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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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…

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Qwen3.5-4B-3D-Coder-GGUF

prithivMLmods · Kit

Writes code and builds interactive 3D scenes as self-contained Three.js pages, using GGUF copies of an early-preview Qwen3.5-4B fine-tune. For developers who p…

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Writes, explains and fixes code on your own computer, as Unsloth's GGUF copy of the Qwen2.5-Coder 7B instruction model. For developers who want a local coding…

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Cuts the length of Qwen3.8-27B's reasoning on coding tasks so answers arrive sooner, as a small LoRA adapter. For people who run the base model on their own ha…

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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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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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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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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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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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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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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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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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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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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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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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Runs Qwen2.5-Coder 1.5B on your own machine as a Q8_0 GGUF file through llama.cpp, from the command line or as a local server. It suits developers who want a s…

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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…

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Instinct

continuedev · Kit

Predicts the next edit you are likely to make in your code. A 7.6B model from Continue, fine-tuned from Qwen2.5-Coder-7B, for developers who want to run it on…

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A GGUF conversion of Google's T5 v1.1 XXL text encoder, for turning text into embeddings in llama.cpp or feeding image generation models through ComfyUI-GGUF.…

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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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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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VieGem-ASR

5CD-AI · Kit

Transcribes Vietnamese and mixed Vietnamese and English speech, offline or in 0.48 second streaming chunks, with a 359M-parameter model on Google's EmbeddingGe…

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Unity Coder 7B

vishnuOI · Kit

Answers Unity game development questions and writes C# scripts, XR code and editor tools, as a fine-tune of Qwen2.5-Coder-7B-Instruct. For Unity developers who…

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Wan2.1-VAE-upscale2x

spacepxl · Kit

Replaces the Wan2.1 VAE decoder with one that upscales images 2x and removes speckle and grain artifacts, for ComfyUI and diffusers. For people who generate im…

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A 14.8B code model tuned to follow instructions. It writes, explains and fixes code from plain requests, and runs through the transformers library. Suits devel…

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NousCoder-14B

NousResearch · Kit

Writes code for competitive programming problems, a Qwen3-14B model trained further with reinforcement learning on 24k problems with checkable answers. For dev…

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A 7.6B coding model from moolvylabs in GGUF form, released as a beta for testing and feedback. The card is short and gives no run steps, benchmarks or training…

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TAEF2

madebyollin · Kit

Previews FLUX.2 image generation in real time with a tiny autoencoder that shares the FLUX.2 VAE's latent format. For image app developers and people with limi…

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KAT-Coder-V2.5-Dev

Kwaipilot · Kit

An open-weight coding model from Kwaipilot, a mixture-of-experts with 35B total and 3B active parameters, tuned for agentic coding and fewer tool-call glitches…

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A mixed-precision MLX copy of Qwen3.8-27B at about 6.9 bits per weight, with the vision encoder and multi-token prediction head included, for running locally o…

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A mixed-precision MLX copy of Qwen3.6-35B-A3B at about 6.8 bits per weight, with the vision encoder and multi-token prediction head included, for running local…

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Writes code, calls tools and works through software tasks as a coding agent. A 27.8B fine-tune of Qwen3.8-27B by Jackrong, trained on about 200,000 code and re…

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V-JEPA 2

facebook · Kit

Turns videos and images into embeddings for video classification, retrieval, or as the video encoder of a vision-language model. Built by FAIR at Meta for deve…

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CLM-v0.1-8B

Contrastive-LM · Kit

Scores candidate answers, actions or tool names for a given state with a probability each, instead of writing text. A fast decision model on a frozen Qwen3-8B…

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KAT-Coder-V2.5-Dev GGUF

bartowski · Kit

Imatrix GGUF quantizations of Kwaipilot's KAT-Coder-V2.5-Dev, a 34.7B text model, with 4-bit files of about 19 GB or more. For people who run a large coder-nam…

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Gives Mac users calibrated 2-bit and 4-bit GGUF files of DeepSeek V4.1 Flash, plus a separate vision encoder, for DwarfStar's Metal engine with SSD streaming.…

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sd-vae-ft-mse-original

stabilityai · Kit

Replaces the autoencoder in Stable Diffusion with a fine-tuned decoder that reconstructs images, especially faces, more smoothly. Suits people running the orig…

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Writes, explains and fixes code as the largest instruction-tuned model in the Qwen2.5-Coder family, at 32B parameters. For developers who run a strong open cod…

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Gives you the Qwen2.5-Coder 14B instruct model as GGUF files in eight quantization sizes, for coding help with llama.cpp. For developers who want a stronger lo…

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Gives you the small Qwen2.5-Coder 1.5B instruct model as GGUF files in eight quantization sizes, for coding help with llama.cpp on a laptop. For developers who…

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Qwen3.5-4B-GLB-3D-Coder-GGUF

mradermacher · Kit

Static GGUF quantizations of ccore/Qwen3.5-4B-GLB-3D-Coder, a 4.2B model, in sizes from 2.0 GB to 8.5 GB, plus two small multi-modal supplement files. Made by…

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Qwen3.8-27B-Splash

incoai · Kit

Serves Qwen3.8-27B on Apple silicon Macs through Inco AI's Splash engine, with a 4-bit model, a DFlash 2 draft and a vision encoder in one package. Works only…

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UltraBERT-380M

dmis-lab · Kit

Predicts masked words in English text and gives you a pre-trained encoder with a 32K context to fine-tune for classification or retrieval. A fill-mask model fr…

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Qwen3-VL for ComfyUI

Comfy-Org · Kit

Repackaged Qwen3-VL 4B and 8B model files for ComfyUI's text encoder folder, offered in several precisions from bf16 to 4-bit styles. For ComfyUI users who nee…

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Repackaged FLUX.2 Klein 4B model files for ComfyUI that turn a text prompt into an image. Includes diffusion models, text encoders and a VAE, with a ready text…

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Model files for generating music from text in ComfyUI, repackaged from the original ACE-Step 1.5 release. Includes checkpoint, diffusion, text encoder and VAE…

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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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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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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.

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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…

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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…

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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…

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Kimi-K3.1-Pro-Coder

Grawnch · Kit

Runs a heavily compressed copy of the 2.8T-parameter Kimi-K3.1-Pro, tuned for coding and math. Made by Grawnch with a three-tier mixed-bit scheme, for people w…

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Qwen3.5 for ComfyUI

Comfy-Org · Kit

Repackaged Qwen3.5 2B, 4B and 9B model files for ComfyUI's text encoder folder, in bf16 and two quantized styles for the 9B size. For ComfyUI users who need a…

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Answers questions about video clips with a 5.1B model that joins a frozen V-JEPA 2.1 video encoder to Qwen3-4B-Instruct-2507, for people who need video underst…

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Answers questions about video clips with a 2B model that joins a frozen V-JEPA 2.1 video encoder to Qwen3-1.7B, for people who need video understanding on one…

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Answers questions about video clips with a 4.2B model that joins a frozen V-JEPA 2.1 video encoder to Llama-3.2-3B-Instruct, for people who need video understa…

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Answers questions about video clips with a small 1.5B model that joins a frozen V-JEPA 2.1 video encoder to Llama-3.2-1B-Instruct, for people who need video un…

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A repacked copy of ccore's Qwen3.5-4B-3D-Coder, a small model tuned to write coding answers and Three.js 3D scenes, with GGUF files that support multi-token pr…

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Runs a pruned GLM-5.3-Flash coding and agent model on a home PC, as GGUF files in five quant sizes. It keeps 152 of 288 experts per layer, cutting a 321B model…

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Answers questions about video clips by joining a frozen V-JEPA 2.1 video encoder to Llama-3.1-8B-Instruct, made for people working on video understanding.

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Answers questions about video clips with a 9.2B model that joins a frozen V-JEPA 2.1 video encoder to Qwen3-8B, for people who need video understanding on a GP…

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DeepHat-V1-7B

DeepHat · Kit

A 7B coding model tuned for cybersecurity and DevOps work, fine-tuned from Qwen2.5-Coder-7B. For security and operations engineers who want a small local model…

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Qwen3.5-9B-Base

Qwen · Kit

Gives researchers and developers a pre-trained 9B base model with a vision encoder, meant for fine-tuning and experiments rather than direct chat. Handles text…

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Helps with coding and tool-using agent work as a GGUF fine-tune of Qwen3.8-27B, trained on about 200,000 code, agent and reasoning examples. For developers who…

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Runs a 7B instruction-tuned coding model from Qwen on your own machine, packed as GGUF files in eight quantization levels. Made for developers who want code he…

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Writes a complete Three.js page for a game asset you describe, with a 3D preview and an Export GLB button. A fine-tuned Qwen3-1.7B in GGUF that runs on modest…

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gemma-4-12B

google · Kit

Google's Gemma 4 12B Unified model, an open model that reads text, images, audio and video and writes text, with a 256K context and no separate encoders. For d…

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WeVisOne-VL

Comfy-Org · Kit

Packs Tencent's WeVisOne-VL model files for ComfyUI, in 4B and 2B sizes with BF16 and int8 versions. For ComfyUI users who need the files in their text encoder…

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A coding-focused GGUF build of Qwen3.8-Flash-Next with half its experts removed, cutting 354 GB at BF16 to 58.4 GB while keeping image input. For people with l…

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An expert pruned and quantized GGUF of DeepSeek-V4.1-Flash-1017 from ISTA-DASLab, aimed at code and agent work, with transformer weights of 72.1 GB. Suits deve…

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Vela 3.0 · Studio

vllm-sr · Kit

Answers questions about an image or a text with a small 0.25B encoder running on CPU: point at an object, extract fields, catch OCR mistakes or decide between…

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MuseTalkDemo

TMElyralab · Kit

A Docker-packaged demo app from TMElyralab for its MuseTalk model, bundled with DWPose, a Stable Diffusion autoencoder and ffmpeg tooling. It suits developers…

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Qwen25 Coder Api

ansh-anuragi · Kit

A small Gradio app whose name points to a Qwen2.5 Coder model offered through an API. The README gives no description, so read app.py to confirm what it runs.

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CCORE GLB-3D-Coder

ccore · Kit

Writes a Three.js page from a text prompt that previews a low-poly 3D asset and exports it as GLB for Godot or other editors. Made for game developers and 3D h…

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Writes code and interactive Three.js 3D scenes from text prompts, and from a reference image when you add the optional vision file. An early preview of a 4B fi…

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Kronos

shiyu-coder · Kit

A family of decoder-only foundation models for financial market K-line sequences, designed to process high-noise market data for quantitative forecasting tasks.

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