Small models purpose-trained for agentic AI — drop into any agentic framework and run fully on your own hardware. No API bills. No data leaving your machine.
LocoreModel is trained specifically on agentic tasks — tool calling, multi-step planning, instruction following across long contexts. Not a general chat model repurposed for agents.
Small enough to run on a MacBook or a home server. Quantized variants for every hardware tier. Plug into Claude Code or OpenClaw via Ollama's OpenAI-compatible endpoint — no code changes needed.
Stop paying per token to run your agents. No rate limits, no outages, no terms-of-service restrictions. Your agent, your model, your machine.
Open-source models and frameworks for local agentic AI
MS-SWIFT Domain Expert
A 4B-parameter specialized code analysis agent distilled from Qwen3-Coder-Next. Analyzes MS-SWIFT codebases and generates comprehensive markdown reports with tool-calling capabilities and deep framework knowledge.
Agentic Framework
A specialized framework for training and deploying local agentic AI models. Powers the agent loop with tool calling, planning, and execution capabilities.
Plug LocoreModel into the agentic AI tools you already use
Anthropic's powerful terminal-based agentic AI. Reads your codebase, plans and executes multi-step tasks, runs shell commands. Point it at LocoreModel via Ollama — same experience, fully local.
Claude Code →General-purpose local AI agent — browses the web, executes commands, manages files, controls your desktop. Pair it with LocoreModel for a fully self-hosted, zero-cost agentic AI setup.
OpenClaw →Any agentic AI tool with an OpenAI-compatible endpoint works with LocoreModel. OpenCode, Cline, and the growing ecosystem of open-source agentic AI — all running locally on your hardware.
GitHub ↗AI researchers, systems engineers, and open-source contributors
Insights on local agentic AI, model training, and open-source development
Introducing LocoTrainer-4B, a 4B-parameter specialized code analysis agent distilled from Qwen3-Coder-Next. Learn how we combined multi-turn tool-calling with deep MS-SWIFT framework knowledge to create a local agent that generates comprehensive codebase analysis reports.
Announcing LocoOperator, a specialized framework for training and deploying local agentic AI models. Discover how we built an agent loop with tool calling, planning, and execution capabilities that runs entirely on your hardware.
Stop paying to run Claude Code. Run LocoreModel locally and keep everything — your data, your costs, your control.