Magnitude: Open-source local inference server for coding agents

Repositorymagnitudedev/magnitudeTool

Magnitude is an open-source inference server written in TypeScript that matches local AI models to a user's hardware and integrates directly with coding agents such as Claude Code, Cline, or OpenCode. It profiles machine resources, recommends fitting models, and handles downloading, tuning, and runtime execution.

Key points

  1. Hardware profiling: Inspects system resources to recommend matching local models on macOS, Linux, and Windows via WSL.
  2. Agent ecosystem: Plugs into agents including Claude Code, Cline, Codex, Hermes, OpenCode, OpenClaw, Pi, and Oh My Pi.
  3. Private and offline: Eliminates API fees, token limits, and third-party data sharing by running entirely locally.
  4. Simple onboarding: Distributed as @magnitudedev/cli on npm, supporting both guided agent-driven setup and interactive CLI configuration.

Why it matters

While agentic coding assistants are gaining popularity, cloud API expenses and data privacy restrictions remain key barriers. Magnitude simplifies running these agents on local hardware by automating the setup and tuning process.

Analysis

Magnitude bridges the gap between raw local model execution and existing agent frameworks. With more than 2,800 GitHub stars and an Apache-2.0 licence, it presents a functional, growing tool tailored to developers seeking offline, cost-free coding workflows.

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Summary generated by AI (Gemini 3.8 Flash, 27 September 2026). It may contain errors – the original source is authoritative.

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Locations

  • Mattersburg
    Johann Nepomuk Bergerstraße 7/2/14
    7210 Mattersburg, Austria
  • Vienna
    Ungargasse 64-66/3/404
    1030 Wien, Austria

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