-parameter text-to-speech model. A short training run on Kokoro that adds 100 Chinese speakers, for developers…

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Chats, answers questions and reasons in English and ten Indic languages with a 128K context. A 30B mixture-of-experts model from Gnani.ai, for teams building a…

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Generates text on your own computer from a GGUF copy of OpenAI's gpt-oss-20b, packaged by ggml-org. For people who want to run an open 20B model locally in the…

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A 27B reasoning model tuned to answer plainly instead of hedging, quantized to MXFP4 so vLLM can serve it on a single 32 GB GPU, for developers who run local r…

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FireRedLID

FireRedTeam · Kit

Identifies which language is spoken in an audio clip, across 100+ languages and 20+ Chinese dialects and accents. The language ID module of FireRedASR2S, for s…

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Qwen3.8-27B-Ridge-GGUF

empero-ai · Kit

Runs Qwen3.8-27B as a compact 3.7 bits-per-weight GGUF file that suits a 16 GB GPU, with optional image input. For people running models locally with llama.cpp…

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UltraBERT-380M

dmis-lab · Kit

Predicts masked words in English text and gives you a pre-trained encoder with a 32K context to fine-tune for classification or retrieval. A fill-mask model fr…

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SCAIL-2

Comfy-Org · Kit

Repackaged SCAIL-2 video model files for ComfyUI, built on Wan 2.1 14B, with character replacement workflows. For ComfyUI users who swap characters in video.

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Qwen3-VL for ComfyUI

Comfy-Org · Kit

Repackaged Qwen3-VL 4B and 8B model files for ComfyUI's text encoder folder, offered in several precisions from bf16 to 4-bit styles. For ComfyUI users who nee…

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Repackaged Qwen-Image-Edit model files and LoRAs for ComfyUI, with workflows that edit a picture from a written instruction. For ComfyUI users who retouch and…

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Repackaged FLUX.2 Klein 4B model files for ComfyUI that turn a text prompt into an image. Includes diffusion models, text encoders and a VAE, with a ready text…

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Model files for generating music from text in ComfyUI, repackaged from the original ACE-Step 1.5 release. Includes checkpoint, diffusion, text encoder and VAE…

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cbx-indic-pii-extractor-58M

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. The most…

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