Kits of AI agent skills, rules and prompts

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…

Spark-X2.6-1.7B-Base

XHToken · Kit

A compact 1.7B language model for on-device use in English and Chinese, with gains in coding, agent tasks and long context, and three adjustable thinking level…

Spark-X2.5-4B

XHToken · Kit

A compact 4.1B general-purpose language model with a native 1M-token context, over 200 languages and a hybrid attention design, tuned for coding and agent use.…

SmolLM3-3B-GGUF

unsloth · Kit

Chats and reasons with SmolLM3, a fully open 3B model that can think step by step or answer directly, in GGUF files by Unsloth with chat template fixes. Handle…

Hy-MT2-1.8B-1.25Bit-GGUF

tencent · Kit

Translates between 33 languages on your own device with a 1.8B model squeezed to 1.25 bits, about 440 MB as GGUF files for llama.cpp. For developers adding off…

AuK

tencent · Kit

A 1.5B speech model from Tencent that generates speech from text, edits recordings, and also cleans up audio and separates sources, all through plain-language…

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…

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…

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…

Qwen3.5-122B-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…

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…

Qwen2.5-0.5B

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…

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.

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…

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…

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…

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…

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…

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…

harrier-oss-v1-27b

microsoft · Kit

Turns text in many languages into embedding vectors for search, clustering, similarity, classification and reranking. Made for developers who run semantic sear…

askmdb-9b-GGUF

manuelgscom · Kit

Writes a read-only MongoDB aggregate pipeline from a plain Spanish or English question. A GGUF copy of a Qwen3.5-9B fine-tune that runs locally with llama.cpp,…

mSlideOn

lightonai · Kit

Turns queries and documents into sparse vectors you can search with an inverted index, across several languages and long text. A 339M multilingual retrieval mo…

tinyllamas

karpathy · Kit

Provides a series of small language models in the Llama 2 design, trained on the TinyStories dataset and made for Karpathy's llama2.c project. For developers w…

Qwen3.8-27B-oQ4e-mtp

Jundot · Kit

Runs the 27B Qwen3.8 vision-language model on MLX in about 17.5 GB, reading text, images and video with a 262,144-token context. A mixed-precision quantization…

Agents-A1

InternScience · Kit

Runs multi-step agent work: planning, search, tool calling and scientific reasoning, as a 35B open-weight language model. Built for developers who wire a model…

Flint-DFlash2

incoai · Kit

A 403M-parameter draft model that speeds up serving of the Flint language model with speculative decoding in SGLang, without changing its output. It is not a s…

Ming-3.0-audio-tiny

inclusionAI · Kit

Listens to audio with a text instruction and answers in text, with optional spoken replies. A compact audio-language model from inclusionAI for speech recognit…

ibnsina-1.5b

ibnsina-llm · Kit

A small Persian language model for writing, summarizing, translating and chatting offline, trained from scratch mostly on Persian text. Runs through ollama, LM…

Granite-4.0-H-350M

ibm-granite · Kit

Handles summaries, classification, extraction, question answering, RAG, code tasks and tool calling in 12 languages with a 340M-parameter instruct model from I…

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,…

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…

MOSS-Transcribe-Diarize 0.9B

hf-audio · Kit

Transcribes long recordings with several speakers in one pass, adding timestamps and anonymous speaker labels, in 50+ languages. For teams turning meetings, ca…

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…

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,…

SaulLM-54B-Instruct

Equall · Kit

A language model tuned for legal text, trained on US and European legal sources. A research release for people who study or adapt legal AI. Its answers are inf…

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…

Rukopys-OCR-4B

ebinan92 · Kit

Reads Ukrainian handwritten documents from images, finds each text region, labels its type and returns the transcriptions as structured JSON. An open 4B vision…

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…

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…

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…

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.

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…

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…

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…

AMALIA-9B-0626-DPO

amalia-llm · Kit

Writes and answers in European Portuguese as an open 9B chat model from Portuguese universities, tuned with supervised fine-tuning and DPO. Made for developers…

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…

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…

Orukeet

oruk · Kit

Transcribes speech in 25 languages, as a modified version of NVIDIA's Parakeet TDT model with a lower word error rate in the authors' tests. It suits teams tha…

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…

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…

SMaLL-100

alirezamsh · Kit

Translates text between a long list of languages, covering more than 10K language pairs, with a model much smaller and faster than M2M-100. Made for developers…

Granite Speech 5.0 TurboCTC 470M GGUF

vladers · Kit

Converts speech to text in seven languages, as quantized GGUF versions of IBM's Granite Speech 5.0 TurboCTC 470M, built for transcribe.cpp. For developers addi…

Qwen3.5-0.8B-MTP-GGUF

unsloth · Kit

Runs the small Qwen3.5 0.8B vision-language model in llama.cpp with multi-token prediction for faster generation, as Unsloth's GGUF files. For developers testi…

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…

Indic Multilingual Turn Detector

tarun7r · Kit

Reads speech-to-text transcripts to judge whether a caller has finished their turn, in English, Hinglish and seven Indic languages. For voice agent and call-ce…

MNN-Pocket-0.3B-Base

taobao-mnn · Kit

A pre-trained base language model of about 300M parameters for Chinese and English, designed with the MNN inference engine for on-device use, as a start for fu…

Bielik-11B-v3.1-DFlash2

speakleash · Kit

Pairs with the Bielik-11B-v3.1-Instruct model as a draft model for speculative decoding in SGLang or vLLM. It is not a standalone language model.

Bielik-11B-v3.1-DFlash

speakleash · Kit

Serves as the DFlash draft model that pairs with Bielik-11B-v3.1-Instruct for speculative decoding in SGLang or vLLM. It is not a standalone language model. Fo…

Kimi-K3.1-Dflash2-Preview

RadixArk · Kit

Speeds up Kimi-K3.1-Pro serving by drafting blocks of tokens that the main model checks in one pass. A draft model for SGLang users, used alongside the target…

Qwen3Guard-Stream-0.6B

Qwen · Kit

Checks text for safety token by token while a language model is still writing, rating each part safe, controversial or unsafe in 119 languages and dialects. Su…

Qwen3Guard-Gen-0.6B

Qwen · Kit

A small safety moderation model that labels a prompt or a model reply as safe, controversial or unsafe and names the risk categories, in 119 languages. Suits d…

Qwen3-Embedding-0.6B-GGUF

Qwen · Kit

Turns text into number vectors for search, retrieval and clustering in more than 100 languages, as a 0.6B model in GGUF format. Suits developers building searc…

Qwen3-1.7B-Base

Qwen · Kit

Continues text and code as a 1.7B base language model pre-trained on 119 languages. For developers who want a small model to fine-tune or test.

Qwen2.5-VL-7B-Instruct

Qwen · Kit

A vision-language model that reads images, documents and video together with a text question and answers in text. Suits developers who build apps around charts…

Xiaomi-OCR-0-GGUF

prithivMLmods · Kit

Provides GGUF files of Xiaomi-OCR-0, a compact 0.8B vision-language model for reading documents and text in images, in sizes from about 466 MB to 1.52 GB. For…

Bonsai-1.7B-GGUF

prism-ml · Kit

Generates text with a 1.7B language model packed to 1 bit per weight, about 0.24 GB, for llama.cpp on CUDA, Metal and CPU. For developers who need a tiny local…

Copernicus (31B)

Poindexter-Labs · Kit

Returns structured decisions from plain-language context: pick one option, judge a yes or no claim, or score an item against a rubric. For developers building…

MOSS-TTS-Nano

OpenMOSS-Team · Kit

Turns text into speech with a tiny 0.1B-parameter model that can run on a CPU, supports voice cloning and covers 20 languages. It suits developers who add spee…

MiniCPM-V-4.7-1B-gguf

openbmb · Kit

Runs a 1B vision-language model through llama.cpp, answering text prompts about images. GGUF files in many quant sizes, for developers and hobbyists who want a…

OpenAI GPT 1

openai-community · Kit

Continues English text you start, using the first transformer language model OpenAI released, at 120M parameters. For people who study early language models or…

NVIDIA NemotronLabs RE-USE-laughter

nvidia · Kit

Cleans noisy speech recordings in many languages while keeping laughter. A 9.6M parameter enhancement model for creators who fix audio and researchers who prep…

Qwen3.6-35B-A3B-8bit (MLX)

mlx-community · Kit

8-bit MLX conversion of Qwen3.6-35B-A3B that reads text and images and answers in text, run with the mlx-vlm tool. For developers who want to run a large visio…

Voxtral 4B TTS 2603

mistralai · Kit

An open-weights text-to-speech model from Mistral with 20 preset voices in nine languages, streaming output and low latency. Made for developers who build voic…

VibeVoice-ASR

microsoft · Kit

An 8.7B speech-to-text model from Microsoft Research that transcribes up to 60 minutes in one pass, saying who spoke, when and what, with optional hotwords and…

Pocket TTS

kyutai · Kit

A 100M-parameter text-to-speech model from Kyutai that runs on CPUs in six languages, streams audio with about 200 ms to the first chunk, and works from Python…

multilingual-e5-large

intfloat · Kit

Turns text in about 100 languages into 1024-number vectors for search, matching and retrieval. A 560M-parameter embedding model from intfloat, built on xlm-rob…

K2-Horizon-7B-Uno

IFM · Kit

A LoRA adapter that adds a diffusion pathway to IFM's K2-Horizon-7B language model, for research into faster text generation. It holds only the adapter, not th…

SmolLM2-135M

HuggingFaceTB · Kit

Continues English text from a prompt with a 135M-parameter base language model small enough to run on-device. For developers who want a tiny model to test idea…

Carbon-X

HuggingFaceBio · Kit

Reads raw DNA inside a chat and answers in English, judging whether variants look benign or pathogenic, for researchers who want a DNA language model on their…

Crystal-31B-RL

hiwaifu-research · Kit

A role-play chat model post-trained from Gemma 4 31B-IT that replies in the user's language, whether Russian, Spanish, English or Portuguese, and stays in it.…

hs-embed-1

hindsight-ai · Kit

Turns text into compact vectors for search and matching in eight languages, with inputs up to 8,192 tokens. A small 112M embedding model built for Hindsight, r…

bekko-static-v1-slim-100k

flowercomputers · Kit

Turns text into 1024-dimension vectors with a static embedding model, trimmed to 25 languages. Fast sentence similarity and retrieval, without a transformer, i…

POCKET-35B-GGUF

FINAL-Bench · Kit

Runs a Korean-tuned 35B model on your own PC from GGUF files with llama.cpp, with a CPU-only path so no GPU is needed. For people who want a local language mod…

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…

NLLB-200 3.3B

facebook · Kit

Translates single sentences among 200 languages, with a focus on low-resource ones. A research model from facebook for machine translation researchers, not mea…

MedErtas v0.1 31B LS

ErtasAI · Kit

Serves a medical-domain language model, a compressed Gemma 4 31B, on vLLM and NVIDIA Blackwell GPUs. Built for medical AI products that need fast, low-cost ans…

Kvark-Sparkle-1.0-27B-GGUF

Egzakta · Kit

GGUF files of KVARK Sparkle 1.0, a 27B vision-language model, for llama.cpp, Ollama and LM Studio, with the speculative-decoding head kept. For people running…

DistilBERT base uncased

distilbert · Kit

A small, fast English language model distilled from BERT base, with 67M parameters. Fills in masked words and is mainly meant to be fine-tuned for classificati…

Maximizing Model Performance Guide

DavidAU · Kit

Guides you in tuning samplers and parameters for local language models, with steps for system prompts, reasoning models and expert settings in LM Studio, Silly…

Qwen3.8-27B-AWQ-INT4

cyankiwi · Kit

A 4-bit AWQ quantization of Qwen3.8-27B by cyankiwi, a 27B vision-language model with thinking control. Weights are 21.02 GB and load in Transformers, vLLM or…

cbx-indic-pii-extractor-17M

CobuildX-AI · Kit

Finds personal information such as names, phone numbers, Aadhaar and PAN in Indian-language and Indian English text and returns each value's position. A 16.7M-…

Meta-Llama-3.1-8B-Instruct-GGUF

bartowski · Kit

Quantized GGUF files of Meta's Llama 3.1 8B Instruct for local chat, such as 4.92 GB for Q4_K_M and 8.54 GB for Q8_0. Made by bartowski with an importance matr…