Kits of AI agent skills, rules and prompts

anaksor-ocr

Sokheng · Kit

Reads Khmer and English text from documents, receipts and photos of signs, using a detector for text lines and a recogniser for each line. Suits developers who…

VibeVoice-1.5B

microsoft · Kit

Turns written conversations into spoken audio with up to four speakers and about 90 minutes of speech, an open Microsoft text-to-speech model for research on p…

officialmobai_Rostam-S1-4B-GGUF

bartowski · Kit

GGUF quantizations of Rostam-S1-4B, a 4B reasoning model for math, physics, software work and Persian-English text. For people who run small models locally and…

GLiNER2.5 Base

fastino · Kit

Pulls entities, relations and structured records out of English text, and classifies it, from one schema, running locally on CPU, CUDA or MPS. It suits develop…

Mega-ASR

zhifeixie · Kit

Transcribes English and Chinese speech from noisy, echoey, clipped or overlapping recordings, and routes clean audio to the base model. For teams with difficul…

send-gate-307m

yamura4 · Kit

Checks Dutch, Flemish and English teen chat messages and returns block or allow, catching harmful terms plus shared addresses, IPs and links. For builders of c…

Spark-X2.6-4B-FP8

XHToken · Kit

Compact 4.1B-parameter text model in FP8 form for on-device use, with three thinking levels (none, low, high) and English and Chinese support. Aimed at coding…

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…

t5-base-grammar-correction

vennify · Kit

Rewrites English text with fewer grammar mistakes, using a T5 model trained on the JFLEG dataset. Made by vennify for writers, students and developers who want…

bge-small-en-v1.5-GGUF

unsloth · Kit

Turns English text into embeddings for search and retrieval, in a small GGUF file of 33.2M parameters. For developers who build search or retrieval apps on mod…

Torchcast Decision 4B

torchcast-ai · Kit

A 4B decision model built on Qwen3.5-4B that returns yes/no probabilities, choice distributions and score distributions in one pass without generating text. Fo…

Qwen3.8-27B-Longbook27-v2

summerAIO · Kit

Summarizes, answers questions about and continues book-length text with a fine-tuned 27B model that uses Gated DeltaNet layers, in English and Japanese. For pe…

Spark-TTS-0.5B

SparkAudio · Kit

Speaks Chinese and English from text with a Qwen2.5-based model, including zero-shot voice cloning and virtual voices set by gender, pitch and speaking rate. F…

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…

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…

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…

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…

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…

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…

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.

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…

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…

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…

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…

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…

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…

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…

LongCat-AudioDiT-3.5B

meituan-longcat · Kit

Turns Chinese or English text into speech with a diffusion model that works directly on the waveform latent space, and can clone a voice from a reference sampl…

dale-9b (GGUF)

manuelgscom · Kit

Turns a Spanish or English request into one Linux bash command, returned as a small JSON object. For terminal users and developers who want a local command hel…

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,…

humanizer-GGUF

jialinyyzz · Kit

Rewrites AI-written drafts in English and Chinese so they read like a person wrote them, keeping numbers, dates, names and quotes. A 12B model in GGUF files fo…

Qwen3.8-Flash-Coder APEX-I-MiniPlus V2.1 GGUF

IsValorum · Kit

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…

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…

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,…

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…

SimulS2ST-Omni

HA-SA-ki · Kit

Holds the model files for simultaneous speech-to-speech translation between English and Chinese, built on OmniTalker. For researchers and developers who want t…

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…

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…

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…

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…

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…

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…

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…