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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Spark-X2.6-4B-Base

XHToken · Kit

A 4.1B language model for on-device use, tuned for coding, agent tasks, long context and reasoning in English and Chinese, with three thinking levels. For deve…

New

Wan2.2-I2V-A14B

Wan-AI · Kit

Turns a still image into a video at 480P or 720P, using a Mixture-of-Experts design from Wan-AI. For creators and researchers who generate video from pictures.

New

Qwen3.5-2B-GGUF

unsloth · Kit

Reads images and text and answers in text, as a small GGUF copy of Qwen3.5-2B by unsloth. Meant for local prototyping, fine-tuning and research.

New

Runs a compressed DeepSeek-V4.1-Flash-1017 in ExLlamaV3 at 1.68, 2.25 or 2.68 bits per weight. For people who run large models on their own hardware and want l…

New

Iris-3B by speridlabs

speridlabs · Kit

Generates 1024-pixel images from text prompts by painting every pixel directly, with no VAE or latent space. Fine-tuned versions estimate depth and restore or…

New

An image generation and editing model that stays steadier across many successive edits, built on SenseNova-U1.5-8B-MoT with the same loading steps. For designe…

New

Wan2.2 TI2V 5B GGUF

QuantStack · Kit

A 5B-parameter text-to-video model converted to GGUF for ComfyUI, about 2.5 GB at 4-bit by estimate, for English and Chinese prompts. It suits ComfyUI users wh…

New

BERT base model (uncased)

google-bert · Kit

Fills in masked words and extracts text features for English. The uncased BERT base model from Google, meant to be fine-tuned for classification, tagging and q…

New

Laya Multilingual

convaiinnovations · Kit

Reads text such as emails and tickets in 100+ languages and answers typed questions with probabilities in one pass. A 322M model, with no text generation, for…

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A compressed copy of DeepSeek-V4.1-Flash-1017 sized for two 96 GB GPUs, with a few experts stored at higher precision. A research build for people who serve la…

New

Jev-Omni

akhilaaa3 · Kit

Answers a question about text, an image, audio or video by giving a probability for each option you list, instead of writing an explanation. A 12B classifier b…

New

MiMo-V2.6-Flash-RL

XiaomiMiMo · Kit

Handles text, image, video and audio input in one model, with a 1M-token context for long repositories and agent runs. An open 311B mixture-of-experts model fr…

New

Runs the Ornith-1.5-122B text model on your own machine, as GGUF files made by unsloth. A 122B mixture-of-experts model aimed at coding and agent work on a sin…

New

nomic-embed-text-v1.5

nomic-ai · Kit

Turns English text into embedding vectors for search, clustering and classification, and the vectors can be cut to a smaller size. It suits developers building…

New

Bill Information Extraction

Theivaprakasham · Kit

A Gradio app that pulls information out of a bill or receipt image with a LayoutLMv3 model fine-tuned on sroie. Suits developers and students who want to try d…

New

Document Layout Detection

Theivaprakasham · Kit

A Gradio app that detects the layout of a document page image, with two example pages included. Suits developers and students who want to try layout detection…

New

Multi Face Detection

Theivaprakasham · Kit

A Gradio app that finds several faces in a picture, with two example photos included. Suits developers and students who want to try face detection in a browser.

New

Vc

kuark · Kit

Runs a Gradio app that bundles the CLIP and taming-transformers projects, pointing to image work. The listing does not say what it produces, so it suits develo…

New

Spacy Ner

kingfisher · Kit

Opens a Streamlit app whose title points to named entity recognition with spaCy, for students and developers who want to see names picked out of text. The list…

New

Ner Demo

kingfisher · Kit

Finds named entities in text with the dslim/bert-base-NER model in a Streamlit page. Aimed at students and developers who want to see entity recognition work o…

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Finds anime faces in an image and estimates 28 landmark points on each, in plain PyTorch behind a Gradio page. For artists, dataset builders and machine learni…

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Labels an image with Danbooru-style tags and writes captions with Florence-2 models. Runs in the browser as a Gradio app, for people who label or caption anime…

New

free-claude-code

Alishahryar1 · Kit

Routes coding tools such as Claude Code, Codex and Aider to models from many providers, free and local ones included, from a terminal, IDE, phone or browser. A…

New69.3k

qwen-code

QwenLM · Kit

Open-source AI coding agent that works in your terminal, IDE plugins, a desktop app, a web page and chat apps, with sub agents, MCP and many model providers. F…

New29.8k

Jasper-K-27B

ragentile · Kit

Reinforcement-learning tuned model for writing and speeding up GPU kernels, trained from a Qwen base with compile, correctness and timing feedback. For develop…

New

Reads text and images and writes text, as an FP8 copy of Qwen3.6-35B-A3B with 3B active parameters. For developers who run coding agents and want a smaller dow…

New

Qwen3.6-27B

Qwen · Kit

A 27B Qwen model that reads text and images and replies in text, tuned for coding agents and repository-level work, for developers who run it with the transfor…

New

Turns text and code in over 100 languages into vectors for search, retrieval, classification and clustering, with adjustable vector size and task instructions,…

New

Qwen3-Coder-Next

Qwen · Kit

Works as a coding agent model with 80B total and 3B active parameters and a 256K context. For developers who run agents in CLI and IDE tools and want to host t…

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Answers chat prompts with a 4B model that skips visible thinking and reads up to 256K tokens of context. For developers who want a small open assistant for rea…

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Writes, explains and fixes code as a 7B instruction-tuned member of the Qwen2.5-Coder family. For developers who want a capable open coding model that fits on…

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Gives you the small Qwen2.5 1.5B chat model as GGUF files in eight quantization sizes, for running with llama.cpp on a laptop or modest GPU. For people who wan…

New

A small 1.5B chat model from Qwen that follows instructions, writes code and math, returns structured output such as JSON and handles over 29 languages. For de…

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GGUF copies of a small Qwen3.5 0.8B model whose weights were edited directly to reduce reasoning loops. For people who want to run it locally in several quant…

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Shrinks the Ornith-1.5-35B-A3B text model to 3-bit and 3.5-bit GGUF files, about 13 and 15 GB instead of 69 GB, for people who run local models with llama.cpp.

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Runs a 748B DeepSeek mixture-of-experts model on a home PC through two GGUF quantizations made for Project Maya. For people with a big-RAM machine and a fast S…

New

Seshat Agent

PCL-RSI-lab · Kit

Fixes software bugs with a self-improving coding agent that learns reusable reasoning patterns from its own successful runs, for developers and researchers wor…

New

MiniCPM5-2B-GGUF

openbmb · Kit

Gives you MiniCPM5-2B, a small dense text model for English and Chinese, as GGUF files for on-device and local use. Suits people who want a compact model for c…

New

ttf-Qwen3.8-Flash-Next-GGUF

oguzeldereli · Kit

Runs Qwen3.8-Flash-Next, a 180B mixture-of-experts model squeezed to ternary weights, from one 40.4 GB GGUF file that is 4.6 times smaller than the FP8 release…

New

ttf-Qwen3.8-27B-GGUF

oguzeldereli · Kit

Runs Qwen3.8-27B squeezed to ternary weights as GGUF files that fit on a 12 GB GPU, in an 8.2 GB and a 6.74 GB variant. For people who want a large local model…

New

Hermes 4 14B

NousResearch · Kit

A 14B hybrid reasoning model from Nous Research, built on Qwen3-14B. It can think step by step, call tools, and return JSON that follows a schema. It uses the…

New

Hermes-3-Llama-3.1-8B-GGUF

NousResearch · Kit

Runs Hermes 3, an 8B general-purpose chat model from NousResearch, as a quantized GGUF file for llama.cpp. Suits people who want a local assistant with functio…

New

Hermes 3 Llama-3.1 8B

NousResearch · Kit

An 8B general-purpose chat model from Nous Research, built on Llama 3.1, with function calling, structured output, role play and code help. It suits developers…

New

AREX-2-i1-GGUF

mradermacher · Kit

Weighted GGUF quantizations of BAAI/AREX-2, a 26.9B vision model, in about two dozen sizes from 7.2 GB to 22.2 GB, plus an imatrix file for making your own qua…

New

Qwen3.5-4B-3D-Html

mondk · Kit

A 4.2B text-generation model, fine-tuned from Qwen3.5-4B, that writes a 3D scene as one self-contained HTML file using Three.js. Open the file in a browser and…

New

harrier-oss-v1-0.6b

microsoft · Kit

Turns text in many languages into number vectors for search, clustering and similarity matching, a 0.6B embedding model from Microsoft for developers building…

New

MemT-1.0-Nano

MemTensor · Kit

Language model with a built-in memory state of fixed size, built on Qwen3.6-35B-A3B, that keeps past context without re-reading it. For researchers and develop…

New

Idol on LiteRT

litert-community · Kit

Turns one photo of an object into a 3D Gaussian splat on an Android phone, using LiteRT versions of the Idol model and a sample app, for mobile and 3D develope…

New

embeddinggemma-2-740m-litert-lm

litert-community · Kit

The 740M multimodal EmbeddingGemma 2 packaged for on-device use with LiteRT-LM. It maps text, code, images, video and audio into one shared 768-dimensional vec…

New

Licon VBVR for MiniMax-H3

LiconStudio · Kit

An image-to-video LoRA for MiniMax-H3 that reduces duplicated objects, clipping and odd character motion in generated clips. It suits ComfyUI users who animate…

New

WPLM

Leejh123e · Kit

A small chat bot whose weights were written by hand as a plain-text edit list, with no training at all. You can follow each reply back to the neurons behind it…

New

Backchannel Cue 32M

KoljaB · Kit

Decides when a voice assistant should drop in a small listening sound such as mhm or oh no while the user is still talking, from the words so far. Text only, a…

New

Kandinsky S2V 1.0 Lite

kandinskylab · Kit

Turns one reference picture and a speech recording into a talking avatar video, animating the whole figure to match the audio. For researchers and developers w…

New

Kev-4B

jaredpalmer · Kit

Reads a document and typed questions, then returns a calibrated probability for each answer option in one pass, without writing text. A Qwen3.5-4B based decisi…

New

Realtime-Venus

inclusionAI · Kit

Holds two 9B models for live conversation that listen and speak at the same time, handle interruptions and hand tasks to outside tools. One watches video and a…

New

Ming-3.0-audio-flash

inclusionAI · Kit

Listens to audio plus a text instruction and returns text, or text with synthesized speech. Covers speech recognition, spoken questions and audio reasoning in…

New

gemma-4-26B-A4B

google · Kit

Reads text and images and writes text, for developers who want an open-weights Google DeepMind model for coding, reasoning and image questions on their own GPU…

New

GLiNER2.5-Decide

fastino · Kit

Classifies English text against any label set you pass in, such as intent, routing, sentiment or urgency, in one pass with no prompt template. A small speciali…

New

Slonik

dglhf · Kit

Helps with agentic coding, with two models trained on PostgreSQL engine tasks. Slonik-27B and Slonik-9B come from Postgres Professional, for developers who wor…

New

flux_text_encoders

comfyanonymous · Kit

Supplies text encoder checkpoints for Flux image models, made for ComfyUI's DualClipLoader node. For ComfyUI users who run Flux on their own machine.

New

SeedVR2

Comfy-Org · Kit

Upscales images and video in ComfyUI with repackaged SeedVR2 3B and 7B files from ByteDance Seed, in several precision formats. For ComfyUI users who run upsca…

New

Animagine XL 4.0

cagliostrolab · Kit

Generates anime-style images from tag-based text prompts, a Stable Diffusion XL fine-tune retrained on a large anime dataset. For artists and developers using…

New

Needle 2

Cactus-Compute · Kit

A 45M-parameter open model for tool calling, device use and structured extraction, packed into one 14 MB binary that runs in about 28 MB of RAM. For developers…

New

joey-1

baselabs · Kit

Returns calibrated probabilities for yes-or-no, multiple-choice and scored questions about a text or an image, from one 2B model. For teams that route, triage…

New

A set of GGUF quantizations of Qwen3.8-27B by bartowski, from Q8_0 down to 3-bit, made with an importance matrix. For people running a 27B vision-language mode…

New

GGUF quantizations of Jackrong's Qwopus3.8-27B-Coder-Flash, made by bartowski with an importance matrix, in sizes from 17 GB to 55 GB. For running a 27B model…

New

AsteroRank-Lepton

Asteromorph · Kit

Scores how relevant each document is to a search query, with optional context, to reorder search results. A 4B open-weights reranker for science and general se…

New

Makes the MOSS-Image-SFT text to image model finish a picture in 4 steps with no guidance, using one LoRA file. Renders English and Chinese text, for ComfyUI a…

New

Sekai-1

8BitStudio · Kit

A 95.6M-parameter English chat model trained from scratch on one RTX 5060 Ti, small enough to run on a CPU. For people who want a tiny local language model to…

New

ZeroTTS

zeroweight-ai · Kit

Reads Vietnamese text aloud in real time on a laptop CPU, with streaming output and voice cloning from a few seconds of reference audio. For developers adding…

New

Xing4.0-29B-A4B

XingChen-AGI · Kit

Generates text and works through multi-step jobs such as planning and tool calls, in English and Chinese, with a 256K context window. A mixture-of-experts mode…

New

Wan-Animate-2

Wan-AI · Kit

Animates a character picture by copying the motion from a driving video, with text control of the camera viewpoint. Made for people who produce character video…

New

d3-flash

vllm-sr · Kit

A 9B model that answers several choice, yes or no and score questions about text, images or video in one call, returning a probability for every answer instead…

New

d3

vllm-sr · Kit

Answers choice, yes-or-no and score questions about text, images or video in one call, returning a probability for each answer instead of text. A 27B decision…

New

Qwen3.5-9B-MTP-GGUF

unsloth · Kit

GGUF copies of Qwen3.5 9B that support multi-token-prediction speculative decoding in llama.cpp for faster generation. For people running the model locally who…

New

Qwen3.5-0.8B-GGUF

unsloth · Kit

Reads images and text and answers in text, as a small GGUF copy of Qwen3.5-0.8B by unsloth. Meant for local prototyping, fine-tuning and research.

New

gpt-oss-20b-GGUF

unsloth · Kit

Runs OpenAI's open-weight gpt-oss-20b reasoning model on your own computer, packed as GGUF files by unsloth. Suits developers who want a local model with adjus…

New

Qwen3.8-27B-exl3

turboderp · Kit

EXL3 quantized copies of Qwen3.8-27B in many bits-per-weight sizes, from 1.40 to 6.00. For people running the 27B model locally with ExLlamaV3 on limited GPU m…

New

A LoRA that makes Krea2 Turbo follow the body pose from an OpenPose or DWPose skeleton map while your prompt sets the look. For artists working in ComfyUI.

New

A LoRA from TawusGames that, going by its name, handles texture inpainting and outpainting for Qwen Image 2.1. The page gives no further description.

New

Qwen3.8-27B-1C

sweetand · Kit

Helps developers on the 1C:Enterprise platform by reading and fixing BSL code and finding objects in XML exports. A Russian-first fine-tune of Qwen3.8-27B, off…

New

Supertonic 3

Supertone · Kit

Turns text into speech in 31 languages, running on your own device through ONNX Runtime with no cloud call. For developers who want fast local voice output wit…

New

Makes fast decisions for agent workflows by picking among options and rating things on a scale, with a calibrated confidence for every answer. For developers w…

New

Qwen3.8-27B IQR-V4

StillDeadcode · Kit

Qwen3.8-27B compressed to fifteen sizes from about 2.5 to 8 bits per weight, for the radiance engine on AMD RDNA4 GPUs, with image reading and a speed-up draft…

New

A 12B Gemma fine-tune that turns plain English into a parts-and-mates program for the constraint-kit CAD system, and says so when a request is out of scope, fo…

New

SplatAnything

ritianyu · Kit

A model repository on Hugging Face from ritianyu, released under Apache 2.0. Its page gives no description, so you get the files and the author's name but no s…

New

Qwen3.5-35B-A3B

Qwen · Kit

A multimodal chat model that reads images and text, with 35B parameters of which 3B are active at a time. For developers who host their own large model with Tr…

New

Qwen3.5-27B

Qwen · Kit

Reads text and images and writes text, as a 27B Qwen model with a vision encoder and a 262,144-token native context. For developers who build assistants and ag…

New

Scores how well each passage answers a query, to put the best passages first in search and retrieval systems. A 0.6B text reranking model covering over 100 lan…

New

Qwen3-0.6B-Base

Qwen · Kit

Provides Qwen3-0.6B-Base, the small pretrained base model of the Qwen3 family, trained on 119 languages with a 32k context. For developers who fine-tune or stu…

New

Wan2.2-I2V-A14B-GGUF

QuantStack · Kit

Provides GGUF files of Wan2.2-I2V-A14B, a 14B model that turns a still image into a video, for use in ComfyUI with the ComfyUI-GGUF node. For people making sho…

New

Bonsai-27B-gguf

prism-ml · Kit

Runs a 27B-class reasoning model as a 1-bit GGUF file of about 3.9 GB for llama.cpp, so it fits a laptop or one GPU. For people who want local reasoning on eve…

New

VieNeu-TTS v3 Turbo

pnnbao-ump · Kit

Speaks Vietnamese and English at 48 kHz with 23 preset voices from three regions, instant voice cloning and real-time streaming. A small 131M text-to-speech mo…

New

Sharp-Spark-X2.5-4B-GGUF

peculiar-ragdoll · Kit

Compressed GGUF copies of the 4B Spark-X2.5 coding model, tuned for long context on GPUs with about 6 GB of memory. Made for developers who want a local coder…

New

Qwen Sharp Chat Templates

peculiar-ragdoll · Kit

Replaces the chat template of Qwen3.5, 3.6 and 3.8 models so they think less before answering and write tighter replies. For people running Qwen locally for co…

New

MiniCPM-OCR Jev

openbmb · Kit

Scores how likely an OCR result for a text, formula or table region is correct, from 0 to 1. For teams that auto-accept good results, send the rest to review o…

New

Mithi v2 Flash

Oomni · Kit

Reads text aloud in 11 Indian languages, English included, with 10 voices, from a 199 MB model that runs on a GPU or a plain CPU. For developers who need small…

New