AI skills and agents for developers

ALLaM-7B-Instruct-preview

humain-ai · Kit

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

SmolVLM2-2.2B-Instruct

HuggingFaceTB · Kit

Answers questions about videos, images and text together, with a 2.2B model that needs about 5.2 GB of GPU memory for video. For developers building visual ass…

svd-linear-attention-roberta-base-adasplash

Hooshaai · Kit

Classifies English text, such as SST-2 sentiment, with a RoBERTa Base model whose attention is made sparse by AdaSplash, trading some accuracy for lower latenc…

roberta-base-fwsvd-rank32

Hooshaai · Kit

Classifies English text with a RoBERTa Base model shrunk to about 82M parameters by Fisher-weighted SVD at rank 32, trading some accuracy for lower latency and…

roberta-base-adasplash

Hooshaai · Kit

A RoBERTa Base sentiment classifier whose attention is swapped for a sparse AdaSplash version, which zeroes out 40% of attention weights to cut time and memory…

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…

hs-rerank-1

hindsight-ai · Kit

Scores how well each document answers a query, in eight languages and for inputs up to 8,192 tokens, so a search or memory system can put the best matches firs…

Qwen3.6-35B-A3B-Claude-4.6-Opus-Reasoning-Distilled-GGUF

hesamation · Kit

Runs a reasoning-tuned Qwen3.6-35B-A3B on your own machine as GGUF files in four quant sizes, trained on Claude Opus 4.6 style reasoning data. For people who w…

MuLaCover by HeartMuLa

HeartMuLa · Kit

Makes cover songs and music remixes from a reference track, lyrics and a style prompt, or from melody and chord MIDI. Writes a WAV file. For noncommercial musi…

Parallel Constrained Decoding for Apple Silicon

harshatheg · Kit

Extracts structured fields, routes decisions and classifies text on Apple Silicon with MLX, scoring every schema field at once. Cuts latency 5.6x to 7.0x on an…

phonon-31m English for llama.cpp

gradium · Kit

Turns English text into speech from the command line or a local server, as a GGUF copy of the Phonon 31M model for llama.cpp. It suits developers who already r…

gemma-4-31B-it-qat-q4_0-gguf

google · Kit

Runs Google's Gemma 4 31B instruction-tuned model as a 4-bit GGUF file that reads text and images and answers in text. It suits developers and enthusiasts with…

T5 Base

google-t5 · Kit

A 220 million parameter text-to-text model that handles translation between English, French, Romanian and German, and also summarization, question answering an…

BERT multilingual base model (cased)

google-bert · Kit

Fills in masked words and extracts text features in 104 languages. A case-sensitive BERT base model meant to be fine-tuned for classification, tagging and ques…

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…

xkcd-artist

gnumanth · Kit

Turns a text prompt into an XKCD-style comic by planning the scene, poses and speech bubbles, with SVG or PNG output. For people who want quick comic panels fr…

Ninada

gnumanth · Kit

Reads text aloud in 12 languages, including Sanskrit, Indian English, Hindi and Tamil, with 24 kHz voices that run in a browser or on a phone. Two ONNX tiers,…

OCR Tamil

GnanaPrasath · Kit

Reads Tamil and English text from photos of signboards, nameplates and storefronts, and the author says it copes with tilted text better than document-focused…

Qwen2.5-Coder-1.5B Q8_0 GGUF

ggml-org · Kit

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…

embeddinggemma-2 GGUF

ggml-org · Kit

Runs a GGUF copy of Google's embeddinggemma-2, a 271M feature extraction model, with the llama command or the Llama app. For developers who want a small text e…

Clef-GGUF

ggml-org · Kit

GGUF files of Cloudflare's Clef decision model, which takes image and text input. Served with llama.cpp tools and called through a decision API path. For devel…

Anything V5

genai-archive · Kit

Generates anime-style images from text prompts, as a re-upload of the Anything V5 checkpoints, including the Ink and PRT variants. It suits artists who write p…

FireRedVAD

FireRedTeam · Kit

Detects speech, singing and music in audio, with streaming and file-based voice activity detection plus audio event detection. For speech developers who segmen…

Darwin-27B-ZTC

FINAL-Bench · Kit

Reads a situation and a set of typed questions, then returns a probability for every option in one forward pass, with no text generated. For builders adding ca…

GLiNER2.5-multi-Decide

fastino · Kit

Classifies text into labels you pass at call time, in one pass and with no prompt template. A 287M model for routing, intent, sentiment and moderation on non-E…

GLiNER2 base

fastino · Kit

Extracts entities, classifies text, pulls out structured data and finds relations in plain text, with one small model that runs on a CPU. It suits developers w…

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…

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…

KVARK Sparkle 1.0 (27B) FP8

Egzakta · Kit

Runs a 27B model that reads images and text, in FP8 for vLLM. It reasons with far fewer tokens than a Qwen model of the same size. Made for people who host the…

Kvark-Sparkle-1.0-27B

Egzakta · Kit

Reasons over images and text with fewer thinking tokens than its base Qwen3.8-27B, so answers arrive in about half the time at similar accuracy, per its card.…

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…

theOG-50M

DrunkkToys · Kit

Writes a Python function from a plain English request. A 50M parameter code model trained from scratch on one laptop, small enough to run offline in Ollama, LM…

THX-01

doofz · Kit

Answers typed questions about a ticket, email or document in one fast pass, with calibrated probabilities, extracted numbers, excerpts and citations. A 322M mu…

Qwen3.8-27B Splash 8-bit

dmeight · Kit

Runs Qwen3.8-27B at 8-bit through the Splash runtime in LM Studio on Apple silicon. An unofficial package that keeps the model closer to the original than the…

Distil-Whisper distil-large-v3

distil-whisper · Kit

Turns English speech into text and runs about 6.3 times faster than Whisper large-v3 while staying close in accuracy on long audio. For developers and teams wh…

gemma-4-31b-it-exl3-optimized

Dino0040 · Kit

Holds the measurements and recipes for building an optimized EXL3 quant of Gemma 4 31B-it at any bitrate. For people who quantize models with exllamav3 and wan…

DA3METRIC-LARGE

depth-anything · Kit

Estimates depth in metric scale from single photos and returns confidence maps and camera estimates. A 334M model from the Depth Anything 3 family, for develop…

Maple-Preview

deepgrove · Kit

A 20B ternary-weight reasoning model that activates about 1B parameters per token. Built for fast on-device use, with a 5.31 GB checkpoint and 131,072 token co…

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…

GLaDOS_TTS

DavesArmoury · Kit

A text to speech voice named GLaDOS for NVIDIA NeMo, with the steps to convert it to Riva files and serve it on a Jetson. For people who build voice projects o…

Spring Festival Wushu Robot Replication Model

Datawhale · Kit

A bundle of data folders for rebuilding the Spring Festival wushu robot workflow, including the data directories that PromptHMR needs. For developers who want…

UIBK-Embedding-v1

DataScience-UIBK · Kit

Finds the passages that best match a query, using one model that combines token level and whole text matching. An English retrieval model from the University o…

lift

datalab-to · Kit

Pulls structured data out of PDFs and images. You supply a JSON schema, and it returns an object that matches it. A 9.7B vision-language model from Datalab for…

PLLuM-12B-chat-2512

CYFRAGOVPL · Kit

A Polish-language chat model from the PLLuM family, tuned to human preferences for dialogue, question answering and summarization, with an eye on Polish public…

Qwen3-ASR-1.7B GGUF

cstr · Kit

Turns speech, singing and songs into text, or into English, with quantized GGUF files of Qwen3-ASR-1.7B for CrispASR. For people who want local transcription a…

Qwen 3.6 35B-A3B REAP-48 v2 GGUF

crucible-labs · Kit

Runs a pruned and quantized Qwen3.6-35B-A3B in an 8.78 GiB GGUF file for llama.cpp, closer to the unquantized weights than the first release. For people with l…

Underdog-Woof-4B-1.1

ConwayResearch · Kit

Generates text as a compact 4.2B model, post-trained from Qwen 3 4B to work better with Underdog's own setup and quantized to 4-bit for MLX. For people running…

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…

Wan 2.1 for ComfyUI

Comfy-Org · Kit

Repackaged Wan 2.1 video model files for ComfyUI, covering text to video, image to video, VACE editing, camera control, alpha video and audio-driven dubbing, w…

Stable Diffusion v1.5 Archive

Comfy-Org · Kit

Archived Stable Diffusion v1.5 checkpoints for ComfyUI that turn a text prompt into an image, kept for legacy testing. Includes the original file and an FP16 c…

MoGe

Comfy-Org · Kit

Estimates 3D geometry and depth from a single image, as repackaged MoGe model files for ComfyUI with workflows for meshes and depth maps. For ComfyUI users who…

MiniMax Music 3

Comfy-Org · Kit

Repackaged MiniMax Music 3 model files for ComfyUI, with a Text to Music workflow for making audio from a written prompt. For ComfyUI users who generate music.

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…

t5-v1_1-xxl-encoder-gguf

city96 · Kit

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.…

Anuvani-LID

CIIL · Kit

Identifies which of India's 22 scheduled languages, or Indian English, is spoken in an audio clip, with calibrated scores. For developers building multilingual…

Chroma Context-1

chromadb · Kit

A 20B-parameter search model that finds supporting documents for complex, multi-step questions and trims its own working context as it goes. Meant to act as a…

EMA Lightning

canberkkkkkk · Kit

A tiny Turkish text-to-speech model, 8.6M parameters and about 34 MB, that runs offline on a GPU or CPU and can stream audio as it is made. For developers who…

pig-vae

calcuis · Kit

A small GGUF VAE in the pig architecture for image and video workflows, with a loader in the gguf-node package. Aimed at faster runs and lower memory use on ol…

Qwen3.5-9B GGUF (ShapeLearn)

byteshape · Kit

GGUF copies of Qwen3.5-9B, a model that reads text and images, compressed with ByteShape's ShapeLearn for llama.cpp. Variants for GPUs and CPUs, from about 3 G…

North-Mini-Code-1.0 GGUF

byteshape · Kit

GGUF copies of the North-Mini-Code-1.0 coding model, compressed with ByteShape's ShapeLearn for GPU use in llama.cpp. Four sizes from 12.1 GB to 21.5 GB, for d…

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…

SalamandraTA-7b-instruct

BSC-LT · Kit

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…

MLTNT Militant Roots Reggae LoRAs for YuE2

becausereasons · Kit

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…

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.

MiniCPM5-2B-GGUF by bartowski

bartowski · Kit

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…

Llama-3.2-1B-Instruct GGUF

bartowski · Kit

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.

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…

google_gemma-4-31B-it-GGUF

bartowski · Kit

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.…

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…

Qwen3.8-Whittle-MoE-27B-MLX-4bit

barozp · Kit

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…

ERNIE-4.5-VL-28B-A3B-Thinking

baidu · Kit

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…

ERNIE-4.5-21B-A3B-Thinking

baidu · Kit

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…

bge-small-en-v1.5

BAAI · Kit

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…

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…

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…

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…

Qwen3.8-27B-NVFP4-DGX-SPARK

autotrust · Kit

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…

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…

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…

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…

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…

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…

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…

Qwen3.8-27B-Quark-AWQ-MXFP4

amd · Kit

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…

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…

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…

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…

Qwen-Video-Edit by yunpeng1998

yunpeng1998 · Kit

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

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…

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…

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…

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…

Qwen2.5-0.5B-Instruct

Qwen · Kit

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…

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…

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…

SmolLM2-360M

HuggingFaceTB · Kit

Continues English text from a prompt with a 362M-parameter base language model trained on 4 trillion tokens and light enough for on-device use. For developers…

An n8n workflow that makes test data. It asks OpenAI for three lists of ten made-up users and saves each list as a CSV file in a folder you choose.

An n8n workflow that other workflows can call to run an Adobe PDF Services operation on a PDF. You pass it an operation, its settings and the file. It gets a t…

Molmo2-8B

allenai · Kit

Answers questions about images, video and several images at once, and can point to things it finds. Made for developers who want an open 8B vision-language mod…

LTX-LoRAs

Alissonerdx · Kit

Adds LoRA files for the LTX 2.3 video model that fill masked areas of a video, with or without a visual reference, plus an experimental video-editing LoRA. Mad…