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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Reads images and text together and answers in text, as a mixture-of-experts model with 122B total and 10B active parameters. Suits teams with big GPU servers w…

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Runs the Qwen3 8B language model through the mlx library for chat, reasoning, translation and agent work. Suits developers who want a local text model with a s…

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A 30.5B mixture-of-experts chat model in GGUF format with only 3.3B parameters active per token, runnable in llama.cpp or ollama. It has thinking and plain mod…

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Qwen3-0.6B-GGUF

Qwen · Kit

A small 0.6B chat model in GGUF format that runs locally in llama.cpp or ollama and can switch between thinking and plain replies. Suits people with modest har…

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Qwen2.5-Coder-7B

Qwen · Kit

Completes and generates code as a 7.6B base language model that developers can run, fine-tune or use for fill in the middle tasks. Built for people making codi…

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GGUF copy of a 32B code chat model that runs locally with llama.cpp. It writes, explains and fixes code from plain requests, for developers who want to run it…

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Writes, explains and fixes code as a tiny 494M-parameter chat model with a 32,768-token context. Suits developers who want the smallest open Qwen coding model…

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A 4-bit AWQ build of Qwen2.5-7B-Instruct, a 7.6B chat model that follows instructions, handles tables and returns JSON. For developers who want a capable chat…

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Answers questions, writes code, does maths and returns structured JSON as a 14.7B-parameter chat model with a context window up to 131,072 tokens. Suits develo…

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Qwen2.5-0.5B

Qwen · Kit

The smallest base model in Qwen2.5, about 494M parameters with a 32,768-token context, meant for further training on your own data. For developers who want a t…

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Qwen-Image-2512

Qwen · Kit

Generates images from text prompts in English or Chinese, with better human realism, natural detail and text in pictures than the August Qwen-Image. For develo…

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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…

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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…

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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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