Kits of AI agent skills, rules and prompts

Dodaios

Dodaios · Kit

Open source agent OS that lets you steer coding agents, your browser and other desktop apps by voice or chat, with every system change waiting for your approva…

DataWorld-35B-A3B

Zhanli-Li · Kit

A Qwen3.6-35B-A3B model tuned with multi-turn agentic reinforcement learning on the DataWorld tasks, for tool-calling agents. For teams serving a large mixture…

Ornith-1.5-35B-A3B-NVFP4

ornith-ai · Kit

Writes code and handles terminal agent tasks, a mixture-of-experts model using about 3B parameters per token, packaged as an NVFP4 copy. For developers hosting…

MiMo-V2.6-Pro-MOPD

XiaomiMiMo · Kit

Handles text, image, video and audio with a 1T-parameter mixture of experts tuned to repeat tool calls less in agent work. For teams that can host models of th…

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…

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.…

Agent Manager

lvwerra · Kit

Runs coding agents such as Claude Code, Codex and Gemini CLI from one private browser workspace, so you can follow several tasks side by side and continue from…

Qwen3.6-27B-GGUF

unsloth · Kit

Handles agentic coding and image-plus-text tasks locally, as Unsloth's GGUF files for Qwen3.6-27B with thinking preservation and a long context. For developers…

gpt-oss-120b-GGUF

unsloth · Kit

Runs OpenAI's open-weight gpt-oss-120b, a 117B model with 5.1B active parameters, from GGUF files by Unsloth that carry its fixes. Built for reasoning, agent t…

MAI-UI-8B

Tongyi-MAI · Kit

Reads a screenshot and an instruction to decide what to tap or type on a phone or computer screen. An 8B model from the MAI-UI family of GUI agents, for develo…

WARC

third-intelligence · Kit

A 35M-parameter world model for ARC-AGI-3 games that predicts the next game frame from the last three frames and an action, and keeps training itself while an…

Hy-Memory-30B-A3B

tencent · Kit

Writes an assistant's long-term memory, choosing what to keep and how to update it inside Mem0, MemOS or Hy-Memory, with about 3B active parameters. For develo…

Mica v0.1 4B

sky7350 · Kit

Gives a probability for each allowed answer to a question about a given state, as yes/no, a choice or a score, without writing text. For developers who add qui…

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…

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…

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-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…

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…

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…

MiroThinker-v1.0-8B

miromind-ai · Kit

An open research agent model that reasons over long contexts and calls tools many times per task to look up information. The 8B size, built on Qwen3-8B, suits…

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…

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…

DeepSeek-V4.1-Flash-1017-GSQ-agentic-strata

kaushikvira · Kit

Runs the 763.2B-parameter DeepSeek V4.1 Flash as a 153 GiB mixed-precision build tuned for agentic and coding work on the strata engine. For people with a larg…

Qwopus3.8-27B-Flash-GGUF

Jackrong · Kit

Cuts reasoning time and cost for long agent tasks, as a GGUF build of a Qwen3.8-27B fine-tune. Made for people who run agent loops on their own machine and wan…

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…

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…

Granite RAG Library

ibm-granite · Kit

Adds six LoRA adapters for IBM Granite models that rewrite queries, ask for clarification, judge passages, check answerability and flag hallucinations in RAG p…

Tev-320B

gordonhu · Kit

A 320B mixture-of-experts agent model that works through long terminal tasks with a single bash tool. Trained with reinforcement learning on 1,170 environments…

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…

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…

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…

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,…

DialFork Leaderboard

DialFork · Kit

Lists how different methods score on DialFork, a benchmark for procedural hallucination in conversational AI agents, on one static page. It suits researchers w…

An n8n workflow that answers a Slack slash command: an agent on a Google Gemini model writes the reply, remembers the recent exchanges with that person and pos…

An n8n workflow that answers messages sent to a WhatsApp business number. A Gemini model turns a voice note, a photo or a video into words, and an AI agent wit…

An n8n workflow that takes one pasted article or transcript and drafts two posts from it: a numbered X thread and a LinkedIn post. An AI agent may use only fac…

Qwen3.8-27B Agention Precision GGUF

agentionai · Kit

Packs Qwen3.8-27B as llama.cpp GGUF files in eight sizes from 8.95 to 16.35 GiB, plus a vision projector. The author reports less drift from the BF16 model tha…

DuplexJev-4B-Para

adventists-ai · Kit

Takes speech and text in, answers in text, and judges when a speaker has finished talking. Built for voice-agent developers who want a small audio model that a…

Tessera-27B-B-CJK-RL

ZelligeAI · Kit

Runs coding-agent loops with a 27B model that thinks in a compressed English and Chinese shorthand, so it spends fewer thinking tokens per turn. For developers…

AgentForesight-7B

ZBox008003 · Kit

Audits a multi-agent run while it unfolds and flags the earliest decisive error, naming the step, the agent and a short reason. For developers who build and de…

Qwen3.6-27B-MTP-GGUF

unsloth · Kit

Codes and reasons with Qwen3.6 27B in GGUF files by Unsloth that carry multi-token prediction, which the card says speeds up replies about 1.5 to 2 times with…

Muse Glimmer 30B GGUF

unsloth · Kit

Runs a 30B agent model locally that reads text and images, calls tools and retries failed calls, from Unsloth's GGUF files. For developers building local agent…

granite-4.1-8b-GGUF

unsloth · Kit

Follows instructions, calls tools and chats with IBM's Granite 4.1 8B model, in GGUF files by Unsloth that include chat template fixes. Made for business assis…

NeoHorse-1-9B

TokenRhythm · Kit

A 9B text model post-trained from Qwen3.5-9B for agent frameworks, tool use, coding and instruction following, released as text-only weights. For developers wh…

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…

Beam-1.0-501B-A23B-NVFP4

reflection · Kit

Reads and writes text with a 1M-token context, built for coding, agent tool use and math reasoning, as a 501B-parameter mixture-of-experts model in NVFP4 form.…

Qwen3-1.7B

Qwen · Kit

A compact 1.7B chat model that switches between a thinking mode for reasoning and a quick mode for dialogue. Suits developers who want a small open model for c…

auto-150m-3

ProCreations · Kit

Decides whether a coding agent's proposed tool call should run, answering approve or deny from the call, the request and the history. The smallest Auto model,…

Laguna XS 2.1

poolside · Kit

Writes code and works through long coding tasks with tool calls, using a 33B mixture-of-experts model that activates 3B parameters per token. For developers wh…

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…

turn-1-mini

p99lab · Kit

Detects when a speaker has finished talking and when someone is cutting in, using audio alone on a CPU in real time. It suits builders of voice agents and call…

Ornith-1.0-9B-GGUF

ornith-ai · Kit

GGUF copy of a 9B open-source coding-agent model, trained with reinforcement learning to write solutions and the scaffolding around them. Built for single-GPU…

OneJev1.6-4B

OmniJev · Kit

Reads a screenshot, photo, video or text with a few typed questions and returns a probability for each answer option in one pass. Built for developers of scree…

OneJev1.6-27B

OmniJev · Kit

Reads a screenshot, photo, video or text plus your typed questions and returns a probability for each answer option, such as what an agent should do next or wh…

OneJev1.6-0.8B

OmniJev · Kit

Answers typed questions about a screenshot, photo, video or text with a probability for each option. It suits developers who need fast decisions in an agent lo…

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…

Tess-4.5-27B GGUF

migtissera · Kit

GGUF builds of Tess-4.5, a 27B open-weights coding and agent model, for llama.cpp, with a vision projector and optional draft heads for faster generation. They…

FrogNano-4B-2609

microsoft · Kit

A compact coding agent model that works through a repository, finds bugs, edits files and runs tests with a five-tool framework called Leaf. Made for developer…

Fara1.5-9B

microsoft · Kit

A computer use agent model from Microsoft Research that reads browser screenshots and picks the next click, typing or scroll to finish web tasks. It suits deve…

LongCat-Flash-Lite-Sparse

meituan-longcat · Kit

Mixture-of-experts text model with 69B parameters, about 3B active per token, sparse attention and a 1M-token context. For teams hosting long-context models fo…

LongCat-2.5-W4A4

meituan-longcat · Kit

Multimodal mixture-of-experts model for long agentic tasks such as codebase work, full project builds and creative design, in a compressed W4A4 build. For team…

JEV-CPU

Meanblock · Kit

Reads a decision from a small model's option probabilities on an ordinary laptop CPU, with no GPU and a browser interface. For developers who want quick routin…

Qwen3.5-4B-Router-1M

MaziyarPanahi · Kit

Small decider that returns a calibrated probability for what an agent should do next and which tool it should call. For developers building agents and support…

KAT-Coder-V2.5-Dev

Kwaipilot · Kit

An open-weight coding model from Kwaipilot, a mixture-of-experts with 35B total and 3B active parameters, tuned for agentic coding and fewer tool-call glitches…

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

khazarai · Kit

Debugs and reviews code by checking real files before it proposes a fix, a Qwen3.8-27B fine-tune trained on 195M tokens of reasoning traces. For developers who…

Spark-X2.6-4B-AgentFast

JamieBradfield · Kit

Calls tools and follows instructions with almost no thinking delay, as a 4.1B fine-tune of Spark-X2.6-4B. Made for people building fast local agents that need…

Qwopus3.8-27B-Flash-V2-GGUF

Jackrong · Kit

Trims wasted reasoning in long agent tasks, as a GGUF build of the second Flash fine-tune of Qwen3.8-27B with better Python formatting. For people who run agen…

Qwopus3.8-27B-Coder-Flash

Jackrong · Kit

Writes code, calls tools and works through software tasks as a coding agent. A 27.8B fine-tune of Qwen3.8-27B by Jackrong, trained on about 200,000 code and re…

Holo4-27B

Hcompany · Kit

Looks at screenshots and decides the next click, keystroke, code run or tool call, built on Qwen3.8-27B. A computer-use model for web, desktop and mobile agent…

KVARK Sparkle 1.1 (27B)

Egzakta · Kit

A 27B model tuned for document work: it searches a document base, answers from what it finds and says so when the answer is missing, for builders of document a…

DeepSeek-V3.2

deepseek-ai · Kit

A 685B open reasoning model from DeepSeek with sparse attention for long context and a chat template that lets it think while it calls tools. For teams that ru…

cua-s1-forms

cua-ai · Kit

Scores the possible actions for each element of a GUI form, such as fill, check, click or skip, and returns a probability for each. A tiny model for developers…

CLM-v0.1-8B

Contrastive-LM · Kit

Scores candidate answers, actions or tool names for a given state with a probability each, instead of writing text. A fast decision model on a frozen Qwen3-8B…

NorthCUA-Nano

beipo-ai · Kit

Operates desktop and browser apps from screenshots with a 9B dense computer-use model built on Qwen3.5. Suits developers who build computer-use agents with the…

GLM-5.2

zai-org · Kit

A 753B-parameter open text model from zai-org for long, multi-step work such as coding and agent tasks, with a 1M-token context and an MIT license. For teams w…

Inkling-Small-NVFP4

thinkingmachines · Kit

The NVFP4 copy of Inkling-Small, a multimodal mixture-of-experts model that takes text, images and audio and writes text. For developers building agents, codin…

Mica-v0.5-4B

sky7350 · Kit

A 4B classifier built on Qwen3.5-4B that reads an input and returns a probability for each allowed answer, for guardrails, routing, triage and agent gates. For…

Chatterbox-Turbo

ResembleAI · Kit

Speaks English text aloud with a 350M-parameter model built for low-latency voice agents, and adds laughs and coughs through tags in the text. Suits developers…

Qwen3-14B

Qwen · Kit

Reasons through hard problems in a thinking mode and answers everyday chat in a faster non-thinking mode, as a 14.8B-parameter open model. Suits developers who…

Pipecat backchannel detector

pipecat-ai · Kit

Listens to a user while a voice bot is talking and tells apart a quick "mm-hmm" from a real interruption, so the bot keeps going or stops. A tiny streaming aud…

Ling-3.1-flash-1019

inclusionAI · Kit

Handles scientific and agentic tasks with 560B total and 25B active parameters and a 1M-token context, tuned further from Ling-3.1-flash. Serving examples use…

gnani-evon-v3.3-30B-A3B

gnani · Kit

Chats, answers questions and reasons in English and ten Indic languages with a 128K context. A 30B mixture-of-experts model from Gnani.ai, for teams building a…

VoxLock

arbazsiddiqui · Kit

Keeps the caller's voice and removes other voices from call audio before speech-to-text hears them. A 27.3M-parameter open model that streams on a CPU, with fi…

Spark-X2.6-4B-Base

XHToken · Kit

A 4.1B language model for on-device use, tuned for coding, agent tasks, long context and reasoning in English and Chinese, with three thinking levels. For deve…

basal-omni-1.0-ultra

Remek · Kit

Answers typed questions about a message, document or agent trace with a calibrated probability for each allowed answer, in one pass without generating text. An…

MiMo-V2.6-Flash-RL

XiaomiMiMo · Kit

Handles text, image, video and audio input in one model, with a 1M-token context for long repositories and agent runs. An open 311B mixture-of-experts model fr…

Ornith-1.5-122B-GGUF by unsloth

unsloth · Kit

Runs the Ornith-1.5-122B text model on your own machine, as GGUF files made by unsloth. A 122B mixture-of-experts model aimed at coding and agent work on a sin…

qwen-code

QwenLM · Kit

Open-source AI coding agent that works in your terminal, IDE plugins, a desktop app, a web page and chat apps, with sub agents, MCP and many model providers. F…

Qwen3.6-35B-A3B-FP8

Qwen · Kit

Reads text and images and writes text, as an FP8 copy of Qwen3.6-35B-A3B with 3B active parameters. For developers who run coding agents and want a smaller dow…

Qwen3.6-27B

Qwen · Kit

A 27B Qwen model that reads text and images and replies in text, tuned for coding agents and repository-level work, for developers who run it with the transfor…

Qwen3-Coder-Next

Qwen · Kit

Works as a coding agent model with 80B total and 3B active parameters and a 256K context. For developers who run agents in CLI and IDE tools and want to host t…

Seshat Agent

PCL-RSI-lab · Kit

Fixes software bugs with a self-improving coding agent that learns reusable reasoning patterns from its own successful runs, for developers and researchers wor…

MemT-1.0-Nano

MemTensor · Kit

Language model with a built-in memory state of fixed size, built on Qwen3.6-35B-A3B, that keeps past context without re-reading it. For researchers and develop…