Kits of AI agent skills, rules and prompts

Qwen3-TTS GGUF

Serveurperso · Kit

Speaks text in several languages with named speakers and Mandarin dialects, and can clone a voice from a short clip, through the qwentts.cpp C++ runtime on CPU…

Dulu Malayalam ASR

serendipitylabs · Kit

Turns spoken Malayalam into text on a CPU or a CUDA GPU, as an early research release from Serendipity Labs. For people who want draft transcripts of short, cl…

BeeLLM

schizophyllume · Kit

Offers a family of tiny GGUF language models that talk in bee buzzes, from buzz-only bees to mood-tagged ones and linked queen and worker hives. For hobbyists…

Sarvam-30B

sarvamai · Kit

A mixture-of-experts language model from Sarvam AI with 32.2B parameters and 2.4B active per token, built for practical use in English and many Indian language…

Sarvam-105B GGUF

sarvamai · Kit

The GGUF version of Sarvam-105B, a large mixture-of-experts model with a focus on Indian languages, split into 9 shards at 4-bit for llama.cpp. For people with…

sidon-v0.1

sarulab-speech · Kit

A model published by sarulab-speech on top of facebook/w2v-bert-2.0, with files you can download. Its card says little about the task, so it suits people who w…

Llama-3.1-8B-Stheno-v3.4

Sao10K · Kit

Writes stories and plays characters in multi-turn chat. An 8B Llama 3.1 fine-tune for creative writing and roleplay, aimed at hobbyists who run models on their…

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…

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…

mini-Jev

samatv256 · Kit

Picks which tool or action an agent should take by returning a probability for each candidate you supply. An early checkpoint for developers testing tool selec…

Moirai-2.0-R-Small

Salesforce · Kit

Forecasts future values of a time series with a small decoder-only transformer trained on many kinds of series. A Salesforce research model for analysts and da…

MiMo-V2.6-Distill-Qwen-9B-GSQ-RCO-GGUF

sainez · Kit

Gives you a 9B coding and tool-calling model as one 3.64 GiB GGUF file, quantized at about 3.5 bits per weight for running on your own machine.

Paradee-8M v1.0

sahilmahendrakar · Kit

Speaks English text in a single voice with an 8M-parameter model distilled from Kokoro-82M. The int8 ONNX file is about 9 MB and runs on a CPU. Suits developer…

Unlimited-OCR-2-GGUF

RX5950XT · Kit

GGUF files of the Unlimited-OCR-2 document OCR model in BF16, Q8_0 and Q4_K_M, with a vision projector. They run only in a llama.cpp build with the repository'…

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…

Juggernaut XI v11

RunDiffusion · Kit

A text-to-image model from RunDiffusion, part of the Juggernaut SDXL line, tuned for photo-style pictures with better hands, faces and prompt following. For im…

rizzo-pii-0.3B

rizzoaiacademy · Kit

A small CPU-friendly model that finds 22 kinds of personal data in Italian legal text, including codice fiscale and partita IVA, for reversible anonymization.…

Chatterbox-Nano

ResembleAI · Kit

Speaks English text aloud on a plain CPU with a 110M-parameter model, and adds laughs and coughs through tags in the text. Suits developers who need fast on-de…

Chatterbox-Flash

ResembleAI · Kit

A zero-shot English text-to-speech model that copies a voice from a short reference clip and streams audio block by block with low latency. Suits developers bu…

Flint INT4

RecursiveSI · Kit

A 4-bit MLX copy of Recursive Flint for local use on Apple Silicon, about 22.6 GB, launched through Rec with pi or OpenCode. Suits Mac users and developers who…

gemma-4-31B-it-scotoma-2

ReadyArt · Kit

Text generation model of 31.3B parameters from ReadyArt, built on Google's gemma-4-31b-it and stored as Safetensors. Its page gives no statement of purpose, so…

Qwen3.8-27B-mixed-3.5bpw-MLX

rapid-mlx · Kit

A 27B vision-language model compressed to 3.5 bits per weight for Apple Silicon Macs with 24 GB of memory, served locally through Rapid-MLX. Suits Mac users an…

Qwen3.8-27B-NVFP4 by RadixArk

RadixArk · Kit

A pre-quantized NVFP4 copy of Qwen3.8-27B that reads text, images and video and answers in text, served with SGLang on NVIDIA Blackwell GPUs. Suits developers…

Qwen3.5-122B-A10B

Qwen · Kit

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…

Qwen3-8B-MLX-bf16

Qwen · Kit

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…

Qwen3-30B-A3B-GGUF

Qwen · Kit

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…

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…

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…

Qwen2.5-Coder-32B-Instruct-GGUF

Qwen · Kit

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…

Qwen2.5-Coder-0.5B-Instruct

Qwen · Kit

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…

Qwen2.5-7B-Instruct-AWQ

Qwen · Kit

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…

Qwen2.5-14B-Instruct

Qwen · Kit

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…

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…

Qwen-Image-Bench

Qwen · Kit

A judge model called Q-Judger that grades AI-made images against the prompt that asked for them, scoring five groups of criteria and replying in JSON. For peop…

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…

Qwen-Drive-1.0-4B

Qwen · Kit

A driving model built on Qwen3.5-4B that sees in 3D, answers questions about road scenes and plans future vehicle paths. For researchers working on autonomous…

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…

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…

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…

deberta-v3-base-prompt-injection-v2

protectai · Kit

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.

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…

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…

Laguna-XS.2-jlens

PrimeIntellect · Kit

Holds Jacobian lens files that compare a bf16 and an NVFP4 copy of Laguna-XS-2.1, plus a version comparison with Laguna-XS.2. Research files for people who stu…

Vāgdhenu by prathoshap

prathoshap · Kit

Reads classical Sanskrit verses aloud in a chant style, using one trained voice and a reference clip that sets the rhythm. For people who study, recite or need…

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…

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…

DeepSeek-V4.1-Flash-1017-EXL3-franken-v100

philbert440 · Kit

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…

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…

pplx-decider-v1.1-27b

perplexity-ai · Kit

Picks the best option for a decision from text and images, such as which team should handle a request, with a probability for each choice, for developers who b…

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…

PII-Tracer

perplexity-ai · Kit

Finds personal data in chat conversations and masks it, using a 600M-parameter encoder with a token tagger and a sensitivity score. It suits teams that clean c…

DuDE

penguinfish1688 · Kit

Generates a two-person conversation as speech from an XML script, with turn-taking, backchannels and overlapping talk, one voice per speaker. It suits research…

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…

Limite 1B - Violetto

paradigma-inc · Kit

Solves hard math problems with a 1B-parameter model trained from scratch for fast, high-volume reasoning. It suits developers who run math workloads on an NVID…

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.

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…

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…

LFM2.5-350M-home-assistant-sft

OrdenWills · Kit

Turns plain home commands such as turn off the TV into structured tool calls, checking device states first. A 350M model for smart home builders and tinkerers.

MOSS-VL-Realtime

OpenMOSS-Team · Kit

Watches a live video stream and answers questions while frames keep arriving, staying silent when nothing new shows. For developers and researchers working on…

MOSS-Video-Preview-Real-Time-SFT

OpenMOSS-Team · Kit

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…

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…

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…

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…

privacy-filter-nemotron-v2

OpenMed · Kit

Finds and masks personal data in text, across 55 fine-grained categories such as names, contact details and IDs. It suits teams that redact text before sharing…

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…

OpenEuroLLM Prelude-base 9B

openeurollm · Kit

Intermediate checkpoints of an experimental 9B base language model trained on 10T tokens, mostly English with a multilingual share. For researchers who follow…

MiniCPM-OCR 1.0 GGUF

openbmb · Kit

Reads English and Chinese documents, including PDFs, into text, tables and formulas, in GGUF files for llama.cpp. For people who run MiniCPM-OCR 1.0 on their o…

MiniCPM-OCR 1.0 DSpark

openbmb · Kit

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…

SenseNova-6.8-Code2Video GSQ-RCO GGUF

OliviaRossi · Kit

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…

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…

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…

Octen-WebGR-0.6B

Octen · Kit

Turns a short search query into the web address it most likely means, using a table of 30.9 million URLs stored with the model. For developers and researchers…

RFD4-Proteina-Diffusers

nvidia · Kit

Runs the RFD4-Proteina protein design model through the Diffusers library, so no native RFD4 package is needed. It suits researchers who design molecules aroun…

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…

DeepSeek-V4.1-Flash-NVFP4

nvidia · Kit

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…

NuExtract3

numind · Kit

Reads documents as text or images and fills a JSON template with the fields you ask for, or converts the pages to Markdown. A 4B model for teams that process s…

YuE2 Particle Sliders v2

ntc-ai · Kit

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…

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…

nomic-embed-text-v1.5-GGUF

nomic-ai · Kit

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…

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…

Flux.2-Klein-9B-MatchingPose

nhathoangfoto · Kit

A LoRA for FLUX.2 Klein 9B that puts a character into the pose shown by a mannequin reference while keeping the character's face and style. For artists and des…

Qwen2-Audio-7B-GGUF

NexaAI · Kit

Runs Qwen2-Audio locally to chat by voice and analyze audio, including speech translation, transcription and sound detection. GGUF copies for Nexa-SDK, for peo…

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…

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…

Kronos-mini

NeoQuasar · Kit

Forecasts financial candlestick series with a 4.1M-parameter foundation model trained on data from over 45 exchanges. For quant researchers and developers who…

Qwen3.8-Flash-Next-DFlash2-GGUF

nazeshinjite · Kit

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…

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…

Nanbeige4.2-3B by Nanbeige

Nanbeige · Kit

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…

Drex DLM

nace-ai · Kit

Scores yes or no, multiple choice and rating questions about a document in one pass, with a probability for every option. An 8B decision model from Nace.AI tha…

Agaram 2.5B

murai-labs · Kit

Chats in Tamil script, romanized Tamil and English, and translates between Tamil and English. A 2.5B model built from scratch by Murai Labs, for Tamil speakers…

Amos 1 large

mukaddamzaid · Kit

Answers typed questions about a case, given as text, JSON or a photo, in one pass with a probability for each allowed answer. A 27B decision model that writes…

Qwen3.8-27B Fable-5 Coding Distilled GGUF

mradermacher · Kit

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…

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.

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…

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…

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…

VulnLLM-R-7B-8bit

mlx-community · Kit

Runs an 8-bit MLX copy of VulnLLM-R-7B for text generation through mlx-lm. Meant for developers who want to try the model locally. The card does not say what i…

Qwen3.6-35B-A3B-4bit

mlx-community · Kit

A 4-bit MLX conversion of Qwen3.6-35B-A3B that answers text and image prompts on Apple Silicon Macs. Made for people who want to run this Qwen model locally wi…

JevK5-chat-mlx-4bit

mlx-community · Kit

A 4-bit MLX copy of the 4.2B JevK5 chat model for Apple Silicon, with a 262,144 token context and a small memory footprint. Made for Mac users who want a quick…

flint-mixed-3-4bit

mlx-community · Kit

A community MLX build of Recursive's 40B Flint coding model that shrinks the experts to 3 bits, so it fits a 24 GB or 32 GB Apple Silicon Mac. Made for develop…