Mindket

Kits of AI agent skills, rules and prompts

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Dolphin

ByteDance · Kit

Reads a document page image and extracts its text, tables, formulas and figures in reading order, in two stages. A compact 398M model for Chinese and English d…

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UI-TARS-1.5-7B

ByteDance-Seed · Kit

An open multimodal agent model that reads screenshots and decides what to do in apps, browsers, phones and games. For developers building computer-use and GUI…

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GenFirst

ByteDance-Seed · Kit

Research weights from ByteDance-Seed for image generators whose VAE and prior are trained together. They cover class-conditional and text-to-image sampling, fo…

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Cola DLM

ByteDance-Seed · Kit

A research text-generation model that writes through a continuous latent space, pairing a text autoencoder with a diffusion transformer. For researchers and de…

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A 7.8B translation model for 40 languages and 3 varieties, covering sentence, paragraph and document translation plus HTML or XML text. For developers and rese…

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BFS Best Face Swap

Bhavu02 · Kit

LoRA add-ons that swap a face, a head or a whole person in an image, built for Qwen Image Edit, Flux 2 Klein and Krea 2. For image editors who have the right t…

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Mel-Band RoFormer Deux

becruily · Kit

A dual Mel-Band RoFormer model from becruily that splits a song into vocals and instrumental, with an SDR score listed for each. For non-commercial audio work.

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Steers the YuE2-3B music model toward modern militant roots reggae with six LoRA files, from steppers to dancehall and hip-hop fusion. For musicians and tinker…

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Qwen3.5-4B GGUF

bartowski · Kit

Imatrix GGUF quantizations of Qwen3.5-4B, a 4.3B image-text model with MTP layers, with the 4-bit file near 3 GB. For people who run a small model locally.

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Quantized GGUF copies of the MiniCPM5-2B text model in many sizes, made with llama.cpp and an importance matrix. For people running a small English and Chinese…

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GGUF quantizations of Llama-3.2-1B-Instruct, a 1.2B text model in eight languages, with the 4-bit file near 0.8 GB. For people who run a tiny local model.

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Quantized GGUF copies of the novel-humanize-4b Chinese text model, offered in sizes from full precision down to small files. For people who run a 4B-parameter…

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granite-4.2-3b-GGUF

bartowski · Kit

Quantized GGUF copies of IBM's granite-4.2-3b text model, in many sizes from full precision down to small 3-bit files. For people who run a small chat model on…

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Quantized GGUF files of Google's Gemma 4 31B instruction model, from 17.15 GB to 61.41 GB, made by bartowski with an importance matrix. Reads images and text.…

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Cloudflare clef GGUF

bartowski · Kit

Static GGUF quantizations of Cloudflare's clef decision model, which scores every answer option to typed questions about a state in one pass instead of writing…

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A 4-bit MLX build for Apple Silicon of a mixture-of-experts model carved from the dense Qwen3.8-27B, with 17.8B active of 27B total parameters. For people who…

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Reads images and text and reasons about them, with about 3B of its 29.7B parameters active at a time. Covers chart reading, STEM problems from photos, visual g…

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Reasoning-focused ERNIE 4.5 mixture-of-experts text model with 21B total and 3B active parameters, 128K context and tool calling, in English and Chinese. For d…

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A small English text embedding model from BAAI that turns sentences into vectors for search and retrieval. About 33M parameters, and part of the FlagEmbedding…

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bge-base-en-v1.5

BAAI · Kit

Turns English text into number vectors for search and retrieval. A 109M-parameter embedding model from BAAI, for developers who build semantic search or retrie…

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MOSS-Image-SFT GGUF

axiomofmind · Kit

Unofficial GGUF files of the MOSS-Image-SFT diffusion transformer in Q8_0 and Q4_K_S, for running text-to-image locally with stable-diffusion.cpp. Needs a sepa…

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Moss Image Beauty LoRA

axiomofmind · Kit

Portrait and beauty-photography LoRA for the MOSS-Image models, giving tidy close portraits with soft light and fine skin and hair detail, triggered by moss_be…

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GPT-X3-150M

AxiomicLabs · Kit

A 149M-parameter base text model from Axiomic Labs that continues the text you give it. The card reports an Intelligence Index of 33.05, ahead of SmolLM2-135M…

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Speeds up Qwen3.8-27B NVFP4 decoding about 3.9 times on a DGX Spark, using the same weights and a tuned speculative-decoding setup. For teams serving it with v…

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AuroraIMG2-50M-Preview

AuroraAI-Research · Kit

Tiny text-to-image model that makes fixed 256 by 256 pictures from English prompts, built on a 50.4M flow-matching transformer trained from scratch. A preview…

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OpenDDE

aurekaresearch · Kit

Predicts the 3D structure of proteins and other biological molecules down to each atom, for early-stage drug research. Runs from a command line on a GPU, a CPU…

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Ming 3.0 TTS 0.5B GGUF

audio-cpp · Kit

GGUF packages of Ming 3.0 TTS 0.5B for the audio.cpp runtime: speech from text, voice cloning and voice design in seven languages, with mono 44.1 kHz output an…

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OvisOCR2

ATH-MaaS · Kit

Document parsing model that reads a page image and writes Markdown in reading order, covering text, formulas and tables. About 0.8B parameters, run through vLL…

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evo2_7b

arcinstitute · Kit

A 7B language model for DNA that reads sequences up to 1 million letters long, from the Arc Institute's Evo 2 family. Made for researchers who work with genome…

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Reasoning model for long research tasks that works with files, data, code and tools, packaged as GGUF files you can host yourself. Suits researchers and develo…

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AE3-TL

APEXE3HQ · Kit

Finds every table on a digital PDF page and rebuilds it cell by cell, with merged cells, headers, captions and footers. For teams pulling tables out of reports…

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ModernBERT-large

answerdotai · Kit

Predicts a hidden word in English text or code, and after fine-tuning serves as a larger long-context encoder for search, classification and retrieval. Made fo…

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ModernBERT-base

answerdotai · Kit

Predicts a hidden word in English text or code, and after fine-tuning serves as a long-context encoder for search, classification and retrieval. Made for devel…

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Pocket TTS Indonesian

anak10thn · Kit

Speaks Indonesian text aloud and can clone a voice from a short recording, running on a CPU with the 6-layer model. Made for developers and creators who need I…

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Runs Qwen3.8-27B as a smaller MXFP4-quantized copy made with AMD Quark and AWQ, served through vLLM. Made for developers who want a compressed 27B vision-langu…

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AMALIA-9B-0626-DPO

amalia-llm · Kit

Writes and answers in European Portuguese as an open 9B chat model from Portuguese universities, tuned with supervised fine-tuning and DPO. Made for developers…

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OLMoE-1B-7B-0924

allenai · Kit

Continues English text with a small-cost Mixture-of-Experts model that has 1B active and 7B total parameters. Fully open code, data and checkpoints make it a f…

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Olmo-3.1-32B-Think

allenai · Kit

Reasons step by step in English before it answers, which helps with math and coding questions. A 32B open model from allenai with published code, checkpoints a…

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Surya 2.5 GGUF

datalab-to · Kit

Reads text, tables and layout from document images and returns it as text. GGUF builds of the Surya 2.5 OCR model for llama.cpp, for people who run document OC…

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G4-MeroMero-v2-31B

zerofata · Kit

A 31.3B model by zerofata built on Gemma 4 31B instruct, for people who want to try this tune or compare it with its base. The card text says little about its…

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Edits video from written instructions by reusing an image editing model on video latents, with light trainable projections. For video creators and researchers…

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Qwen3.5-35B-A3B-GGUF

unsloth · Kit

Reads text and images, writes code and calls tools on your own machine, as Unsloth's refreshed GGUF files for the Qwen3.5 35B-A3B vision-language model. For de…

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DSpine

tencent · Kit

Drafts several tokens at once for speculative decoding with Qwen3-8B, so a model server can check them in one pass. For inference engineers and speculative dec…

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Hy-MT2-7B-GGUF

tencent · Kit

Translates text among 33 languages and follows translation instructions, as a GGUF copy of Tencent's 7B model for llama.cpp. For developers who run translation…

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Hy-MT2-1.8B-GGUF

tencent · Kit

Translates text among 33 languages and obeys translation instructions, as a 1.8B model in GGUF format for llama.cpp. For developers who want a small local tran…

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Answers chat prompts as the smallest instruction-tuned Qwen2.5 model, at about 0.5B parameters. For developers who want a light local model for chat, structure…

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MiMo-V2.6-Flash-RL-NVFP4

primitive-ai · Kit

Serves Xiaomi's MiMo-V2.6-Flash-RL as an NVFP4 build for Blackwell GPUs, with the release's exact expert values and more throughput on two 96 GB cards. For peo…

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Orukeet

oruk · Kit

Transcribes speech in 25 languages, as a modified version of NVIDIA's Parakeet TDT model with a lower word error rate in the authors' tests. It suits teams tha…

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MinerU2.5-Pro

opendatalab · Kit

Reads document page images and returns text, as a 1.2B-parameter model built for document parsing in Chinese and English. It suits teams that turn scanned page…

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Chroma1-HD

lodestones · Kit

Turns a text prompt into an image with an 8.9B open base model built on FLUX.1-schnell, made as a starting point for artists and developers who want to finetun…

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