Magnitude is a coding agent and model provider in one, built to get maximum performance and efficiency from open models.
Pass-through API pricing with no markup. $5 free credits.
Backed by 
We cost 60% less than Claude Code with no drop in performance
Our internal benchmark measures the cost efficiency of coding agents.
Methodology
It's built around two projects: Rain, a bespoke DSL written in Zig, and pgx, a real Postgres driver written in Go.
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Tasks cover features, bug fixes, and refactors in each project, meant to reflect a diversity of real world engineering work rather than intentionally tricky puzzles.
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There's 20 tasks, each run 5 times per agent for a total of 100 trials, measuring the score against total cost by token usage to determine performance per dollar.
Smart model routing
User: "Add authentication to the API"
Leader GLM 5.2
"I need to explore the codebase, plan the implementation, then implement and review."
A strong leader model plans and coordinates the work, routing subtasks to lower-cost specialists for 50–90% cost savings without sacrificing performance.
We'll build what your team needs
Tell us your requirements and we'll deliver a tailored setup.
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Self-hosted open models
We'll help you run open models on whichever infrastructure you prefer.
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Custom model configurations
Tailored model setups for your team's workflow and requirements.
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Team controls
Shared billing, spend limits, and admin tools for your organization.
Get started in under a minute
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1
Run
to download -
2
Run
which will ask for an API key - 3 Sign up to get your free API key