AI skills and agents for developers

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…

Qwen3-4B-Instruct-2507

Qwen · Kit

Answers chat prompts with a 4B model that skips visible thinking and reads up to 256K tokens of context. For developers who want a small open assistant for rea…

Qwen2.5-Coder-7B-Instruct

Qwen · Kit

Writes, explains and fixes code as a 7B instruction-tuned member of the Qwen2.5-Coder family. For developers who want a capable open coding model that fits on…

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…

MiniCPM5-2B-GGUF

openbmb · Kit

Gives you MiniCPM5-2B, a small dense text model for English and Chinese, as GGUF files for on-device and local use. Suits people who want a compact model for c…

gemma-4-26B-A4B

google · Kit

Reads text and images and writes text, for developers who want an open-weights Google DeepMind model for coding, reasoning and image questions on their own GPU…

Slonik

dglhf · Kit

Helps with agentic coding, with two models trained on PostgreSQL engine tasks. Slonik-27B and Slonik-9B come from Postgres Professional, for developers who wor…

Qwen3.5-9B-MTP-GGUF

unsloth · Kit

GGUF copies of Qwen3.5 9B that support multi-token-prediction speculative decoding in llama.cpp for faster generation. For people running the model locally who…

Sharp-Spark-X2.5-4B-GGUF

peculiar-ragdoll · Kit

Compressed GGUF copies of the 4B Spark-X2.5 coding model, tuned for long context on GPUs with about 6 GB of memory. Made for developers who want a local coder…

Qwen Sharp Chat Templates

peculiar-ragdoll · Kit

Replaces the chat template of Qwen3.5, 3.6 and 3.8 models so they think less before answering and write tighter replies. For people running Qwen locally for co…

Mellum2.1-12B-A2.5B-Thinking

JetBrains · Kit

A 12B mixture-of-experts thinking model with 2.5B active parameters, trained with reinforcement learning on real repositories for coding agents, math and hard…

Ling-3.1-flash

inclusionAI · Kit

Handles complex agent, search, office and coding work with 560B total and 25B active parameters and a 1M-token context. Serving examples use SGLang on multi-GP…

Kimi-K3.1-Pro-Coder

Grawnch · Kit

Runs a heavily compressed copy of the 2.8T-parameter Kimi-K3.1-Pro, tuned for coding and math. Made by Grawnch with a three-tier mixed-bit scheme, for people w…

CherryPit-1.2-2B

DRUPEs · Kit

A 2B coding and chat model built on MiniCPM5-2B that is much better at web apps needing several features in one component. For developers who want a small loca…

Qwen3.8-27B-pi

bytkim · Kit

A 27B coding model tuned for the Pi agent framework, trained to read a repository, edit files, run tools and use their feedback, with adjustable reasoning effo…

Spark-X2.6-1.7B

XHToken · Kit

Generates text with a compact 1.7B model for on-device use, with three adjustable thinking levels. Suits developers who want coding, agent and long-context hel…

GLM-5.3-Flash-NVFP4

nvidia · Kit

Gives you NVIDIA's NVFP4 quantized copy of ZAI's GLM-5.3-Flash, a multimodal model for reasoning, coding and agent tasks. Meant for developers who deploy on Bl…

gemma-4-31B

google · Kit

Reads text and images and writes text, for developers and researchers who want Google DeepMind's largest dense open-weights Gemma 4 model for coding, reasoning…

DeepSeek-V4.1-Flash-EXL3-3bpw-2x-RTX-PRO-6000

diffbot · Kit

Serves a 3-bit compressed copy of DeepSeek-V4.1-Flash-1017 on two 96 GB RTX PRO 6000 Blackwell cards with vLLM, for developers who host a large coding and agen…