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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Answers security questions and helps plan authorized red-team exercises, as a Q6_K GGUF fine-tune of Llama 3.1 8B. For security researchers working on systems…

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Wan2.2-Fun-5B-Control

alibaba-pai · Kit

Steers generated video with a control condition such as Canny, Depth, Pose or MLSD, or with a trajectory. For video creators and researchers working with the 5…

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Runs GLM-5.3-Flash locally on two RTX 3090 cards with 128 GB of RAM and a 262,144-token context, using a verified 3.05 bpw EXL3 quantization. For people hostin…

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GigaChat3.5-432B-A28B

ai-sage · Kit

Generates text in Russian and English for chat, code, reasoning and tool use. A 432B Mixture-of-Experts model with 28B active parameters, aimed at teams that h…

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FRIDA-Decisions

ai-forever · Kit

Makes structured decisions over Russian text in one pass: pick an option, rate on a scale, answer yes or no, or rank candidates. Made for developers who classi…

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Ara-JEV

AhmedReda25300 · Kit

Picks the best answer label from a short Arabic situation, a question and optional choices. Made for developers who route or decide Arabic tasks with a small 0…

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Packs Qwen3.8-27B as llama.cpp GGUF files in eight sizes from 8.95 to 16.35 GiB, plus a vision projector. The author reports less drift from the BF16 model tha…

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DuplexJev-4B-Para

adventists-ai · Kit

Takes speech and text in, answers in text, and judges when a speaker has finished talking. Built for voice-agent developers who want a small audio model that a…

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Occamy-1.0

Accio-Lab · Kit

An open 35B image and text model from Accio-Lab, based on Qwen3.6-35B-A3B, in BF16, GGUF, FP8, NVFP4 and MLX formats. For teams that serve a large model.

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Smaug-Decisions

abacusai · Kit

Answers a typed question about audio, an image or text with a probability for each option, in one pass and with no generated text. A 4B decision model fine-tun…

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VieGem-ASR

5CD-AI · Kit

Transcribes Vietnamese and mixed Vietnamese and English speech, offline or in 0.48 second streaming chunks, with a 359M-parameter model on Google's EmbeddingGe…

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Runs GLM-5.3-Flash with a 256k-token context and image input on one DGX Spark, using a mixed 2.31 bits-per-weight EXL3 build. For people hosting a large model…

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Squeezes the Qwen3.8-Flash-Next mixture-of-experts model into about 37 GiB of text-only GGUF files for experiments. It needs a patched llama.cpp build that com…

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ActionCodec2

ZibinDong · Kit

Turns robot arm motion into compact tokens and back, in 34 ready-made tokenizer variants. For robotics researchers who train models that read and write robot a…

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BiRefNet by ZhengPeng7

ZhengPeng7 · Kit

Splits an image into the main object and its background at high resolution, from a 2024 research project on dichotomous image segmentation. For developers, ima…

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Tessera-27B-B-CJK-RL

ZelligeAI · Kit

Runs coding-agent loops with a 27B model that thinks in a compressed English and Chinese shorthand, so it spends fewer thinking tokens per turn. For developers…

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AgentForesight-7B

ZBox008003 · Kit

Audits a multi-agent run while it unfolds and flags the earliest decisive error, naming the step, the agent and a short reason. For developers who build and de…

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Zabibu Fikra Model 2 (4B)

zabibutechnika · Kit

Answers in Swahili and English from a 4B model made to run privately on your own device, offline. Suits on-device assistants that need African context, such as…

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Strata-Sage-A1.5-GGUF

ykarout · Kit

A Q4_K_M GGUF of the 35B Sage-A1.5 model made for the Strata inference engine, fitting a full 262K context on a 16 GB graphics card plus 64 GB of RAM. For peop…

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Runs Qwen3.5-9B squeezed to ternary weights in a roughly 2 GB GGUF file, for CPU use in two llama.cpp variants. A research preview for people who experiment wi…

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A LoRA add-on for the MiniMax H3 video model that aims for natural face movement and clear English speech in text-to-video and image-to-video clips. For people…

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Converts speech to text in seven languages, as quantized GGUF versions of IBM's Granite Speech 5.0 TurboCTC 470M, built for transcribe.cpp. For developers addi…

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Unity Coder 7B

vishnuOI · Kit

Answers Unity game development questions and writes C# scripts, XR code and editor tools, as a fine-tune of Qwen2.5-Coder-7B-Instruct. For Unity developers who…

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Unsloth's GGUF files of Z-Image-Turbo, a fast distilled text-to-image model that the authors say fits on a 16 GB consumer GPU. For people who generate images l…

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Qwen3.6-27B-MTP-GGUF

unsloth · Kit

Codes and reasons with Qwen3.6 27B in GGUF files by Unsloth that carry multi-token prediction, which the card says speeds up replies about 1.5 to 2 times with…

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Qwen3.5-0.8B-MTP-GGUF

unsloth · Kit

Runs the small Qwen3.5 0.8B vision-language model in llama.cpp with multi-token prediction for faster generation, as Unsloth's GGUF files. For developers testi…

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Muse Glimmer 30B GGUF

unsloth · Kit

Runs a 30B agent model locally that reads text and images, calls tools and retries failed calls, from Unsloth's GGUF files. For developers building local agent…

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granite-4.1-8b-GGUF

unsloth · Kit

Follows instructions, calls tools and chats with IBM's Granite 4.1 8B model, in GGUF files by Unsloth that include chat template fixes. Made for business assis…

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Runs Google's Gemma 4 31B instruction model from Unsloth's 4-bit QAT GGUF files, with an included drafter for faster speculative decoding in llama.cpp. For peo…

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NeoHorse-1-9B

TokenRhythm · Kit

A 9B text model post-trained from Qwen3.5-9B for agent frameworks, tool use, coding and instruction following, released as text-only weights. For developers wh…

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Falcon OCR

tiiuae · Kit

Reads a document image with a small 270M-parameter model and returns the text, formulas as LaTeX or tables as HTML, including scans, receipts and handwriting.

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GameScaling

THUSI-Lab · Kit

A small vision-language model built on Qwen3.5-0.8B from a research project on continued pre-training for embodied agents in many virtual game worlds. For rese…

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Tessera-small

thejagstudio · Kit

Generates 16×16 pixel art sprites from a text prompt with a small diffusion model that fills in all 256 pixels in about 16 steps. For non-commercial game and a…

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Turns loose white strokes on black into a finished image while the prompt sets texture and style, as a scribble control LoRA for MOSS-Image-SFT in ComfyUI, for…

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Colours a line drawing or turns a photo into a new scene that keeps its line structure, as a lineart control LoRA for MOSS-Image-SFT in ComfyUI, for people who…

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Keeps the outline of a photo while the prompt changes its materials, colours and style, as a Canny edge control LoRA for MOSS-Image-SFT in ComfyUI, for people…

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Pulls answers out of a text for fields you describe in short instructions, such as invoice numbers or company names, and returns the matching spans. One 150M m…

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Reads speech-to-text transcripts to judge whether a caller has finished their turn, in English, Hinglish and seven Indic languages. For voice agent and call-ce…

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MNN-Pocket-0.3B-Base

taobao-mnn · Kit

A pre-trained base language model of about 300M parameters for Chinese and English, designed with the MNN inference engine for on-device use, as a start for fu…

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faster-whisper-small

Systran · Kit

Whisper small converted to the CTranslate2 format so faster-whisper can transcribe audio with it. For developers who want local speech-to-text in Python.

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Julia 1

SupersonicLabs · Kit

Takes a text, a question and a list of possible answers, and picks the best one for classification, routing, ordered scores and yes-or-no calls. A 144M model f…

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Bielik-11B-v3.1-DFlash2

speakleash · Kit

Pairs with the Bielik-11B-v3.1-Instruct model as a draft model for speculative decoding in SGLang or vLLM. It is not a standalone language model.

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Bielik-11B-v3.1-DFlash

speakleash · Kit

Serves as the DFlash draft model that pairs with Bielik-11B-v3.1-Instruct for speculative decoding in SGLang or vLLM. It is not a standalone language model. Fo…

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Wan2.1-VAE-upscale2x

spacepxl · Kit

Replaces the Wan2.1 VAE decoder with one that upscales images 2x and removes speckle and grain artifacts, for ComfyUI and diffusers. For people who generate im…

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Matrix-Game 4.0

Skywork · Kit

Redraws the frames of a running game as clean low-poly video, with one renderer per scene: Ancient Egypt, City Racing and a medieval castle. Built for game dev…

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GLM-5.3-SuperExpert-v2-9.2GB

shashanth-27xA9 · Kit

A text generation model compressed from GLM-5.3-Flash to 9.2 GB that its author says runs on a 16 GB laptop or a free Colab T4. Non-commercial license.

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Generates realistic images from text prompts as a diffusers checkpoint without a built-in VAE, with recommended samplers, negative prompts and upscale settings…

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YuE2-GGUF

Serveurperso · Kit

Pre-quantized GGUF files for yue2.cpp, a C++ song generator that turns style tags and lyrics into stereo audio plus the score it composed. For musicians and ti…

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Haas-ja-v1.0-GGUF

sakasegawa · Kit

GGUF files of a Japanese speech recognition model that run only in speech.cpp, on macOS, Windows, Linux or the CPU alone. For people who transcribe Japanese au…

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Paradee-8M v1.2

sahilmahendrakar · Kit

A tiny English text-to-speech model with four voices that runs on a CPU from one 8.5 MB ONNX file. For developers who want speech in an app without a GPU.

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MageTrail

RicemanT · Kit

Generates illustrations from booru-style tag prompts as a 2.8B-parameter fine-tune of the MageFlow 4B image model. Suits hobbyists and researchers who use Comf…

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Beam-1.0-501B-A23B-NVFP4

reflection · Kit

Reads and writes text with a 1M-token context, built for coding, agent tool use and math reasoning, as a 501B-parameter mixture-of-experts model in NVFP4 form.…

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Flint NVFP4 GGUF

RecursiveSI · Kit

A 4-bit NVFP4 copy of the Recursive Flint text model as one GGUF file, built for NVIDIA GPUs through llama.cpp. For developers running a large local model with…

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Speeds up Kimi-K3.1-Pro serving by drafting blocks of tokens that the main model checks in one pass. A draft model for SGLang users, used alongside the target…

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Checks text for safety token by token while a language model is still writing, rating each part safe, controversial or unsafe in 119 languages and dialects. Su…

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A small safety moderation model that labels a prompt or a model reply as safe, controversial or unsafe and names the risk categories, in 119 languages. Suits d…

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Turns text into number vectors for search, retrieval and clustering in more than 100 languages, as a 0.6B model in GGUF format. Suits developers building searc…

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Qwen3-1.7B-GGUF

Qwen · Kit

Gives you the small Qwen3 1.7B chat model as a q8_0 GGUF file for llama.cpp, with a switch between thinking and non-thinking replies. For people who want a lig…

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Qwen3-1.7B-Base

Qwen · Kit

Continues text and code as a 1.7B base language model pre-trained on 119 languages. For developers who want a small model to fine-tune or test.

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Qwen3-1.7B

Qwen · Kit

A compact 1.7B chat model that switches between a thinking mode for reasoning and a quick mode for dialogue. Suits developers who want a small open model for c…

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A vision-language model that reads images, documents and video together with a text question and answers in text. Suits developers who build apps around charts…

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A 14.8B code model tuned to follow instructions. It writes, explains and fixes code from plain requests, and runs through the transformers library. Suits devel…

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Chats, writes code, solves maths and returns structured JSON as a 7.6B-parameter instruction-tuned model with a context window up to 131,072 tokens. Suits deve…

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A small 494M-parameter chat model from Qwen that follows instructions, with weights of about 988 MB in BF16 that run through Transformers. It suits developers…

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auto-150m-3

ProCreations · Kit

Decides whether a coding agent's proposed tool call should run, answering approve or deny from the call, the request and the history. The smallest Auto model,…

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Xiaomi-OCR-0-GGUF

prithivMLmods · Kit

Provides GGUF files of Xiaomi-OCR-0, a compact 0.8B vision-language model for reading documents and text in images, in sizes from about 466 MB to 1.52 GB. For…

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1-bit Bonsai 27B (MLX)

prism-ml · Kit

Runs a 27B-class reasoning model packed to 1 bit per weight, about 3.9 GB, on Apple MLX, with 262K-token context. For developers who want a large model on a ph…

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Bonsai-1.7B-GGUF

prism-ml · Kit

Generates text with a 1.7B language model packed to 1 bit per weight, about 0.24 GB, for llama.cpp on CUDA, Metal and CPU. For developers who need a tiny local…

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Laguna XS 2.1

poolside · Kit

Writes code and works through long coding tasks with tool calls, using a 33B mixture-of-experts model that activates 3B parameters per token. For developers wh…

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Microduck Policies

pollen-robotics · Kit

A robotics model from Pollen Robotics for the Microduck library, downloaded about 64,000 times in the last month. Its card gives few details, so check the repo…

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Copernicus (31B)

Poindexter-Labs · Kit

Returns structured decisions from plain-language context: pick one option, judge a yes or no claim, or score an item against a rubric. For developers building…

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pplx-embed-v2-late-0.6b

perplexity-ai · Kit

Scores queries against text, images and document pages with a ColBERT-style model that keeps one small vector per token. For developers who build search over m…

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Qwen3.8-27B-QSA-GSQ-RCO-GGUF

pentacoxian-dev · Kit

Runs Qwen3.8-27B with sparse attention on a single 24 GB GPU at a 262K-token context with image input, as GGUF files for people with a custom llama.cpp engine…

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P-JiT-21K-ComfyUI

PedroMarinhoDev · Kit

Generates images from text prompts inside ComfyUI, using Linum's 2B-parameter P-JiT 21K model in bf16 and int8 files that run from 4 GB of free VRAM. It suits…

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turn-1-mini

p99lab · Kit

Detects when a speaker has finished talking and when someone is cutting in, using audio alone on a CPU in real time. It suits builders of voice agents and call…

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Ahenk

ozgurguler · Kit

Reads Turkish text aloud in one designed synthetic female voice, with six emotions and laughter. It is a LoRA adapter for VoxCPM2 and needs a GPU.

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Ornith-1.0-9B-GGUF

ornith-ai · Kit

GGUF copy of a 9B open-source coding-agent model, trained with reinforcement learning to write solutions and the scaffolding around them. Built for single-GPU…

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MOSS-TTS-Nano

OpenMOSS-Team · Kit

Turns text into speech with a tiny 0.1B-parameter model that can run on a CPU, supports voice cloning and covers 20 languages. It suits developers who add spee…

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MOSS-SoundEffect-v2.0

OpenMOSS-Team · Kit

Generates sound effects from a text prompt, such as nature, city scenes, animals and human actions, up to 30 seconds at 48 kHz. For creators and developers who…

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MiniCPM-V-4.7-1B-gguf

openbmb · Kit

Runs a 1B vision-language model through llama.cpp, answering text prompts about images. GGUF files in many quant sizes, for developers and hobbyists who want a…

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MiniCPM-OCR Jev GGUF

openbmb · Kit

Scores OCR readings of text, formula and table regions with a quality value between 0 and 1, in GGUF files for llama.cpp. For people who check OCR results on t…

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Classifies text against a safety policy you write and shows its reasoning. For trust and safety teams filtering model inputs and outputs, labeling content onli…

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Sorts text against a safety policy that you write, and shows its reasoning for each decision. It suits trust and safety teams that filter or label content.

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OneJev1.6-4B

OmniJev · Kit

Reads a screenshot, photo, video or text with a few typed questions and returns a probability for each answer option in one pass. Built for developers of scree…

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OneJev1.6-27B

OmniJev · Kit

Reads a screenshot, photo, video or text plus your typed questions and returns a probability for each answer option, such as what an agent should do next or wh…

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OneJev1.6-0.8B

OmniJev · Kit

Answers typed questions about a screenshot, photo, video or text with a probability for each option. It suits developers who need fast decisions in an agent lo…

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Removes faint vertical color stripes from MOSS-Image SFT pictures in ComfyUI with a 1.9 MB LoRA, and adds checkpoints with q, k and v split apart. For ComfyUI…

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Kumo Relational

nvidia · Kit

Predicts classes or numbers for table rows by learning from example rows and the tables linked to them. It suits data scientists who work with relational data.

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NousCoder-14B

NousResearch · Kit

Writes code for competitive programming problems, a Qwen3-14B model trained further with reinforcement learning on 24k problems with checkable answers. For dev…

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Hermes-3-Llama-3.2-3B

NousResearch · Kit

A 3.2B chat and assistant model that follows instructions, calls functions, writes structured output and code. For developers and hobbyists who run a model on…

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whisper-persian-v4

nezamisafa · Kit

Turns Persian speech into text. It is a fine-tune of Whisper large v3 on a Persian dataset, for developers and teams that transcribe Persian audio.

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Comet 60B

MultiverseComputingCAI · Kit

A 61.1B multimodal model from Multiverse Computing, a compressed version of NVIDIA's Nemotron 3.5 Super that takes text, image and video and keeps about 12B pa…

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Importance-matrix GGUF quants of the Qwen3.8-27B-CodeForge-3xMerge model, from about 11 GB to 22.5 GB, for local use. For people running 27B models on their ow…

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YuE2-hum-to-song

Mothersuperior · Kit

Turns a hummed melody of 10 to 30 seconds, plus a style line and lyrics, into a full song that follows your tune. An add-on for the YuE2-3B music model, for so…

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A 7.6B coding model from moolvylabs in GGUF form, released as a beta for testing and feedback. The card is short and gives no run steps, benchmarks or training…

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VoiceTut-TTS

mohammedaly22 · Kit

Egyptian Arabic text-to-speech with Arabic and English code-switching, 19 built-in voices, voice cloning and streaming of long text. For developers and creator…

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Qwen3.6-35B-A3B-8bit (MLX)

mlx-community · Kit

8-bit MLX conversion of Qwen3.6-35B-A3B that reads text and images and answers in text, run with the mlx-vlm tool. For developers who want to run a large visio…

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Qwen3.5-9B-OptiQ-4bit

mlx-community · Kit

A 4-bit mixed-precision MLX version of Qwen3.5-9B for local text generation on Apple Silicon, with a bundled multi-token prediction head. For Mac users who run…

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VNCCS V3.0 Model Pack

MIUProject · Kit

Checkpoints, LoRAs and upscalers that the VNCCS ComfyUI nodes use to build consistent visual novel character sprites. For artists and visual novel developers.

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