Kits of AI agent skills, rules and prompts

Qwen2.5-Coder-7B-Instruct-GGUF by unsloth

unsloth · Kit

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…

REMEND

udiboy1209 · Kit

Recovers math equations from compiled binary code with a small neural decompiler, and ships the datasets and trained models from its paper. For reverse enginee…

Sweep Next-Edit 1.5B (GGUF)

sweepai · Kit

Predicts your next code edit from the open file, recent diffs and current state, running locally as a 1.5B Q8_0 GGUF model. For developers who want edit autoco…

Qwen3.8-27b-Terse-Coder-LoRA

Shockem · Kit

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…

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…

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…

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…

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…

Qwen2.5-14B-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…

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…

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…

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…

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…

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…

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…

Leanstral 1.5 119B A6B

mistralai · Kit

An open code-agent model from Mistral for the Lean 4 proof assistant. It proves theorems and fixes Lean code, takes text and images, and runs through the Mistr…

Muse Glimmer 30B GGUF by meta-models

meta-models · Kit

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…

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…

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…

Qwen3.6-35B-A3B Claude 4.7 Opus Reasoning Distilled

lordx64 · Kit

Thinks in explicit think blocks before it answers, tuned on about 8k reasoning traces from Claude Opus 4.7. A 35B mixture-of-experts Qwen3.6 variant for hard m…

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…

ColGrep-Agent-2B

lightonai · Kit

A 2.5B-parameter model that finds the files and line ranges relevant to a bug report or question about a code repository, by searching and reading the repo. Ru…

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…

Qwen3.8-27B-oQ8e-mtp

Jundot · Kit

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…

GLM-5.3-Flash-oQ4e-mtp

Jundot · Kit

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…

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…

K2-Horizon-0.9B

IFM · Kit

Answers maths, coding and science questions as a compact open reasoning model that reads up to 128K tokens at once. Built by IFM for people who want a small mo…

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…

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…

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…

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…

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…

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…

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.…

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…

Cola DLM

ByteDance-Seed · Kit

A research text-generation model that writes through a continuous latent space, pairing a text autoencoder with a diffusion transformer. For researchers and de…

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…

Apodex-1.1-mini-GGUF

apodex · Kit

Reasoning model for long research tasks that works with files, data, code and tools, packaged as GGUF files you can host yourself. Suits researchers and develo…

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…

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…

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…

K2-Horizon-3.7B

IFM · Kit

Handles coding, reasoning and agent-style tasks as a small open model with a 512K token context window. Built by IFM for people who want public training data,…

GigaChat3.5-432B-A28B

ai-sage · Kit

Generates text in Russian and English for chat, code, reasoning and tool use. A 432B Mixture-of-Experts model with 28B active parameters, aimed at teams that h…

GigaChat3.1-10B-A1.8B-GGUF

ai-sage · Kit

Chats in Russian and English, writes code and calls functions, as a compact mixture of experts model in GGUF files. For people who run assistants on their own…