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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VibeVoice-1.5B

microsoft · Kit

Turns written conversations into spoken audio with up to four speakers and about 90 minutes of speech, an open Microsoft text-to-speech model for research on p…

New

AsteroRank-Lepton-GGUF

Asteromorph · Kit

Ranks search results by relevance with a reranker for STEM and general search, shipped as GGUF files for llama.cpp. For developers and researchers who want loc…

New

mmBERT-base

jhu-clsp · Kit

Reads and encodes text in over 1,800 languages, for classification, embeddings, retrieval and fill-in-the-blank tasks. Built for developers and researchers who…

New

VGGT-1B

facebook · Kit

Infers a scene's 3D structure from one, a few or hundreds of images in a single forward pass, including camera parameters and depth maps. It suits computer vis…

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Wan2.2-S2V-14B

Wan-AI · Kit

Generates cinematic video of a character driven by an audio track, and can also lip-sync existing video. For video creators, animators and researchers with a l…

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F5-TTS

SWivid · Kit

Turns text into speech with the F5-TTS flow-matching model, shipped as F5-TTS and E2 TTS base checkpoints. For developers and researchers working under a non-c…

New

MSST-WebUI

Sucial · Kit

Runs music source separation models from a browser page, with UVR support, preset processing flows and extra tools. For producers and audio researchers who spl…

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Stable Diffusion v1-5

stable-diffusion-v1-5 · Kit

Generates images from text prompts with a latent diffusion model of 860M parameters, usable in diffusers, ComfyUI and other tools. Suits researchers and develo…

New

TripoSR by stabilityai

stabilityai · Kit

Builds a 3D model from a single image in one forward pass. It was made by Stability AI and Tripo AI for developers, artists and researchers who want quick 3D f…

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spkrec-ecapa-voxceleb

speechbrain · Kit

Checks whether two audio recordings come from the same speaker and can output speaker embeddings, using an ECAPA-TDNN model in SpeechBrain. For developers and…

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Spark-TTS-0.5B

SparkAudio · Kit

Speaks Chinese and English from text with a Qwen2.5-based model, including zero-shot voice cloning and virtual voices set by gender, pitch and speaking rate. F…

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MAGI-2 Preview

sand-ai · Kit

A large audio-video generation model that makes 10-second clips with sound from a text prompt or a prompt plus a still image, refined to 1080p. For researchers…

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Qwen3-4B P9 Honeypot

samliumay · Kit

A small research adapter for Qwen3-4B that turns the model into a decoy. It sends a silent alert to a local collector when it spots an attack on its secrets, t…

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RuView by ruv

ruv · Kit

Small models that read WiFi signal changes from an ESP32 chip to estimate pose, movement and presence without a camera, plus a script set to train your own. Su…

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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…

New

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…

New

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-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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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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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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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.

New

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…

New

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…

New

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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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…

New

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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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

Answers questions and follows instructions in Arabic and English. A 7B model trained from scratch by the National Center for Artificial Intelligence at SDAIA,…

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distilbert-sst2-rpc

Hooshaai · Kit

A DistilBERT text classifier fine-tuned on GLUE SST-2 that swaps in a compressed random-projection attention to halve the scoring work. An experiment for resea…

New

bert-base-chinese

google-bert · Kit

Predicts masked words in Chinese text, as Google's BERT base model pre-trained for Chinese. It suits developers and researchers who build Chinese language tool…

New

Wav2Vec2-Base-960h

facebook · Kit

Turns English speech audio sampled at 16 kHz into text. A base wav2vec 2.0 model fine-tuned on 960 hours of Librispeech, for developers and researchers who nee…

New

MoEViE-L16-384

facebook · Kit

A Mixture-of-Experts vision encoder from Meta that matches images to text labels with no extra training, here the L/16 model at 384px. Licensed for non-commerc…

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ARK-ASR-3B

Edge0 · Kit

Turns speech into text in many languages, with a Whisper-style audio encoder feeding a Qwen decoder. For developers and researchers who want multilingual trans…

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Kiyo-65M

DedeProGames · Kit

Continues English text with a tiny 65M-parameter decoder-only model trained on 80B tokens. For learners and researchers who want a small transformers model to…

New

North Mini Code

CohereLabs · Kit

An open-weights research model from Cohere for writing code, agentic software engineering and terminal tasks. A 30B model with 3B active, 256K context. For dev…

New

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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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…

New

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…

New

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…

New

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…

New

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…

New

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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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…

New

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…

New

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…

New

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…

New

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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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…

New

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…

New