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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Qwen3.8-27B-QUASAR-NVFP4

QUASAR-QAT · Kit

Runs Qwen3.8-27B in 4-bit NVFP4 at 19.7 GB, trained with the QUASAR method to stay close to the full BF16 model. For people serving it with vLLM on an NVIDIA B…

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AstrLink Guard

QuantumNous · Kit

Finds personal information and credentials in Chinese, English and mixed text, code, logs and AI coding assistant requests, locally in ONNX. For developers who…

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MakHam Thai TTS

pythainlp · Kit

Reads Thai text aloud in a female voice with a tiny 8 MB ONNX model that runs on a single CPU thread. For developers who need Thai speech on servers, edge devi…

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Flags English text that tries to hijack a language model, labeling each input as benign or prompt injection. For developers who screen user input in LLM apps.

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Gender-Classifier-Mini

prithivMLmods · Kit

Sorts a photo into two classes, female or male, with a fine-tuned SigLIP 2 image model. Made for developers and researchers who want a small Python classifier…

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Bonsai-1.7B-unpacked

prism-ml · Kit

FP16 safetensors copy of the 1-bit Bonsai-1.7B model, for running it in standard Hugging Face tools. The card advises the native 1-bit releases instead, which…

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IndiCodec

prakharkhatri · Kit

Turns speech into two streams of compact tokens and back into 24 kHz audio at 1.09 kbps, with a focus on English and ten Indian languages. It suits speech rese…

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Pipecat Tone

pipecat-ai · Kit

Gives Pipecat voice agents two small CPU models, one that reads a caller's emotion and sarcasm and one that tags the agent's reply for expressive speech. It su…

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Runs DeepSeek V4.1 Flash at its full 1M-token context on eight Tesla V100 32 GB cards, using an EXL3 expert pack and an SM70 vLLM build. For owners of such ser…

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pplx-embed-v2-context-9b

perplexity-ai · Kit

Turns text, images and document pages into vectors for search, and can embed each chunk with its surrounding document in view. For developers who build retriev…

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pplx-decider-flash-gguf-v1.2

perplexity-ai · Kit

Sorts a request into the choices you set, from text and images, using a Q8_0 GGUF copy of a small decision model. For developers who can run a protocol v3 runt…

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HolosTTS

patriotyk · Kit

Turns Ukrainian phonemes into speech with preset voices or a voice cloned from an audio sample, as streamed 24 kHz mono audio. For developers adding Ukrainian…

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PP-OCRv6_small_rec

PaddlePaddle · Kit

Reads text from images in English and Chinese, the small model in the PP-OCRv6 family for PaddleOCR. For developers who want compact OCR on their own machines.

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Primal VAE

ostris · Kit

Provides small image autoencoders that compress pictures to one or two latent channels and need no scaling factor, then patch up to match the Flux or Stable Di…

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Raptor-0.6-4B-JANG_6M

OsaurusAI · Kit

Decides when to call a tool, when to answer directly and when to ask first, tuned from a 4B model and quantized for Apple Silicon Macs running Osaurus. For peo…

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Comments on video while it plays, taking frames one by one and answering with low delay. For developers and researchers building live video assistants in Pytho…

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MOSS-TTS-v1.5

OpenMOSS-Team · Kit

Reads text aloud in 31 languages and clones a voice from a short reference, with language tags and explicit pause markers. For narrators, dubbing teams and dev…

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MOSS-TTS

OpenMOSS-Team · Kit

Reads text aloud in eight languages with zero-shot voice cloning, long-form speech and control over pronunciation and duration. For audio producers and develop…

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MOSS-Music-8B-Instruct

OpenMOSS-Team · Kit

Listens to a song and answers questions about it: lyrics with timestamps, mood and genre, key, tempo and chords, and song structure. For developers and researc…

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Luciole-8B-Instruct-1.1-GGUF

OpenLLM-France · Kit

Quantized GGUF copy of Luciole-8B-Instruct-1.1, an 8B text generation model for French and English, for running on your own computer. From LINAGORA's work in t…

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Speeds up MiniCPM-OCR 1.0 by drafting tokens that the main model checks in one pass. A draft head, not a standalone OCR model, for people who self-host documen…

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Runs a 26.9B parameter SenseNova-6.8-Code2Video model as a mixed precision GGUF file, in a terminal chat or a local server. For people who want that model on t…

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RealVisXL V5.0 GGUF

off-grid-ai · Kit

Generates pictures from text on your own computer using GGUF copies of RealVisXL V5.0 with stable-diffusion.cpp. For people who want local image generation wit…

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Juggernaut XL v9 GGUF

off-grid-ai · Kit

Generates pictures from text on your own computer using GGUF copies of Juggernaut XL v9 with stable-diffusion.cpp. For people who want local image generation w…

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Parakeet RNNT 1.1B

nvidia · Kit

Transcribes English speech into lowercase text. A 1.1B FastConformer Transducer model from the NVIDIA NeMo and Suno.ai teams, for developers who add speech rec…

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Reads text and images and writes text, as a smaller NVFP4 copy of DeepSeek-V4.1-Flash made by NVIDIA. For developers deploying agents, chatbots and retrieval s…

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Adds 16 sliders that steer the voice and genre of YuE2-3B audio generation, for people making English text to audio clips who want to shape the sound from one…

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Hermes-4.3-36B-GGUF

NousResearch · Kit

A 36B hybrid reasoning model in GGUF form that can think before it answers, write valid JSON and follow your system prompt. For people who run a large model on…

New

Turns sentences into vectors on your own machine through llama.cpp, using compact GGUF files, for search and RAG questions. For developers who want local text…

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ClipProj-MiniMax-H3

NicoLab28 · Kit

Lets a small Qwen3-VL stand in for the 32B text encoder of MiniMax H3 in ComfyUI, cutting VRAM from 15.7 GB to 4.5 GB. A proof of concept that needs a custom n…

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BERTimbau Base

neuralmind · Kit

A BERT model pretrained on Brazilian Portuguese that fills in masked words and produces text embeddings. For NLP developers and researchers who work with Portu…

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Confucius4-TTS

netease-youdao · Kit

Speaks your text in 14 languages and can copy a reference voice across languages without extra training. A text-to-speech system from NetEase Youdao for develo…

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GGUF draft model that speeds up Qwen3.8-Flash-Next in llama.cpp through speculative decoding, in 334 MiB and 622 MiB files. It is not a standalone model, and i…

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Nanbeige4.3-33B-INT4

Nanbeige · Kit

INT4 quantized version of Nanbeige4.3-33B, a 33B model for coding and professional agent tasks, made with quantization-aware training. For developers who want…

New

Compact looped-transformer model of 4.2B parameters for agent work such as tool use, office tasks and coding, in English and Chinese. For developers who want a…

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GGUF quantized files of a 27.3B coding-distilled Qwen3.8 model, from 2-bit to 8-bit with an optional multi-modal supplement. They suit developers who run a cod…

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OneJev1.6-4B-GGUF

mradermacher · Kit

Quantized GGUF copies of OneJev1.6-4B, from about 2 GB to 8.5 GB, for running the model on your own computer. The card does not say what the base model is for.

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L3-8B-Stheno-v3.3-32K-GGUF

mradermacher · Kit

Static GGUF files of Sao10K's Stheno 8B model in sizes from 3.3 GB to 16.2 GB. For people who run an 8B model on their own computer, under a non-commercial lic…

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KnowLine-4B-Gen5.5-GGUF

mradermacher · Kit

Static GGUF files of PelaAI's KnowLine 4B model in sizes from 2.1 GB to 8.8 GB, with English and Chinese listed. For people who run a small model on their own…

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AIRealNet-2

Modotte · Kit

A small image classifier that tells AI-generated pictures from human photographs, tuned for social media images of different quality. It suits moderators, rese…

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VulnLLM-R-7B-8bit

mlx-community · Kit

Runs an 8-bit MLX copy of VulnLLM-R-7B for text generation through mlx-lm. Meant for developers who want to try the model locally. The card does not say what i…

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Qwen3.6-35B-A3B-4bit

mlx-community · Kit

A 4-bit MLX conversion of Qwen3.6-35B-A3B that answers text and image prompts on Apple Silicon Macs. Made for people who want to run this Qwen model locally wi…

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JevK5-chat-mlx-4bit

mlx-community · Kit

A 4-bit MLX copy of the 4.2B JevK5 chat model for Apple Silicon, with a 262,144 token context and a small memory footprint. Made for Mac users who want a quick…

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flint-mixed-3-4bit

mlx-community · Kit

A community MLX build of Recursive's 40B Flint coding model that shrinks the experts to 3 bits, so it fits a 24 GB or 32 GB Apple Silicon Mac. Made for develop…

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A mixed-precision MLX copy of DeepSeek-V4.1-Flash-1017 that keeps the Engram tables at FP8. Made for people with hundreds of GB of memory who want to run the m…

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clef-flash-4bit

mlx-community · Kit

A 4-bit MLX copy of Cloudflare's clef-flash that turns a state and typed questions into a probability for every allowed answer on Apple Silicon Macs. Not a cha…

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Mistral-7B-v0.1

mistralai · Kit

Generates and continues text as a 7B pretrained base model, for researchers and developers who want a starting point to test, tune or build on.

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Mistral-7B-Instruct-v0.1

mistralai · Kit

A 7B instruction-tuned chat model from Mistral, fine-tuned from Mistral-7B-v0.1 on public conversation datasets. Made for developers who want a small open mode…

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Leanstral 1.5 119B A6B

mistralai · Kit

An open code-agent model from Mistral for the Lean 4 proof assistant. It proves theorems and fixes Lean code, takes text and images, and runs through the Mistr…

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KLM 1.5

MinimaLabs · Kit

A 99M-parameter base language model trained from scratch on 100B tokens, with a hybrid attention design. Made for researchers and tinkerers who want a tiny ope…

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TRELLIS-image-large

microsoft · Kit

Generates a 3D asset from a single image, using Microsoft's large image-conditioned TRELLIS model. Made for developers, game artists and researchers who want 3…

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Compact 5.6B model that takes text, images and audio and replies in text, with a 128K token context. For developers who want speech, vision and text in one sma…

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Phi-4

microsoft · Kit

A 14B open language model from Microsoft Research, tuned for reasoning and chat in English with limited compute. It suits developers who add text features to a…

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harrier-oss-v1-27b

microsoft · Kit

Turns text in many languages into embedding vectors for search, clustering, similarity, classification and reranking. Made for developers who run semantic sear…

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Florence-2-large

microsoft · Kit

Captions images, finds objects and reads text in pictures when you pair an image with a short task prompt. Made for developers and researchers who run vision t…

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4-bit EXL3 quantization of GLM-5.3-Flash prepared for TensorFold, with lower KL divergence than a popular TR3-4bpw quant at the same size. For people serving l…

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GGUF builds of a 30-billion-parameter agentic model for llama.cpp, with an optional image encoder and a speculative decoding drafter. They suit people who run…

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LongCat-AudioDiT-3.5B

meituan-longcat · Kit

Turns Chinese or English text into speech with a diffusion model that works directly on the waveform latent space, and can clone a voice from a reference sampl…

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Maya-1

maya-research · Kit

An open-weight text-to-speech model where you describe the voice in plain words and add inline emotion cues. It suits developers and creators who need expressi…

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SPEAR XLarge v2

marcoyang · Kit

Turns 16 kHz speech and general audio into 1280-number frame-level features, as a pretrained Zipformer encoder with about 600M parameters. For researchers who…

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dale-9b (GGUF)

manuelgscom · Kit

Turns a Spanish or English request into one Linux bash command, returned as a small JSON object. For terminal users and developers who want a local command hel…

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askmdb-9b-GGUF

manuelgscom · Kit

Writes a read-only MongoDB aggregate pipeline from a plain Spanish or English question. A GGUF copy of a Qwen3.5-9B fine-tune that runs locally with llama.cpp,…

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Maincoder-1B

Maincode · Kit

Completes and writes Python code from a function signature or a docstring. A 1B code model from Maincode that is small enough to run on consumer hardware, for…

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DeepSeek-V4.1-Flash-1017-FLARE

local-inference-lab · Kit

Signed Flare runtime packages of DeepSeek V4.1 Flash 1017 for four-GPU serving, handling text and images behind an OpenAI-compatible API. For people running la…

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Qwen3.8-27B-MLX-8bit

lmstudio-community · Kit

Runs a 27B model that reads images and text in an 8-bit MLX build for Apple Silicon Macs. It suits people who want picture questions answered locally.

New

Steers Stable Diffusion 1.5 with a depth map so generated images keep the layout of a source picture. ControlNet v1.1 in diffusers format, for artists and deve…

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Holds the files of a Hugging Face repository whose name points to voice conversion with a web interface. The model card is one line, so what the files do and h…

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Gemma 4 12B IT (LiteRT-LM)

litert-community · Kit

Runs Gemma 4 12B on your own desktop with text, image and audio input, no internet needed. A LiteRT-LM build for developers who want private, on-device generat…

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LightVAE

lightx2v · Kit

Swaps in lighter video autoencoder parts for Wan2.1, Wan2.2 and MiniMax-H3, through a ComfyUI node or a Python script. For video AI users who want compact VAE…

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mSlideOn

lightonai · Kit

Turns queries and documents into sparse vectors you can search with an inverted index, across several languages and long text. A 339M multilingual retrieval mo…

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ColGrep-Agent-2B

lightonai · Kit

A 2.5B-parameter model that finds the files and line ranges relevant to a bug report or question about a code repository, by searching and reading the repo. Ru…

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Provides MMAudio models in the safetensors format for Kijai's ComfyUI-MMAudio nodes, which add generated sound to video. For ComfyUI users who work with audio…

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MiniMax-H3-TAE

Kijai · Kit

A small, quickly trained decoder that gives live image previews while MiniMax-H3 video generates in ComfyUI. It gives a cleaner preview than the plain latent2r…

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MOSS-Image FP16-fixed

KBlueLeaf · Kit

The MOSS-Image Base and SFT image transformers with their weights rescaled so they run in fp16 without overflow, giving the same outputs. For diffusers, ComfyU…

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Runs the 763.2B-parameter DeepSeek V4.1 Flash as a 153 GiB mixed-precision build tuned for agentic and coding work on the strata engine. For people with a larg…

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DiT-Wikiart-Small

kaupane · Kit

Predicts noise for a small diffusion transformer trained from scratch on Wikiart paintings, built to make art images from a genre and a style. For developers a…

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tinyllamas

karpathy · Kit

Provides a series of small language models in the Llama 2 design, trained on the TinyStories dataset and made for Karpathy's llama2.c project. For developers w…

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Turns one reference image and a speech recording into an avatar video, animating the whole figure to match the speech. The distilled Lite version runs 16 steps…

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FlashVSR

JunhaoZhuang · Kit

A one-step diffusion model that upscales low-resolution video as a stream, at about 17 frames per second for 768 x 1408 video on one A100 GPU. This is the firs…

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Runs Qwen3.8-27B as an 8-bit mixed-precision MLX checkpoint with its vision encoder and MTP head, for image and text chat on Apple hardware. For people who wan…

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Runs the 27B Qwen3.8 vision-language model on MLX in about 17.5 GB, reading text, images and video with a 262,144-token context. A mixed-precision quantization…

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A mixed-precision MLX copy of zai-org's GLM-5.3-Flash multimodal mixture-of-experts model, about 4.6 bits per weight, with the vision encoder and multi-token p…

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JDI-Decision-V0.9

JoyIndustrial · Kit

Answers multiple-choice style questions about images and text with option probabilities, using a Qwen3.8-27B decision system with built-in OCR. For developers…

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LongCap-35B-A3B-FP8

JinchuanTian · Kit

Turns recordings up to about two hours long into a timeline of speech, music and sound events with start and end times, and also transcribes speech with speake…

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Cuts reasoning time and cost for long agent tasks, as a GGUF build of a Qwen3.8-27B fine-tune. Made for people who run agent loops on their own machine and wan…

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Serves Qwen3.8-27B in NVFP4 on one RTX 5090 with vLLM, with a checksum-verified download, FP8 KV cache, tool calls and reasoning support. For developers self-h…

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An English-only coding model in GGUF, a 42.6B mixture-of-experts quant of about 21.8 GB, for code completion, refactoring and agentic tool calls in llama.cpp o…

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Qwen3.6-35B-A3B-2Bit-GSQ

ISTA-DASLab · Kit

A 2-bit quantized copy of Qwen3.6-35B-A3B made with GSQ, a Gumbel-Softmax method, that keeps most reasoning and coding ability at a much smaller memory footpri…

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Agents-A1

InternScience · Kit

Runs multi-step agent work: planning, search, tool calling and scientific reasoning, as a 35B open-weight language model. Built for developers who wire a model…

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InstantID by InstantX

InstantX · Kit

Generates new images of a person from one face photo and a text prompt, keeping the face recognizable. Made for developers and artists who run Stable Diffusion…

New

Flint-DFlash2

incoai · Kit

A 403M-parameter draft model that speeds up serving of the Flint language model with speculative decoding in SGLang, without changing its output. It is not a s…

New

Ming-3.0-tts-tiny

inclusionAI · Kit

A multilingual text-to-speech model from inclusionAI that clones a voice from a short clip, designs voices from a description, and controls emotion, speed and…

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GGUF files of the 3.7B K2-Horizon text model in six precision levels, from BF16 to Q4_K_M, for running with llama.cpp. The model has a 512K-token context windo…

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Granite RAG Library

ibm-granite · Kit

Adds six LoRA adapters for IBM Granite models that rewrite queries, ask for clarification, judge passages, check answerability and flag hallucinations in RAG p…

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Granite-Docling-258M

ibm-granite · Kit

Converts document page images into structured text, with equations, layout and questions about page elements, in a 258M model from IBM Research. For people who…

New

granite-4.2-8b GGUF

ibm-granite · Kit

Holds GGUF copies of IBM's Granite 4.2 8B model in several quantization levels, ready for llama.cpp. For people who want to run the model locally and read its…

New

Granite-4.2-3B (GGUF)

ibm-granite · Kit

Packages IBM's Granite 4.2 3B text model as GGUF files for local use. The 4-bit weights are estimated at about 1.8 GB, for people who want a compact model unde…

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Granite-4.0-H-350M

ibm-granite · Kit

Handles summaries, classification, extraction, question answering, RAG, code tasks and tool calling in 12 languages with a 340M-parameter instruct model from I…

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